Datasets:

eliyahabba

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llm-evaluation-huji

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{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Aging is associated with an increase in the frequency and number of orgasmic contractions in both sexes" }, { "id": "II", "text": "Aging is related to some loss of erectile rigidity in the male" }, { "id": "III", "text": "Aging is related to an increase in vaginal lubrication" }, { "id": "IV", "text": "There is no significant relationship between aging and sexual responses in either sex" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Research investigating the effects of the “jigsaw method“ in the classroom demonstrated that it: Choices: I. reduces ethnic stereotyping.; II. increases cooperation but reduces academic achievement.; III. increases intergroup competition.; IV. increases aggression, especially toward the provocateur. Answer:\nI. reduces ethnic stereotyping.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A research study is carried out to investigate the effects of four different psychological treatments designed to reduce test anxiety in college students. A significance treatment effect is noted, along with one significant second-order interaction effect. A member of the research team suggests thar the interactive effect not be reported since it is tangential to the main purpose of the study. This suggestion is Choices: I. possibly unethical, but difficult to define because the specific situation is not noted in the ethics codes published by the American and Canadian Psychological Associations; II. representative of a methodological issue and needs to be evaluated from a scientific perspective; III. clearly unethical, since it conflicts with the psychologist’s responsibility to report: completely the results of research projects; IV. an example of poor professional judgment but essentially unrelated to professional ethics Answer:\nIII. clearly unethical, since it conflicts with the psychologist’s responsibility to report: completely the results of research projects\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Prochaska and DiClemente’s (1992) transtheoretical model is based on the assumption that an intervention is most effective when: Choices: I. it matches the client’s diagnosis and symptom severity.; II. the client sets his/her own therapy goals and evaluates his/her own progress.; III. the therapist adopts the behavioral and affective style of the client.; IV. it matches the client’s stage of change. Answer:\nIV. it matches the client’s stage of change.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Which of the following statements expresses a relationship between aging and sexual functioning Choices: I. Aging is associated with an increase in the frequency and number of orgasmic contractions in both sexes; II. Aging is related to some loss of erectile rigidity in the male; III. Aging is related to an increase in vaginal lubrication; IV. There is no significant relationship between aging and sexual responses in either sex Answer:\n", "ground_truth": { "id": "II", "text": "Aging is related to some loss of erectile rigidity in the male" }, "question": "Which of the following statements expresses a relationship between aging and sexual functioning" }, "perplexity": null, "raw_input": "Which of the following statements expresses a relationship between aging and sexual functioning", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 0, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "II.", "response": "II. Aging is related to some loss of erectile rigidity in the male\n\nQuestion: [question" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "II. Aging is related to some loss of erectile rigidity in the male", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Less intelligent than adults" }, { "id": "II", "text": "Shaped by culture" }, { "id": "III", "text": "“Little scientists”" }, { "id": "IV", "text": "“Blank slates”" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The “paired comparison” technique is used to: Choices: I. evaluate an employee’s job performance.; II. identify an employee’s training needs.; III. determine the appropriate compensation for a job.; IV. make hiring and placement decisions. Answer:\nI. evaluate an employee’s job performance.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A client's insurance company pays 75% of a client’s therapy fee, while the client is required to pay the remaining 25%. The client asks you to bill the insurance company at a higher hourly rate so that he will not have to pay his 25% co-payment. If you do so, you will be acting: Choices: I. legally but unethically.; II. legally and ethically.; III. illegally and unethically.; IV. illegally but ethically. Answer:\nIII. illegally and unethically.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Presbyopia refers to loss of: Choices: I. depth perception.; II. near vision.; III. color vision.; IV. far vision. Answer:\nII. near vision.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: According to Piaget, children are ___________. Choices: I. Less intelligent than adults; II. Shaped by culture; III. “Little scientists”; IV. “Blank slates” Answer:\n", "ground_truth": { "id": "III", "text": "“Little scientists”" }, "question": "According to Piaget, children are ___________." }, "perplexity": null, "raw_input": "According to Piaget, children are ___________.", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 1, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. “Little scientists”\n\nQuestion: [question] Choices: [choices] Answer: [" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "III. “Little scientists”", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "about 68% of the individuals with a given cure score will have observed scores within 15 points of the true score" }, { "id": "II", "text": "about 68% of the observed scores for the test population lie within 15 points of the mean score" }, { "id": "III", "text": "about 15% of the scores are in error (i.e., they are not measuring the trait reliably)" }, { "id": "IV", "text": "differences of up to 30 points represent the same true score" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The statistic in a test manual that indicates how close an obtained score is to a true score is the Choices: I. standard error of measurement; II. validity coefficients; III. standard error of estimate; IV. reliability coefficient Answer:\nII. validity coefficients\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: According to the levels of processing model of memory, words and other information may be encoded at different levels, with _______ processing being the deepest level. Choices: I. phonemic; II. semantic; III. perceptual; IV. orthographic Answer:\nII. semantic\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: According to classical test theory, the variance of the obtained rest scores is equal to the Choices: I. variance error of the distribution of scores; II. sum of the general variance and the specific variance; III. sum of the true score variance and the error variance; IV. variance error of the mean of the scores Answer:\nIII. sum of the true score variance and the error variance\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: If a test has a standard error of measurement of 15 points, itis correct to conclude that Choices: I. about 68% of the individuals with a given cure score will have observed scores within 15 points of the true score; II. about 68% of the observed scores for the test population lie within 15 points of the mean score; III. about 15% of the scores are in error (i.e., they are not measuring the trait reliably); IV. differences of up to 30 points represent the same true score Answer:\n", "ground_truth": { "id": "I", "text": "about 68% of the individuals with a given cure score will have observed scores within 15 points of the true score" }, "question": "If a test has a standard error of measurement of 15 points, itis correct to conclude that" }, "perplexity": null, "raw_input": "If a test has a standard error of measurement of 15 points, itis correct to conclude that", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 2, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "I.", "response": "I. about 68% of the individuals with a given cure score will have observed scores within 15 points" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "I. about 68% of the individuals with a given cure score will have observed scores within 15 points of the true score", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "An Apgar" }, { "id": "II", "text": "A teratogen" }, { "id": "III", "text": "A controlled substance" }, { "id": "IV", "text": "Only a problem in the first 6 weeks" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: \"An organizational psychologist has been hired by a manufacturing company to develop a selection battery that will help the company answer the following question: \"\"What group (assembly-line workers or clerical workers) does the job applicant most closely resemble?\"\" Which of the following multivariate techniques would be useful for this purpose?\" Choices: I. multiple regression; II. factor analysis; III. discriminant analysis; IV. path analysis Answer:\nIII. discriminant analysis\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: An organizational psychologist finds that his newly developed selection test has different validity coefficients for male and female applicants and that the difference is statistically significant. This suggests that the test has: Choices: I. discriminant validity.; II. differential validity.; III. convergent validity.; IV. incremental validity. Answer:\nII. differential validity.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Stern is a psychologist who assists with hiring and promotion decisions at a mental health clinic. She recommends that one of the psychologists not be considered for promotion because of an unresolved charge of sexual harassment against him. This is: Choices: I. ethical as long as the clinic reconsiders the psychologist if he is acquitted of the charge.; II. a violation of the provisions of the Ethics Code.; III. not addressed in the Ethics Code.; IV. consistent with the provisions of the Ethics Code. Answer:\nII. a violation of the provisions of the Ethics Code.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Any substance that can have a negative impact on fetal development is ___________. Choices: I. An Apgar; II. A teratogen; III. A controlled substance; IV. Only a problem in the first 6 weeks Answer:\n", "ground_truth": { "id": "II", "text": "A teratogen" }, "question": "Any substance that can have a negative impact on fetal development is ___________." }, "perplexity": null, "raw_input": "Any substance that can have a negative impact on fetal development is ___________.", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 3, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "II.", "response": "II. A teratogen\n\nQuestion: [question] Choices: [choices] Answer: [answer]" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "II. A teratogen", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "summative evaluation." }, { "id": "II", "text": "job evaluation." }, { "id": "III", "text": "needs analysis." }, { "id": "IV", "text": "formative evaluation." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: When the relationship between the predictor (the X variable) and the criterion (the Y variable) is curvilinear and both variables are measured on an interval or ratio scale, the appropriate correlation coefficient is: Choices: I. rho.; II. eta.; III. tau.; IV. phi. Answer:\nII. eta.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The “paired comparison” technique is used to: Choices: I. evaluate an employee’s job performance.; II. identify an employee’s training needs.; III. determine the appropriate compensation for a job.; IV. make hiring and placement decisions. Answer:\nI. evaluate an employee’s job performance.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Prochaska and DiClemente’s (1992) transtheoretical model is based on the assumption that an intervention is most effective when: Choices: I. it matches the client’s diagnosis and symptom severity.; II. the client sets his/her own therapy goals and evaluates his/her own progress.; III. the therapist adopts the behavioral and affective style of the client.; IV. it matches the client’s stage of change. Answer:\nIV. it matches the client’s stage of change.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: If you were hired by a large company to develop a new training program, your first step would probably be to conduct a: Choices: I. summative evaluation.; II. job evaluation.; III. needs analysis.; IV. formative evaluation. Answer:\n", "ground_truth": { "id": "III", "text": "needs analysis." }, "question": "If you were hired by a large company to develop a new training program, your first step would probably be to conduct a:" }, "perplexity": null, "raw_input": "If you were hired by a large company to develop a new training program, your first step would probably be to conduct a:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 4, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. needs analysis.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\n" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "III. needs analysis.", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "\"a way for achieving \"\"closure\"\" near the end of therapy.\"" }, { "id": "II", "text": "\"the \"\"second layer\"\" of therapy.\"" }, { "id": "III", "text": "a useful strategy for helping the client understand the present." }, { "id": "IV", "text": "a way for the client to avoid coming to terms with the present." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Research on the effect of maternal employment on children’s development indicates that Choices: I. young children whose mothers are employed are more compliant than those in families with nonworking mothers; II. in families of lower socioeconomic level, both sons and daughters of working mothers perform beer on measures of cognitive development than do those of nonworking mothers; III. regardless of socioeconomic class, children of working mothers are less successful in school than other children; IV. with older children, maternal employment is particularly beneficial for boys Answer:\nII. in families of lower socioeconomic level, both sons and daughters of working mothers perform beer on measures of cognitive development than do those of nonworking mothers\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: \"An organizational psychologist has been hired by a manufacturing company to develop a selection battery that will help the company answer the following question: \"\"What group (assembly-line workers or clerical workers) does the job applicant most closely resemble?\"\" Which of the following multivariate techniques would be useful for this purpose?\" Choices: I. multiple regression; II. factor analysis; III. discriminant analysis; IV. path analysis Answer:\nIII. discriminant analysis\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Pro bono work is: Choices: I. encouraged by the Ethics Code.; II. required by the Ethics Code.; III. prohibited by the Ethics Code.; IV. not addressed by the Ethics Code. Answer:\nI. encouraged by the Ethics Code.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Practitioners of Gestalt psychotherapy consider a client’s desire to talk about his/her past as: Choices: I. \"a way for achieving \"\"closure\"\" near the end of therapy.\"; II. \"the \"\"second layer\"\" of therapy.\"; III. a useful strategy for helping the client understand the present.; IV. a way for the client to avoid coming to terms with the present. Answer:\n", "ground_truth": { "id": "IV", "text": "a way for the client to avoid coming to terms with the present." }, "question": "Practitioners of Gestalt psychotherapy consider a client’s desire to talk about his/her past as:" }, "perplexity": null, "raw_input": "Practitioners of Gestalt psychotherapy consider a client’s desire to talk about his/her past as:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 5, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. a useful strategy for helping the client understand the present.\n\nQuestion: [question] Choices: [cho" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. a way for the client to avoid coming to terms with the present.", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "metamemory skills, or knowledge about memory" }, { "id": "II", "text": "the amount of factual memory knowledge available" }, { "id": "III", "text": "recognition memory" }, { "id": "IV", "text": "the efficiency of controlled memory processes" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The primary impact of the Hawthorne experiments in the Western Electric Company was in showing the effect on work performance of Choices: I. physical factors such as temperature and lighting; II. effective training programs at the workbench; III. differing pay scales for differing levels of effort; IV. interpersonal and social factors Answer:\nIII. differing pay scales for differing levels of effort\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A researcher reports that she calculated a Cohen’s d of .50 for the data she collected in a study that compared two brief treatments for generalized anxiety disorder. This means that: Choices: I. the percent of variance accounted for by the difference in treatments was 50%.; II. the percent of variance accounted for by the difference in treatments was 25%.; III. there was a difference of one-half standard deviation between the means of the two groups.; IV. there was a difference of one-fourth standard deviation between the means of the two groups. Answer:\nIII. there was a difference of one-half standard deviation between the means of the two groups.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Research on the effect of maternal employment on children’s development indicates that Choices: I. young children whose mothers are employed are more compliant than those in families with nonworking mothers; II. in families of lower socioeconomic level, both sons and daughters of working mothers perform beer on measures of cognitive development than do those of nonworking mothers; III. regardless of socioeconomic class, children of working mothers are less successful in school than other children; IV. with older children, maternal employment is particularly beneficial for boys Answer:\nII. in families of lower socioeconomic level, both sons and daughters of working mothers perform beer on measures of cognitive development than do those of nonworking mothers\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: In regard to memory, aging is most closely associated with a decline in Choices: I. metamemory skills, or knowledge about memory; II. the amount of factual memory knowledge available; III. recognition memory; IV. the efficiency of controlled memory processes Answer:\n", "ground_truth": { "id": "IV", "text": "the efficiency of controlled memory processes" }, "question": "In regard to memory, aging is most closely associated with a decline in" }, "perplexity": null, "raw_input": "In regard to memory, aging is most closely associated with a decline in", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 6, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. recognition memory\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. the efficiency of controlled memory processes", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Parkinson's disease" }, { "id": "II", "text": "Alzheimer's disease" }, { "id": "III", "text": "Vascular Dementia" }, { "id": "IV", "text": "a right frontal lobe tumor" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Selective serotonin reuptake inhibitors (SSRIs), monoamine oxidase inhibitors (MAOIs), tricyclics, norepinephrine–dopamine reuptake inhibitors (NDRIs), and serotonin-norepinephrine reuptake inhibitors (SNRIs) all describe ___________. Choices: I. Anticonvulsants; II. Antipsychotics; III. Cognitive enhancing agents; IV. Antidepressants Answer:\nIV. Antidepressants\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The main reason addictive behaviors are so difficult to treat is that they Choices: I. involve intermittent reinforcement; II. are self-reinforcing; III. are physiologically complex; IV. provide variable ratio reinforcement Answer:\nII. are self-reinforcing\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Pro bono work is: Choices: I. encouraged by the Ethics Code.; II. required by the Ethics Code.; III. prohibited by the Ethics Code.; IV. not addressed by the Ethics Code. Answer:\nI. encouraged by the Ethics Code.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A 66-year-old client who is depressed, has rhythmic hand movements, and has a flattened affect is probably suffering from Choices: I. Parkinson's disease; II. Alzheimer's disease; III. Vascular Dementia; IV. a right frontal lobe tumor Answer:\n", "ground_truth": { "id": "I", "text": "Parkinson's disease" }, "question": "A 66-year-old client who is depressed, has rhythmic hand movements, and has a flattened affect is probably suffering from" }, "perplexity": null, "raw_input": "A 66-year-old client who is depressed, has rhythmic hand movements, and has a flattened affect is probably suffering from", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 7, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. Vascular Dementia\n\nQuestion: [question] Choices: [choices] Answer: [" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "I. Parkinson's disease", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "unethical, because the client's needs were not addressed more directly" }, { "id": "II", "text": "ethical, because it was not possible to determine whether or not the client was being manipulative" }, { "id": "III", "text": "unethical, because the psychologist should have delayed the trip and given the client an appointment for that afternoon" }, { "id": "IV", "text": "unethical, because the psychologist should have called a physician directly" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: A researcher reports that she calculated a Cohen’s d of .50 for the data she collected in a study that compared two brief treatments for generalized anxiety disorder. This means that: Choices: I. the percent of variance accounted for by the difference in treatments was 50%.; II. the percent of variance accounted for by the difference in treatments was 25%.; III. there was a difference of one-half standard deviation between the means of the two groups.; IV. there was a difference of one-fourth standard deviation between the means of the two groups. Answer:\nIII. there was a difference of one-half standard deviation between the means of the two groups.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Pro bono services are: Choices: I. legal but unethical.; II. illegal and unethical.; III. illegal but ethical.; IV. legal and ethical. Answer:\nIV. legal and ethical.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Marcos Manzetti uses a “sliding scale” that is based on a client’s current income to set his fees for therapy. Dr. Manzetti’s practice is: Choices: I. ethically unacceptable since it treats clients inequitably.; II. explicitly recommended in the ethical guidelines.; III. ethically acceptable since it serves the best interests of his clients.; IV. explicitly prohibited in the ethical guidelines. Answer:\nIII. ethically acceptable since it serves the best interests of his clients.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: One Friday afternoon, just before leaving on a weekend tip, a psychologist receives a call from a therapy client who claims to have taken an overdose of pills in a suicide attempt. The psychologist: tells the client to call a physician immediately and to come in at 9:00 A.M. on Monday for a session. The psychologist makes no other attempt to intervene, and the client dies later that evening without making any other calls for assistance. In this situation, the psychologist's behavior was clearly Choices: I. unethical, because the client's needs were not addressed more directly; II. ethical, because it was not possible to determine whether or not the client was being manipulative; III. unethical, because the psychologist should have delayed the trip and given the client an appointment for that afternoon; IV. unethical, because the psychologist should have called a physician directly Answer:\n", "ground_truth": { "id": "I", "text": "unethical, because the client's needs were not addressed more directly" }, "question": "One Friday afternoon, just before leaving on a weekend tip, a psychologist receives a call from a therapy client who claims to have taken an overdose of pills in a suicide attempt. The psychologist: tells the client to call a physician immediately and to come in at 9:00 A.M. on Monday for a session. The psychologist makes no other attempt to intervene, and the client dies later that evening without making any other calls for assistance. In this situation, the psychologist's behavior was clearly" }, "perplexity": null, "raw_input": "One Friday afternoon, just before leaving on a weekend tip, a psychologist receives a call from a therapy client who claims to have taken an overdose of pills in a suicide attempt. The psychologist: tells the client to call a physician immediately and to come in at 9:00 A.M. on Monday for a session. The psychologist makes no other attempt to intervene, and the client dies later that evening without making any other calls for assistance. In this situation, the psychologist's behavior was clearly", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 8, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. unethical, because the psychologist should have delayed the trip and given the client an appointment for that afternoon." }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "I. unethical, because the client's needs were not addressed more directly", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "clarify boundaries between family members in order to reduce enmeshment." }, { "id": "II", "text": "work initially with the most differentiated family member." }, { "id": "III", "text": "\"use a multiple-therapist team to prevent any one therapist from becoming \"\"triangulated\"\" into the family system.\"" }, { "id": "IV", "text": "\"issue specific \"\"directives\"\" designed to counteract dysfunctional processes.\"" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Pavel Petrovich, a licensed psychologist, has been seeing a client in therapy for over fourteen months with no apparent change in the client's symptoms. Dr. Petrovich should: Choices: I. raise for discussion the possibility of termination and referral to another therapist.; II. search the literature for discussions of similar cases that have been treated and reported by others.; III. advise the client that he is ethically obligated to terminate therapy.; IV. continue seeing the client since fourteen months is not an unusually long time for therapy to continue without a significant change in symptoms. Answer:\nI. raise for discussion the possibility of termination and referral to another therapist.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Performance of which type of activity has a positive relationship with age Choices: I. Relatively undemanding activities; II. Skilled manual labor; III. Continuous paced data processing; IV. Knowledge-based judgments with no time pressure Answer:\nIV. Knowledge-based judgments with no time pressure\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: According to the literature on attribution, when people make estimates of levels of conformity, they generally tend to Choices: I. estimate their own level of conformity correctly bur overestimate that of others; II. estimate correctly other people's level of conformity but underestimate their own; III. overestimate both their own and other people's level of conformity; IV. underestimate their own level of conformity and overestimate that of others Answer:\nIV. underestimate their own level of conformity and overestimate that of others\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A family therapist using the structural approach of Salvador Minuchin would most likely: Choices: I. clarify boundaries between family members in order to reduce enmeshment.; II. work initially with the most differentiated family member.; III. \"use a multiple-therapist team to prevent any one therapist from becoming \"\"triangulated\"\" into the family system.\"; IV. \"issue specific \"\"directives\"\" designed to counteract dysfunctional processes.\" Answer:\n", "ground_truth": { "id": "I", "text": "clarify boundaries between family members in order to reduce enmeshment." }, "question": "A family therapist using the structural approach of Salvador Minuchin would most likely:" }, "perplexity": null, "raw_input": "A family therapist using the structural approach of Salvador Minuchin would most likely:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 9, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "I.", "response": "I. clarify boundaries between family members in order to reduce enmeshment.\n\nQuestion: [question] Choices" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "I. clarify boundaries between family members in order to reduce enmeshment.", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "A cross-sectional cohort design" }, { "id": "II", "text": "A true experiment" }, { "id": "III", "text": "A natural experiment" }, { "id": "IV", "text": "A cross-sequential cohort design" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: A national survey finds that, while most people are in favor of integration in the workplace, the majority also oppose affirmative action. This finding is best explained by which of the following? , Choices: I. the illusory correlation; II. symbolic racism theory; III. realistic group conflict theory; IV. the contact hypothesis Answer:\nII. symbolic racism theory\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A psychology professor is sexually attracted to psychology graduate student enrolled in a class taught by the professor. The student has returned for graduate work in psychology after 10 years of managing a successful accounting firm. The student suggests to the professor that they attend the opera together. Since they are approximately the same age and both enjoy music, the professor accepts the invitation. For the professor, accepting the invitation is Choices: I. unethical, because it establishes a dual relationship; II. ethical, as long as their relationship does not interfere with the professor's job or the treatment of other students; III. ethical, bur shows poor judgment because there could be a controversy about the student’s grade later in the term; IV. a matter of personal preference, being of no intrinsic difference from accepting any other invitation Answer:\nI. unethical, because it establishes a dual relationship\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Which of the following statements best exemplifies criterion-referenced (as opposed to norm-referenced) measurement Choices: I. Alice answered 63% of the items correctly; II. Susan’s score was average for her class; III. Joe received a z score of 1.6; IV. James ranked at the 86th percentile on the Scholastic Aptitude Test (SAT Answer:\nI. Alice answered 63% of the items correctly\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A researcher interested in examining the potential impact of parent alcoholism on child and family development recruits 12-year-olds (n = 100), 13-year-olds (n = 100), and 14-year-olds (n = 100)—half of whom have an alcoholic parent and half of whom do not—into a multiple-year longitudinal study assessing various outcomes. This study is best characterized as: Choices: I. A cross-sectional cohort design; II. A true experiment; III. A natural experiment; IV. A cross-sequential cohort design Answer:\n", "ground_truth": { "id": "IV", "text": "A cross-sequential cohort design" }, "question": "A researcher interested in examining the potential impact of parent alcoholism on child and family development recruits 12-year-olds (n = 100), 13-year-olds (n = 100), and 14-year-olds (n = 100)—half of whom have an alcoholic parent and half of whom do not—into a multiple-year longitudinal study assessing various outcomes. This study is best characterized as:" }, "perplexity": null, "raw_input": "A researcher interested in examining the potential impact of parent alcoholism on child and family development recruits 12-year-olds (n = 100), 13-year-olds (n = 100), and 14-year-olds (n = 100)—half of whom have an alcoholic parent and half of whom do not—into a multiple-year longitudinal study assessing various outcomes. This study is best characterized as:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 10, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. A natural experiment\n\nQuestion: [question] Choices: [choices] Answer: [answer]\n" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. A cross-sequential cohort design", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "recall of words" }, { "id": "II", "text": "verbal comprehension" }, { "id": "III", "text": "production of speech" }, { "id": "IV", "text": "verbal learning" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: With regard to sexual intimacies with supervisees, the ethics codes published by the American and Canadian Psychological Associations: Choices: I. prohibit sexual relationships with supervisees over whom the psychologist has evaluative authority.; II. prohibit sexual relationships with supervisees under any circumstances.; III. prohibit sexual relationships with current supervisees only when the relationship will impair the psychologist’s objectivity and effectiveness as a supervisor.; IV. Do not prohibit sexual relationships with supervisees. Answer:\nI. prohibit sexual relationships with supervisees over whom the psychologist has evaluative authority.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Marcos Manzetti uses a “sliding scale” that is based on a client’s current income to set his fees for therapy. Dr. Manzetti’s practice is: Choices: I. ethically unacceptable since it treats clients inequitably.; II. explicitly recommended in the ethical guidelines.; III. ethically acceptable since it serves the best interests of his clients.; IV. explicitly prohibited in the ethical guidelines. Answer:\nIII. ethically acceptable since it serves the best interests of his clients.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Presbyopia refers to loss of: Choices: I. depth perception.; II. near vision.; III. color vision.; IV. far vision. Answer:\nII. near vision.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Focal damage to the portion of the left frontal lobe known as Broca's area is likely to impair Choices: I. recall of words; II. verbal comprehension; III. production of speech; IV. verbal learning Answer:\n", "ground_truth": { "id": "III", "text": "production of speech" }, "question": "Focal damage to the portion of the left frontal lobe known as Broca's area is likely to impair" }, "perplexity": null, "raw_input": "Focal damage to the portion of the left frontal lobe known as Broca's area is likely to impair", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 11, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. production of speech\n\nQuestion: [question] Choices: [choices] Answer: [answer]\n" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "III. production of speech", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "the strength of the parent-child attachment." }, { "id": "II", "text": "the child’s intelligence." }, { "id": "III", "text": "the parents’ childrearing behaviors" }, { "id": "IV", "text": "the child’s “basic personality.”" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The primary impact of the Hawthorne experiments in the Western Electric Company was in showing the effect on work performance of Choices: I. physical factors such as temperature and lighting; II. effective training programs at the workbench; III. differing pay scales for differing levels of effort; IV. interpersonal and social factors Answer:\nIII. differing pay scales for differing levels of effort\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Presbyopia refers to loss of: Choices: I. depth perception.; II. near vision.; III. color vision.; IV. far vision. Answer:\nII. near vision.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The main reason addictive behaviors are so difficult to treat is that they Choices: I. involve intermittent reinforcement; II. are self-reinforcing; III. are physiologically complex; IV. provide variable ratio reinforcement Answer:\nII. are self-reinforcing\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: According to Gerald Patterson and his colleagues (1992), which of the following is a key contributor to aggressive behavior in children? Choices: I. the strength of the parent-child attachment.; II. the child’s intelligence.; III. the parents’ childrearing behaviors; IV. the child’s “basic personality.” Answer:\n", "ground_truth": { "id": "III", "text": "the parents’ childrearing behaviors" }, "question": "According to Gerald Patterson and his colleagues (1992), which of the following is a key contributor to aggressive behavior in children?" }, "perplexity": null, "raw_input": "According to Gerald Patterson and his colleagues (1992), which of the following is a key contributor to aggressive behavior in children?", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 12, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. the parents’ childrearing behaviors\n\nQuestion: [question] Choices: [choices] Answer" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "III. the parents’ childrearing behaviors", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "is functioning at an intellectual level that is superior for his/her age, education, and demographic background." }, { "id": "II", "text": "is confused and incoherent, may exhibit bizarre behavior, and is unable to care for him/herself." }, { "id": "III", "text": "is nonresponsive to visual or auditory stimuli and seems to be in a state of deep sleep." }, { "id": "IV", "text": "is alert and oriented and can remember and integrate remote and recent events but may have some impairment in judgment, planning, and abstract reasoning." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Blitz has been seeing a client for four months when the client says that he is very dissatisfied with the progress of therapy. To be consistent with the provisions of the ethics codes published by the American and Canadian Psychological Association, Dr. Blitz should: Choices: I. tell the client that he can't expect to make major changes in his life in only four months.; II. encourage the client to schedule more frequent sessions so they can work more intensely on his problems.; III. discuss the matter with the client and terminate therapy and provide him with referrals if he desires.; IV. help the client work through his resistance. Answer:\nIII. discuss the matter with the client and terminate therapy and provide him with referrals if he desires.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: An experimental psychologist with a Ph.D. wants to become a clinical psychologist. According to the APA’s General Guidelines for Providers of Psychological Services, he must: Choices: I. complete doctoral-level coursework and training in clinical psychology.; II. obtain a Ph.D. in clinical psychology from an accredited school.; III. complete appropriate coursework.; IV. obtain supervision from a licensed clinical psychologist. Answer:\nI. complete doctoral-level coursework and training in clinical psychology.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: \"Sherif used the “autokinetic effect\"\" to study:\" Choices: I. bases of social power.; II. the frustration-regression hypothesis.; III. psychological reactance.; IV. conformity to group norms. Answer:\nIV. conformity to group norms.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A person who received a Level 4 rating on the Rancho Los Amigos Scale of Cognitive Functioning: Choices: I. is functioning at an intellectual level that is superior for his/her age, education, and demographic background.; II. is confused and incoherent, may exhibit bizarre behavior, and is unable to care for him/herself.; III. is nonresponsive to visual or auditory stimuli and seems to be in a state of deep sleep.; IV. is alert and oriented and can remember and integrate remote and recent events but may have some impairment in judgment, planning, and abstract reasoning. Answer:\n", "ground_truth": { "id": "II", "text": "is confused and incoherent, may exhibit bizarre behavior, and is unable to care for him/herself." }, "question": "A person who received a Level 4 rating on the Rancho Los Amigos Scale of Cognitive Functioning:" }, "perplexity": null, "raw_input": "A person who received a Level 4 rating on the Rancho Los Amigos Scale of Cognitive Functioning:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 13, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "IV.", "response": "IV. is alert and oriented and can remember and integrate remote and recent events but may have some impairment in judgment" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "II. is confused and incoherent, may exhibit bizarre behavior, and is unable to care for him/herself.", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "agree to testify only if she can evaluate all of the involved parties." }, { "id": "II", "text": "agree to testify only if her familiarity with the child won''t bias her testimony." }, { "id": "III", "text": "decline the request to testify." }, { "id": "IV", "text": "agree to testify only if she obtains consent from both parents." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Pro bono services are: Choices: I. legal but unethical.; II. illegal and unethical.; III. illegal but ethical.; IV. legal and ethical. Answer:\nIV. legal and ethical.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The sex therapy technique of sensate focus is useful primarily to Choices: I. teach an orgasmic woman to focus on genital sensations; II. relieve performance expectations; III. retard premature ejaculation; IV. reduce the incidence of masturbation Answer:\nII. relieve performance expectations\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Which of the following distinguishes Narcissistic Personality Disorder from other personality disorders Choices: I. A long-term persistent patten of impulsive egoistical behavior; II. A fragile set of interpersonal relationships; III. An exaggerated sense of self-importance; IV. Excessive emotionality and attention-seeking Answer:\nIII. An exaggerated sense of self-importance\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A psychologist who already has an established therapeutic relationship with a child is asked to act as an expert witness in a divorce proceeding involving custody of the child. The psychologist's best course of action would be to: Choices: I. agree to testify only if she can evaluate all of the involved parties.; II. agree to testify only if her familiarity with the child won''t bias her testimony.; III. decline the request to testify.; IV. agree to testify only if she obtains consent from both parents. Answer:\n", "ground_truth": { "id": "III", "text": "decline the request to testify." }, "question": "A psychologist who already has an established therapeutic relationship with a child is asked to act as an expert witness in a divorce proceeding involving custody of the child. The psychologist's best course of action would be to:" }, "perplexity": null, "raw_input": "A psychologist who already has an established therapeutic relationship with a child is asked to act as an expert witness in a divorce proceeding involving custody of the child. The psychologist's best course of action would be to:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 14, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. decline the request to testify.\n\nQuestion: [question] Choices: [choices] Answer" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "III. decline the request to testify.", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "goal attainment is maximized when frequent feedback is given" }, { "id": "II", "text": "worker participation in goal-setting is also good" }, { "id": "III", "text": "goals serve 2 purposes: they are a basis for motivation and they direct behaviors" }, { "id": "IV", "text": "goal attainment is maximized when goals are specific and highly difficult" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The sex therapy technique of sensate focus is useful primarily to Choices: I. teach an orgasmic woman to focus on genital sensations; II. relieve performance expectations; III. retard premature ejaculation; IV. reduce the incidence of masturbation Answer:\nII. relieve performance expectations\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Which of the following distinguishes Narcissistic Personality Disorder from other personality disorders Choices: I. A long-term persistent patten of impulsive egoistical behavior; II. A fragile set of interpersonal relationships; III. An exaggerated sense of self-importance; IV. Excessive emotionality and attention-seeking Answer:\nIII. An exaggerated sense of self-importance\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Miranda M., age 32, makes an appointment with you at the recommendation of her physician who has diagnosed her recurrent headaches as the result of stress. The woman tells you that a friend of hers was trained in self-hypnosis for tension headaches and says that she also wants training in self-hypnosis. You took a weekend workshop on hypnosis in graduate school but have not used it in your clinical practice. As an ethical psychologist, you should: Choices: I. admit your lack of expertise in the use of self-hypnosis and refer the woman to another therapist.; II. advise the woman that the underlying cause of her headaches would probably not be dealt with by self-hypnosis and suggest that she begin individual psychotherapy.; III. accept the woman for treatment and begin training her in self-hypnosis but obtain consultation if you encounter any problems during the course of treatment.; IV. accept the woman for treatment and begin training her in self-hypnosis after reviewing your workshop notes. Answer:\nI. admit your lack of expertise in the use of self-hypnosis and refer the woman to another therapist.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Motivation is a complex process involving weighing alternatives, costs, and benefits. From your knowledge about GOAL-SETTING THEORY, which one out of the following statements is incorrect? Choices: I. goal attainment is maximized when frequent feedback is given; II. worker participation in goal-setting is also good; III. goals serve 2 purposes: they are a basis for motivation and they direct behaviors; IV. goal attainment is maximized when goals are specific and highly difficult Answer:\n", "ground_truth": { "id": "IV", "text": "goal attainment is maximized when goals are specific and highly difficult" }, "question": "Motivation is a complex process involving weighing alternatives, costs, and benefits. From your knowledge about GOAL-SETTING THEORY, which one out of the following statements is incorrect?" }, "perplexity": null, "raw_input": "Motivation is a complex process involving weighing alternatives, costs, and benefits. From your knowledge about GOAL-SETTING THEORY, which one out of the following statements is incorrect?", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 15, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. goals serve 2 purposes: they are a basis for motivation and they direct behaviors\n\nQuestion: [" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. goal attainment is maximized when goals are specific and highly difficult", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Ratio Data orders the amount of variable, but no info about how much" }, { "id": "II", "text": "Ratio Data is scaled and at equal distances but no absolute zero" }, { "id": "III", "text": "Ratio Data divides variables into unordered categories" }, { "id": "IV", "text": "Ratio Data is an interval data with an absolute zero" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Everett Ernest, a licensed psychologist, has recently started a practice in a small town. He learns from a mutual friend that Dr. Cathy Chatty (also a psychologist) has been revealing confidential information about some of her clients to members of the community. Dr. Ernest should: Choices: I. obtain consents from the clients and file a complaint with the Ethics Committee.; II. contact the clients to let them know what he has heard.; III. do nothing since the information about Dr. Chatty is hearsay.; IV. consult with a colleague about the situation. Answer:\nIV. consult with a colleague about the situation.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A motivational theory predicting thar an increase of incentives may serve to reduce work output is Choices: I. equity theory; II. intrinsic-motivation theory; III. goal-setting theory; IV. need-achievement theory Answer:\nII. intrinsic-motivation theory\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The model that posits that any change in one context or domain of development can disrupt the entire system and prompt a reorganization that leads to more adaptive functioning is ___________. Choices: I. The Selective Optimization with Compensation (SOC) model; II. The theory of psychosocial development; III. The cognitive-developmental theory; IV. The dynamic systems theory Answer:\nIV. The dynamic systems theory\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The STATISTICS are a method of measuring variables and organizing and analyzing data statistical method can be descriptive or inferential and have a scale of measurement. From your knowledge about statistics measurement, what is the RATIO DATA? Choices: I. Ratio Data orders the amount of variable, but no info about how much; II. Ratio Data is scaled and at equal distances but no absolute zero; III. Ratio Data divides variables into unordered categories; IV. Ratio Data is an interval data with an absolute zero Answer:\n", "ground_truth": { "id": "IV", "text": "Ratio Data is an interval data with an absolute zero" }, "question": "The STATISTICS are a method of measuring variables and organizing and analyzing data statistical method can be descriptive or inferential and have a scale of measurement. From your knowledge about statistics measurement, what is the RATIO DATA?" }, "perplexity": null, "raw_input": "The STATISTICS are a method of measuring variables and organizing and analyzing data statistical method can be descriptive or inferential and have a scale of measurement. From your knowledge about statistics measurement, what is the RATIO DATA?", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 16, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. Ratio Data divides variables into unordered categories\n\nQuestion: [question] Choices: [choices" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. Ratio Data is an interval data with an absolute zero", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "rated the group as less interesting and enjoyable." }, { "id": "II", "text": "were more likely to dislike fellow group members." }, { "id": "III", "text": "were more likely to drop out of the group." }, { "id": "IV", "text": "rated the group as more interesting and enjoyable." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: When faced with an approach-avoidance conflict: Choices: I. regardless of our proximity to the goal, the desire to approach the goal is equal to the desire to avoid it.; II. the closer we get to the goal, the stronger our desire to avoid it.; III. the strength of our desires to approach and to avoid the goal are unaffected by our proximity to it.; IV. the closer we get to the goal, the stronger our desire to approach it. Answer:\nII. the closer we get to the goal, the stronger our desire to avoid it.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: According to the levels of processing model of memory, words and other information may be encoded at different levels, with _______ processing being the deepest level. Choices: I. phonemic; II. semantic; III. perceptual; IV. orthographic Answer:\nII. semantic\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: According to Vygotsky, a teacher’s changing level of guidance based on the student’s performance level is called ___________. Choices: I. Sociocultural development; II. Scaffolding; III. Skill enhancement; IV. Synchronization Answer:\nII. Scaffolding\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Aronson and Mills examined the effects severity of initiation into a group on subsequent attitudes toward the group. Results of their study indicated that, compared to women who underwent a mild initiation, women who underwent a severe initiation as a precondition of group membership: Choices: I. rated the group as less interesting and enjoyable.; II. were more likely to dislike fellow group members.; III. were more likely to drop out of the group.; IV. rated the group as more interesting and enjoyable. Answer:\n", "ground_truth": { "id": "IV", "text": "rated the group as more interesting and enjoyable." }, "question": "Aronson and Mills examined the effects severity of initiation into a group on subsequent attitudes toward the group. Results of their study indicated that, compared to women who underwent a mild initiation, women who underwent a severe initiation as a precondition of group membership:" }, "perplexity": null, "raw_input": "Aronson and Mills examined the effects severity of initiation into a group on subsequent attitudes toward the group. Results of their study indicated that, compared to women who underwent a mild initiation, women who underwent a severe initiation as a precondition of group membership:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 17, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. were more likely to drop out of the group.\n\nQuestion: [question] Choices: [choices" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. rated the group as more interesting and enjoyable.", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Dr. Z should be listed as first author if her contribution was substantial." }, { "id": "II", "text": "Dr. Y and Dr. Z should be listed as co-authors." }, { "id": "III", "text": "Dr. X should be listed as second author since she was the student’s official dissertation chair." }, { "id": "IV", "text": "Dr. Z should be listed as second author if her contribution warrants it." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Blitz has been seeing a client for four months when the client says that he is very dissatisfied with the progress of therapy. To be consistent with the provisions of the ethics codes published by the American and Canadian Psychological Association, Dr. Blitz should: Choices: I. tell the client that he can't expect to make major changes in his life in only four months.; II. encourage the client to schedule more frequent sessions so they can work more intensely on his problems.; III. discuss the matter with the client and terminate therapy and provide him with referrals if he desires.; IV. help the client work through his resistance. Answer:\nIII. discuss the matter with the client and terminate therapy and provide him with referrals if he desires.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: During a session, co-therapists leading a group that has been meeting for 6 months have ‘philosophical difference on how to deal with two members’ concerns. According to Yalom, the most helpful intervention would be for the Choices: I. co-therapists to disagree openly in the group session; II. more experienced therapist to sake charge of the session; III. co-therapists to change the topic, and resolve their differences outside the group environment; IV. members to select which therapist they wish to work with and to divide the group into two sections Answer:\nI. co-therapists to disagree openly in the group session\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: An organizational psychologist finds that his newly developed selection test has different validity coefficients for male and female applicants and that the difference is statistically significant. This suggests that the test has: Choices: I. discriminant validity.; II. differential validity.; III. convergent validity.; IV. incremental validity. Answer:\nII. differential validity.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A graduate student’s dissertation chair, Dr. X, turns out to be of little help, and the student ends up obtaining advice and assistance from an associate professor, Dr. Z. Dr. X does review the dissertation when it is completed and she is listed as the dissertation chair. Several months later, the student decides to write an article for a professional journal that is based his dissertation research. In terms of publication credit: Choices: I. Dr. Z should be listed as first author if her contribution was substantial.; II. Dr. Y and Dr. Z should be listed as co-authors.; III. Dr. X should be listed as second author since she was the student’s official dissertation chair.; IV. Dr. Z should be listed as second author if her contribution warrants it. Answer:\n", "ground_truth": { "id": "IV", "text": "Dr. Z should be listed as second author if her contribution warrants it." }, "question": "A graduate student’s dissertation chair, Dr. X, turns out to be of little help, and the student ends up obtaining advice and assistance from an associate professor, Dr. Z. Dr. X does review the dissertation when it is completed and she is listed as the dissertation chair. Several months later, the student decides to write an article for a professional journal that is based his dissertation research. In terms of publication credit:" }, "perplexity": null, "raw_input": "A graduate student’s dissertation chair, Dr. X, turns out to be of little help, and the student ends up obtaining advice and assistance from an associate professor, Dr. Z. Dr. X does review the dissertation when it is completed and she is listed as the dissertation chair. Several months later, the student decides to write an article for a professional journal that is based his dissertation research. In terms of publication credit:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 18, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. Dr. X should be listed as second author since she was the student’s official dissertation chair.\n" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. Dr. Z should be listed as second author if her contribution warrants it.", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "PRECONTEMPLATION: intend to take action in next 6 months" }, { "id": "II", "text": "MAINTENANCE: behavior change lasted at least 8 months" }, { "id": "III", "text": "ACTION: time and effort into modifying behavior" }, { "id": "IV", "text": "PREPARATION: consider change in next 6 months" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Research on the effectiveness of grouping children in separate classes according to their academic performance suggests chat Choices: I. homogeneous class grouping produces a negative effect on achievement and self-esteem for low achieving children; II. low-achieving students do better academically in all subjects in classes with high homogeneity; III. low-achieving students particularly benefit from homogeneous grouping in social studies; IV. classes with a high degree of homogeneity are more effective than classes with a high degree of heterogeneity Answer:\nI. homogeneous class grouping produces a negative effect on achievement and self-esteem for low achieving children\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The first stage in Cross’s (1991) Black Racial Identity Development Model is: Choices: I. incorporation.; II. conformity.; III. contact.; IV. pre-encounter. Answer:\nIV. pre-encounter.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Which of the following best describes ethical guidelines for the use of deception in research? Choices: I. Deception is prohibited except when the purpose and design of the study require the use of unobtrusive measures.; II. Deception is prohibited whenever it involves deceiving potential participants about aspects of the study that would affect their willingness to participate.; III. Deception is prohibited in all circumstances.; IV. Deception is acceptable only when participants have given “limited consent” after being told about the general nature of the study. Answer:\nII. Deception is prohibited whenever it involves deceiving potential participants about aspects of the study that would affect their willingness to participate.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The TRANSTHEORETICAL MODEL OF CHANGE was originally developed to treat addictive behaviors and 5 stages people pass through in the process of change. Which stage is correctly defined? Choices: I. PRECONTEMPLATION: intend to take action in next 6 months; II. MAINTENANCE: behavior change lasted at least 8 months; III. ACTION: time and effort into modifying behavior; IV. PREPARATION: consider change in next 6 months Answer:\n", "ground_truth": { "id": "III", "text": "ACTION: time and effort into modifying behavior" }, "question": "The TRANSTHEORETICAL MODEL OF CHANGE was originally developed to treat addictive behaviors and 5 stages people pass through in the process of change. Which stage is correctly defined?" }, "perplexity": null, "raw_input": "The TRANSTHEORETICAL MODEL OF CHANGE was originally developed to treat addictive behaviors and 5 stages people pass through in the process of change. Which stage is correctly defined?", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 19, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. ACTION: time and effort into modifying behavior\n\nQuestion: [question] Choices: [choices]" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "III. ACTION: time and effort into modifying behavior", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Read a chapter on the issue" }, { "id": "II", "text": "Refer out" }, { "id": "III", "text": "Charge the client less" }, { "id": "IV", "text": "Try his or her best" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: \"An organizational psychologist has been hired by a manufacturing company to develop a selection battery that will help the company answer the following question: \"\"What group (assembly-line workers or clerical workers) does the job applicant most closely resemble?\"\" Which of the following multivariate techniques would be useful for this purpose?\" Choices: I. multiple regression; II. factor analysis; III. discriminant analysis; IV. path analysis Answer:\nIII. discriminant analysis\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Presbyopia refers to loss of: Choices: I. depth perception.; II. near vision.; III. color vision.; IV. far vision. Answer:\nII. near vision.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: According to classical test theory, the variance of the obtained rest scores is equal to the Choices: I. variance error of the distribution of scores; II. sum of the general variance and the specific variance; III. sum of the true score variance and the error variance; IV. variance error of the mean of the scores Answer:\nIII. sum of the true score variance and the error variance\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: When a psychologist doesn’t feel he or she is competent to accept a case, the most justifiable option is to: Choices: I. Read a chapter on the issue; II. Refer out; III. Charge the client less; IV. Try his or her best Answer:\n", "ground_truth": { "id": "II", "text": "Refer out" }, "question": "When a psychologist doesn’t feel he or she is competent to accept a case, the most justifiable option is to:" }, "perplexity": null, "raw_input": "When a psychologist doesn’t feel he or she is competent to accept a case, the most justifiable option is to:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 20, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "II.", "response": "II. Refer out\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "II. Refer out", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "decrease the number of true negatives." }, { "id": "II", "text": "decrease the number of false positives." }, { "id": "III", "text": "increase the number of false negatives." }, { "id": "IV", "text": "increase the number of true positives." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Prochaska and DiClemente’s (1992) transtheoretical model is based on the assumption that an intervention is most effective when: Choices: I. it matches the client’s diagnosis and symptom severity.; II. the client sets his/her own therapy goals and evaluates his/her own progress.; III. the therapist adopts the behavioral and affective style of the client.; IV. it matches the client’s stage of change. Answer:\nIV. it matches the client’s stage of change.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A motivational theory predicting thar an increase of incentives may serve to reduce work output is Choices: I. equity theory; II. intrinsic-motivation theory; III. goal-setting theory; IV. need-achievement theory Answer:\nII. intrinsic-motivation theory\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A psychology professor is sexually attracted to psychology graduate student enrolled in a class taught by the professor. The student has returned for graduate work in psychology after 10 years of managing a successful accounting firm. The student suggests to the professor that they attend the opera together. Since they are approximately the same age and both enjoy music, the professor accepts the invitation. For the professor, accepting the invitation is Choices: I. unethical, because it establishes a dual relationship; II. ethical, as long as their relationship does not interfere with the professor's job or the treatment of other students; III. ethical, bur shows poor judgment because there could be a controversy about the student’s grade later in the term; IV. a matter of personal preference, being of no intrinsic difference from accepting any other invitation Answer:\nI. unethical, because it establishes a dual relationship\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A personnel director decides to raise a selection test’s cutoff score when using the test to assist in hiring decisions. Most likely the personnel director has made this decision in order to: Choices: I. decrease the number of true negatives.; II. decrease the number of false positives.; III. increase the number of false negatives.; IV. increase the number of true positives. Answer:\n", "ground_truth": { "id": "II", "text": "decrease the number of false positives." }, "question": "A personnel director decides to raise a selection test’s cutoff score when using the test to assist in hiring decisions. Most likely the personnel director has made this decision in order to:" }, "perplexity": null, "raw_input": "A personnel director decides to raise a selection test’s cutoff score when using the test to assist in hiring decisions. Most likely the personnel director has made this decision in order to:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 21, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "II.", "response": "II. decrease the number of false positives.\n\nQuestion: [question] Choices: [choices] Answer" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "II. decrease the number of false positives.", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "recognize that such attraction is inappropriate and refer Lisa to another therapist without explaining the reason to her." }, { "id": "II", "text": "confess his attraction to Lisa and make it a topic for mutual examination in therapy." }, { "id": "III", "text": "recognize that such attraction is normal but proceed with caution." }, { "id": "IV", "text": "continue working with Lisa but consult with a colleague if he believes his attraction might be interfering with his objectivity." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: According to the literature on attribution, when people make estimates of levels of conformity, they generally tend to Choices: I. estimate their own level of conformity correctly bur overestimate that of others; II. estimate correctly other people's level of conformity but underestimate their own; III. overestimate both their own and other people's level of conformity; IV. underestimate their own level of conformity and overestimate that of others Answer:\nIV. underestimate their own level of conformity and overestimate that of others\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: \"Sherif used the “autokinetic effect\"\" to study:\" Choices: I. bases of social power.; II. the frustration-regression hypothesis.; III. psychological reactance.; IV. conformity to group norms. Answer:\nIV. conformity to group norms.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: \"Talk includes two testimonials. The first is from a colleague and says, “Communication is a key to a happy marriage and Dr. Talk is one of the leading experts on communication. If you feel you just can't talk to your partner, I'd recommend Dr. Talk’s workshop. It's likely to benefit your relationship.\"\" The second testimonial is from a former workshop participant who said Dr. Talk could use an excerpt from a letter she sent him following the workshop that she and her husband attended. It says, “It worked! I can now tell my husband what I need without it turning into a major argument!\"\" Which of the following is true about the testimonials included in Dr. Talk’s brochure?\" Choices: I. The testimonial from the former client is unethical but the testimonial from the colleague is acceptable.; II. The testimonial from the colleague is unethical but the testimonial from the former client is acceptable.; III. The testimonials do not seem to violate ethical requirements.; IV. They are clearly unethical. Answer:\nIII. The testimonials do not seem to violate ethical requirements.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Jones, a clinical psychologist, has been seeing Lisa L. in therapy for one month. Dr. Jones considers Lisa to be a very attractive woman and finds himself having sexual fantasies about her. As an ethical psychologist, Dr. Jones should: Choices: I. recognize that such attraction is inappropriate and refer Lisa to another therapist without explaining the reason to her.; II. confess his attraction to Lisa and make it a topic for mutual examination in therapy.; III. recognize that such attraction is normal but proceed with caution.; IV. continue working with Lisa but consult with a colleague if he believes his attraction might be interfering with his objectivity. Answer:\n", "ground_truth": { "id": "IV", "text": "continue working with Lisa but consult with a colleague if he believes his attraction might be interfering with his objectivity." }, "question": "Dr. Jones, a clinical psychologist, has been seeing Lisa L. in therapy for one month. Dr. Jones considers Lisa to be a very attractive woman and finds himself having sexual fantasies about her. As an ethical psychologist, Dr. Jones should:" }, "perplexity": null, "raw_input": "Dr. Jones, a clinical psychologist, has been seeing Lisa L. in therapy for one month. Dr. Jones considers Lisa to be a very attractive woman and finds himself having sexual fantasies about her. As an ethical psychologist, Dr. Jones should:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 22, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. recognize that such attraction is normal but proceed with caution.\n\nQuestion: [question] Choices:" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. continue working with Lisa but consult with a colleague if he believes his attraction might be interfering with his objectivity.", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "used when there is 2 IV and means of more than 4 groups" }, { "id": "II", "text": "used when there is 1 IV and means of more than 2 groups" }, { "id": "III", "text": "used when there is 3 IV and means of more than 5 groups" }, { "id": "IV", "text": "used when there is 4 IV and means of more than 6 groups" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Marcos Manzetti uses a “sliding scale” that is based on a client’s current income to set his fees for therapy. Dr. Manzetti’s practice is: Choices: I. ethically unacceptable since it treats clients inequitably.; II. explicitly recommended in the ethical guidelines.; III. ethically acceptable since it serves the best interests of his clients.; IV. explicitly prohibited in the ethical guidelines. Answer:\nIII. ethically acceptable since it serves the best interests of his clients.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Everett Ernest, a licensed psychologist, has recently started a practice in a small town. He learns from a mutual friend that Dr. Cathy Chatty (also a psychologist) has been revealing confidential information about some of her clients to members of the community. Dr. Ernest should: Choices: I. obtain consents from the clients and file a complaint with the Ethics Committee.; II. contact the clients to let them know what he has heard.; III. do nothing since the information about Dr. Chatty is hearsay.; IV. consult with a colleague about the situation. Answer:\nIV. consult with a colleague about the situation.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The “paired comparison” technique is used to: Choices: I. evaluate an employee’s job performance.; II. identify an employee’s training needs.; III. determine the appropriate compensation for a job.; IV. make hiring and placement decisions. Answer:\nI. evaluate an employee’s job performance.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Parametric Tests are used when data is interval or ration. When is it used the ONE-WAY ANOVA? Choices: I. used when there is 2 IV and means of more than 4 groups; II. used when there is 1 IV and means of more than 2 groups; III. used when there is 3 IV and means of more than 5 groups; IV. used when there is 4 IV and means of more than 6 groups Answer:\n", "ground_truth": { "id": "II", "text": "used when there is 1 IV and means of more than 2 groups" }, "question": "Parametric Tests are used when data is interval or ration. When is it used the ONE-WAY ANOVA?" }, "perplexity": null, "raw_input": "Parametric Tests are used when data is interval or ration. When is it used the ONE-WAY ANOVA?", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 23, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. used when there is 3 IV and means of more than 5 groups\n\nQuestion: [question] Cho" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "II. used when there is 1 IV and means of more than 2 groups", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Schizophreniform Disorder" }, { "id": "II", "text": "Brief Reactive Psychosis" }, { "id": "III", "text": "Antisocial Personality Disorder" }, { "id": "IV", "text": "Schizophrenia" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The statistic in a test manual that indicates how close an obtained score is to a true score is the Choices: I. standard error of measurement; II. validity coefficients; III. standard error of estimate; IV. reliability coefficient Answer:\nII. validity coefficients\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: \"Sherif used the “autokinetic effect\"\" to study:\" Choices: I. bases of social power.; II. the frustration-regression hypothesis.; III. psychological reactance.; IV. conformity to group norms. Answer:\nIV. conformity to group norms.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: According to the DSM-5, patients who meet some but not all of the criteria for a particular diagnosis can still be assigned that diagnosis. This reflects the fact that: Choices: I. The DSM-5 integrates aspects of categorical and dimensional diagnosis; II. The DSM-5 relies on a categorical rather than a dimensional approach to diagnosis; III. The DSM-5 relies on a dimensional rather than a categorical approach to diagnosis; IV. The DSM-5’s approach to diagnostic classification is not valid Answer:\nI. The DSM-5 integrates aspects of categorical and dimensional diagnosis\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A father brings his 22-year-old son to you for evaluation. Within the past 6 weeks, this formerly socially active young man has quit his job as a restaurant manager, has become withdrawn, and now spends most of his time in his room watching TV. He reports that he occasionally receives messages from aliens through the TV. Based on this information, which of the following is the most appropriate DSM-IV diagnosis Choices: I. Schizophreniform Disorder; II. Brief Reactive Psychosis; III. Antisocial Personality Disorder; IV. Schizophrenia Answer:\n", "ground_truth": { "id": "I", "text": "Schizophreniform Disorder" }, "question": "A father brings his 22-year-old son to you for evaluation. Within the past 6 weeks, this formerly socially active young man has quit his job as a restaurant manager, has become withdrawn, and now spends most of his time in his room watching TV. He reports that he occasionally receives messages from aliens through the TV. Based on this information, which of the following is the most appropriate DSM-IV diagnosis" }, "perplexity": null, "raw_input": "A father brings his 22-year-old son to you for evaluation. Within the past 6 weeks, this formerly socially active young man has quit his job as a restaurant manager, has become withdrawn, and now spends most of his time in his room watching TV. He reports that he occasionally receives messages from aliens through the TV. Based on this information, which of the following is the most appropriate DSM-IV diagnosis", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 24, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "I.", "response": "I. Schizophreniform Disorder\n\nQuestion: [question] Choices: [choices] Answer:" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "I. Schizophreniform Disorder", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Investment theory" }, { "id": "II", "text": "Primary mental ability theory" }, { "id": "III", "text": "G theory" }, { "id": "IV", "text": "The positive manifold" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The first stage in Cross’s (1991) Black Racial Identity Development Model is: Choices: I. incorporation.; II. conformity.; III. contact.; IV. pre-encounter. Answer:\nIV. pre-encounter.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Everett Ernest, a licensed psychologist, has recently started a practice in a small town. He learns from a mutual friend that Dr. Cathy Chatty (also a psychologist) has been revealing confidential information about some of her clients to members of the community. Dr. Ernest should: Choices: I. obtain consents from the clients and file a complaint with the Ethics Committee.; II. contact the clients to let them know what he has heard.; III. do nothing since the information about Dr. Chatty is hearsay.; IV. consult with a colleague about the situation. Answer:\nIV. consult with a colleague about the situation.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Presbyopia refers to loss of: Choices: I. depth perception.; II. near vision.; III. color vision.; IV. far vision. Answer:\nII. near vision.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Identify the only construct that is not pertinent to developmental models on intelligence: Choices: I. Investment theory; II. Primary mental ability theory; III. G theory; IV. The positive manifold Answer:\n", "ground_truth": { "id": "I", "text": "Investment theory" }, "question": "Identify the only construct that is not pertinent to developmental models on intelligence:" }, "perplexity": null, "raw_input": "Identify the only construct that is not pertinent to developmental models on intelligence:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 25, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "IV.", "response": "IV. The positive manifold\n\nQuestion: [question] Choices: [choices] Answer: [answer]\n" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "I. Investment theory", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "inconsistencies in the child’s sense of self and the feedback the child receives from caregivers about his/her behavior." }, { "id": "II", "text": "a mismatch between the child’s attachment behaviors and his/her parents’ response to those behaviors." }, { "id": "III", "text": "inconsistencies in the parenting styles of the child’s caregivers." }, { "id": "IV", "text": "a mismatch between the child’s basic temperament and his/her parents’ childrearing practices." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The effects of crowding are influenced by a number of factors, including all of the following except ___________. Choices: I. Self-esteem; II. Culture; III. Gender; IV. Age Answer:\nIV. Age\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: According to the levels of processing model of memory, words and other information may be encoded at different levels, with _______ processing being the deepest level. Choices: I. phonemic; II. semantic; III. perceptual; IV. orthographic Answer:\nII. semantic\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The seat of higher cortical functioning is typically associated with the ___________. Choices: I. Hippocampus; II. Temporal lobe; III. Occipital lobe; IV. Frontal lobe Answer:\nIV. Frontal lobe\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Thomas and Chess’s (1977) “goodness-of-fit” model predicts that maladjustment in children is due to: Choices: I. inconsistencies in the child’s sense of self and the feedback the child receives from caregivers about his/her behavior.; II. a mismatch between the child’s attachment behaviors and his/her parents’ response to those behaviors.; III. inconsistencies in the parenting styles of the child’s caregivers.; IV. a mismatch between the child’s basic temperament and his/her parents’ childrearing practices. Answer:\n", "ground_truth": { "id": "IV", "text": "a mismatch between the child’s basic temperament and his/her parents’ childrearing practices." }, "question": "Thomas and Chess’s (1977) “goodness-of-fit” model predicts that maladjustment in children is due to:" }, "perplexity": null, "raw_input": "Thomas and Chess’s (1977) “goodness-of-fit” model predicts that maladjustment in children is due to:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 26, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "I.", "response": "I. inconsistencies in the child’s sense of self and the feedback the child receives from caregivers about his" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. a mismatch between the child’s basic temperament and his/her parents’ childrearing practices.", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "M=100, SD=15 or 16" }, { "id": "II", "text": "M=50, SD=10- it is used on many psychological tests, MMPI" }, { "id": "III", "text": "Shows how many standard deviations a score is above or below the mean: a score of +1.0 means it’s 1 SD above the mean" }, { "id": "IV", "text": "standard nine: M=5, SD=approx 2" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: During a session, co-therapists leading a group that has been meeting for 6 months have ‘philosophical difference on how to deal with two members’ concerns. According to Yalom, the most helpful intervention would be for the Choices: I. co-therapists to disagree openly in the group session; II. more experienced therapist to sake charge of the session; III. co-therapists to change the topic, and resolve their differences outside the group environment; IV. members to select which therapist they wish to work with and to divide the group into two sections Answer:\nI. co-therapists to disagree openly in the group session\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Pavel Petrovich, a licensed psychologist, has been seeing a client in therapy for over fourteen months with no apparent change in the client's symptoms. Dr. Petrovich should: Choices: I. raise for discussion the possibility of termination and referral to another therapist.; II. search the literature for discussions of similar cases that have been treated and reported by others.; III. advise the client that he is ethically obligated to terminate therapy.; IV. continue seeing the client since fourteen months is not an unusually long time for therapy to continue without a significant change in symptoms. Answer:\nI. raise for discussion the possibility of termination and referral to another therapist.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: With regard to sexual intimacies with supervisees, the ethics codes published by the American and Canadian Psychological Associations: Choices: I. prohibit sexual relationships with supervisees over whom the psychologist has evaluative authority.; II. prohibit sexual relationships with supervisees under any circumstances.; III. prohibit sexual relationships with current supervisees only when the relationship will impair the psychologist’s objectivity and effectiveness as a supervisor.; IV. Do not prohibit sexual relationships with supervisees. Answer:\nI. prohibit sexual relationships with supervisees over whom the psychologist has evaluative authority.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The STANDARD SCORES express raw score distance from mean by SD and considered the most satisfactory type of NR score. Which statement out of the following ones is about T-scores? Choices: I. M=100, SD=15 or 16; II. M=50, SD=10- it is used on many psychological tests, MMPI; III. Shows how many standard deviations a score is above or below the mean: a score of +1.0 means it’s 1 SD above the mean; IV. standard nine: M=5, SD=approx 2 Answer:\n", "ground_truth": { "id": "II", "text": "M=50, SD=10- it is used on many psychological tests, MMPI" }, "question": "The STANDARD SCORES express raw score distance from mean by SD and considered the most satisfactory type of NR score. Which statement out of the following ones is about T-scores?" }, "perplexity": null, "raw_input": "The STANDARD SCORES express raw score distance from mean by SD and considered the most satisfactory type of NR score. Which statement out of the following ones is about T-scores?", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 27, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "I.", "response": "I. M=100, SD=15 or 16\n\nQuestion: [question] Choices" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "II. M=50, SD=10- it is used on many psychological tests, MMPI", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "a study’s dependent variable is qualitative." }, { "id": "II", "text": "a cross-sectional research design has been used." }, { "id": "III", "text": "a study’s independent variable is quantitative." }, { "id": "IV", "text": "a factorial research design has been used." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: According to Vygotsky, a teacher’s changing level of guidance based on the student’s performance level is called ___________. Choices: I. Sociocultural development; II. Scaffolding; III. Skill enhancement; IV. Synchronization Answer:\nII. Scaffolding\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Research investigating the effects of the “jigsaw method“ in the classroom demonstrated that it: Choices: I. reduces ethnic stereotyping.; II. increases cooperation but reduces academic achievement.; III. increases intergroup competition.; IV. increases aggression, especially toward the provocateur. Answer:\nI. reduces ethnic stereotyping.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Marcos Manzetti uses a “sliding scale” that is based on a client’s current income to set his fees for therapy. Dr. Manzetti’s practice is: Choices: I. ethically unacceptable since it treats clients inequitably.; II. explicitly recommended in the ethical guidelines.; III. ethically acceptable since it serves the best interests of his clients.; IV. explicitly prohibited in the ethical guidelines. Answer:\nIII. ethically acceptable since it serves the best interests of his clients.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Trend analysis is a type of analysis of variance that is used when: Choices: I. a study’s dependent variable is qualitative.; II. a cross-sectional research design has been used.; III. a study’s independent variable is quantitative.; IV. a factorial research design has been used. Answer:\n", "ground_truth": { "id": "III", "text": "a study’s independent variable is quantitative." }, "question": "Trend analysis is a type of analysis of variance that is used when:" }, "perplexity": null, "raw_input": "Trend analysis is a type of analysis of variance that is used when:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 28, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. a study’s independent variable is quantitative.\n\nQuestion: [question] Choices: [choices" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "III. a study’s independent variable is quantitative.", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "compensatory" }, { "id": "II", "text": "conjunctive" }, { "id": "III", "text": "disjunctive" }, { "id": "IV", "text": "additive" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The Ego Autonomous Functions have adaptive functions. The following statements relate to them. In which of the following situations is The Ego Autonomous Function defined incorrectly: Choices: I. Pathology occurs when ego loses autonomy from id.; II. The Ego Autonomous Function provides opportunities for re-parenting; III. The Ego Autonomous Function is involved in resolution of conflict; IV. The Ego Autonomous Function is focused on helping clients to build more adaptive defenses Answer:\nIII. The Ego Autonomous Function is involved in resolution of conflict\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: When the kappa statistic for a measure is .90, this indicates that the measure: Choices: I. has adequate internal consistency reliability.; II. has adequate inter-rater reliability.; III. has low incremental validity.; IV. has low criterion-related validity. Answer:\nII. has adequate inter-rater reliability.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The technique that is most likely to produce an immediate improvement in the behavior of a child who hits others and rips up schoolbooks is Choices: I. a combination of reinforcement for appropriate behavior and mild punishment for inappropriate behavior; II. shaping; III. differential positive reinforcement; IV. loss of privileges for misbehaving Answer:\nI. a combination of reinforcement for appropriate behavior and mild punishment for inappropriate behavior\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: When performing a(n) ________ task, group members select a solution offered by one of the group members as the group’s solution. Choices: I. compensatory; II. conjunctive; III. disjunctive; IV. additive Answer:\n", "ground_truth": { "id": "III", "text": "disjunctive" }, "question": "When performing a(n) ________ task, group members select a solution offered by one of the group members as the group’s solution." }, "perplexity": null, "raw_input": "When performing a(n) ________ task, group members select a solution offered by one of the group members as the group’s solution.", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 29, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. disjunctive\n\nQuestion: [question] Choices: [choices] Answer: [answer]" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "III. disjunctive", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Luigia Boscolo." }, { "id": "II", "text": "Marquis de Sade." }, { "id": "III", "text": "Salvador Minuchin." }, { "id": "IV", "text": "Milton Erickson." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The seat of higher cortical functioning is typically associated with the ___________. Choices: I. Hippocampus; II. Temporal lobe; III. Occipital lobe; IV. Frontal lobe Answer:\nIV. Frontal lobe\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: According to the DSM-5, patients who meet some but not all of the criteria for a particular diagnosis can still be assigned that diagnosis. This reflects the fact that: Choices: I. The DSM-5 integrates aspects of categorical and dimensional diagnosis; II. The DSM-5 relies on a categorical rather than a dimensional approach to diagnosis; III. The DSM-5 relies on a dimensional rather than a categorical approach to diagnosis; IV. The DSM-5’s approach to diagnostic classification is not valid Answer:\nI. The DSM-5 integrates aspects of categorical and dimensional diagnosis\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A 5-year-old child is shown two identical rows of pennies each containing five pennies that line up. One row is lengthened and the child is asked whether one row has more objects than the other. The child answers that the longer row has more objects. According to Piaget, this child is in the ___________. Choices: I. Sensorimotor stage; II. Formal operational stage; III. Preoperational stage; IV. Concrete operational stage Answer:\nIV. Concrete operational stage\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A therapist instructs a client who suffers from insomnia to polish his hardwood floors for at least two hours whenever he wakes up during the night. Apparently this therapist is familiar with the work of: Choices: I. Luigia Boscolo.; II. Marquis de Sade.; III. Salvador Minuchin.; IV. Milton Erickson. Answer:\n", "ground_truth": { "id": "IV", "text": "Milton Erickson." }, "question": "A therapist instructs a client who suffers from insomnia to polish his hardwood floors for at least two hours whenever he wakes up during the night. Apparently this therapist is familiar with the work of:" }, "perplexity": null, "raw_input": "A therapist instructs a client who suffers from insomnia to polish his hardwood floors for at least two hours whenever he wakes up during the night. Apparently this therapist is familiar with the work of:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 30, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "IV.", "response": "IV. Milton Erickson.\n\nQuestion: [question] Choices: [choices] Answer: [" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. Milton Erickson.", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Provide the data to an appropriately qualified psychologist as indicated on the release form" }, { "id": "II", "text": "Provide all data and test forms, if contacted directly by the attorney" }, { "id": "III", "text": "Provide the data and test forms to the patient" }, { "id": "IV", "text": "Provide the data and test forms to the patient’s attorney" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The primary impact of the Hawthorne experiments in the Western Electric Company was in showing the effect on work performance of Choices: I. physical factors such as temperature and lighting; II. effective training programs at the workbench; III. differing pay scales for differing levels of effort; IV. interpersonal and social factors Answer:\nIII. differing pay scales for differing levels of effort\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: During a discussion with a 4th grade teacher, the teacher tells a school psychologist that one of her students is constantly disrupting the class. After evaluating the child and obtaining more information about the situation, the psychologist concludes that the teacher's approach with the child is part of the problem. Consequently, the psychologist should: Choices: I. make an appointment with the principal to discuss the teacher’s approach.; II. explain to the teacher how her approach may be exacerbating the problem.; III. recommend that the child be transferred to another classroom; IV. recommend that he (the therapist) start counseling the child on a regular basis. Answer:\nII. explain to the teacher how her approach may be exacerbating the problem.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Which of the following distinguishes Narcissistic Personality Disorder from other personality disorders Choices: I. A long-term persistent patten of impulsive egoistical behavior; II. A fragile set of interpersonal relationships; III. An exaggerated sense of self-importance; IV. Excessive emotionality and attention-seeking Answer:\nIII. An exaggerated sense of self-importance\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A patient wishes to use data from your recent neuropsychological evaluation in a civil hearing in which he is suing the supermarket where he slipped and fell. Which answer should be the first step in fulfilling this request after a release has been duly executed? Choices: I. Provide the data to an appropriately qualified psychologist as indicated on the release form; II. Provide all data and test forms, if contacted directly by the attorney; III. Provide the data and test forms to the patient; IV. Provide the data and test forms to the patient’s attorney Answer:\n", "ground_truth": { "id": "I", "text": "Provide the data to an appropriately qualified psychologist as indicated on the release form" }, "question": "A patient wishes to use data from your recent neuropsychological evaluation in a civil hearing in which he is suing the supermarket where he slipped and fell. Which answer should be the first step in fulfilling this request after a release has been duly executed?" }, "perplexity": null, "raw_input": "A patient wishes to use data from your recent neuropsychological evaluation in a civil hearing in which he is suing the supermarket where he slipped and fell. Which answer should be the first step in fulfilling this request after a release has been duly executed?", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 31, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "I.", "response": "I. Provide the data to an appropriately qualified psychologist as indicated on the release form.\n\nQuestion: [" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "I. Provide the data to an appropriately qualified psychologist as indicated on the release form", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "differential validity" }, { "id": "II", "text": "unfairness" }, { "id": "III", "text": "adverse impact" }, { "id": "IV", "text": "differential selection" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: An experimental psychologist with a Ph.D. wants to become a clinical psychologist. According to the APA’s General Guidelines for Providers of Psychological Services, he must: Choices: I. complete doctoral-level coursework and training in clinical psychology.; II. obtain a Ph.D. in clinical psychology from an accredited school.; III. complete appropriate coursework.; IV. obtain supervision from a licensed clinical psychologist. Answer:\nI. complete doctoral-level coursework and training in clinical psychology.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The sex therapy technique of sensate focus is useful primarily to Choices: I. teach an orgasmic woman to focus on genital sensations; II. relieve performance expectations; III. retard premature ejaculation; IV. reduce the incidence of masturbation Answer:\nII. relieve performance expectations\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: During a discussion with a 4th grade teacher, the teacher tells a school psychologist that one of her students is constantly disrupting the class. After evaluating the child and obtaining more information about the situation, the psychologist concludes that the teacher's approach with the child is part of the problem. Consequently, the psychologist should: Choices: I. make an appointment with the principal to discuss the teacher’s approach.; II. explain to the teacher how her approach may be exacerbating the problem.; III. recommend that the child be transferred to another classroom; IV. recommend that he (the therapist) start counseling the child on a regular basis. Answer:\nII. explain to the teacher how her approach may be exacerbating the problem.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Female applicants consistently obtain lower scores on a selection test than do male applicants. However, when they are hired, females perform as well on the job as do males. This situation illustrates which of the following? Choices: I. differential validity; II. unfairness; III. adverse impact; IV. differential selection Answer:\n", "ground_truth": { "id": "II", "text": "unfairness" }, "question": "Female applicants consistently obtain lower scores on a selection test than do male applicants. However, when they are hired, females perform as well on the job as do males. This situation illustrates which of the following?" }, "perplexity": null, "raw_input": "Female applicants consistently obtain lower scores on a selection test than do male applicants. However, when they are hired, females perform as well on the job as do males. This situation illustrates which of the following?", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 32, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. adverse impact\n\nQuestion: [question] Choices: [choices] Answer: [answer]\n" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "II. unfairness", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "the number of test items on the test’s validity." }, { "id": "II", "text": "a test’s validity on its reliability." }, { "id": "III", "text": "the number of test items on the test’s reliability." }, { "id": "IV", "text": "a test’s reliability on its validity." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. La-Keysha Leonard, a licensed psychologist, has been seeing a prison inmate in group therapy for several months and is asked by the parole board to evaluate the inmate to assist with their decision regarding his parole. As an ethical psychologist, Dr. Leonard should: Choices: I. agree to do so only if she is allowed to explain the purpose of the evaluation and the limits on confidentiality to the inmate.; II. refuse to evaluate the inmate for the purpose of parole.; III. agree to evaluate the inmate only if she believes she can do so objectively and without bias.; IV. agree to evaluate the inmate. Answer:\nII. refuse to evaluate the inmate for the purpose of parole.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Extensive neurological damage to the frontal cortex of the left hemisphere usually produces deficits in Choices: I. speech production; II. discriminating between melodies; III. auditory discrimination; IV. speech comprehension Answer:\nI. speech production\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A psychology professor is sexually attracted to psychology graduate student enrolled in a class taught by the professor. The student has returned for graduate work in psychology after 10 years of managing a successful accounting firm. The student suggests to the professor that they attend the opera together. Since they are approximately the same age and both enjoy music, the professor accepts the invitation. For the professor, accepting the invitation is Choices: I. unethical, because it establishes a dual relationship; II. ethical, as long as their relationship does not interfere with the professor's job or the treatment of other students; III. ethical, bur shows poor judgment because there could be a controversy about the student’s grade later in the term; IV. a matter of personal preference, being of no intrinsic difference from accepting any other invitation Answer:\nI. unethical, because it establishes a dual relationship\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The correction for attenuation formula is used to measure the impact of increasing: Choices: I. the number of test items on the test’s validity.; II. a test’s validity on its reliability.; III. the number of test items on the test’s reliability.; IV. a test’s reliability on its validity. Answer:\n", "ground_truth": { "id": "IV", "text": "a test’s reliability on its validity." }, "question": "The correction for attenuation formula is used to measure the impact of increasing:" }, "perplexity": null, "raw_input": "The correction for attenuation formula is used to measure the impact of increasing:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 33, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. the number of test items on the test’s reliability.\n\nQuestion: [question] Choices:" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. a test’s reliability on its validity.", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Oppositional defiant disorder" }, { "id": "II", "text": "ADHD" }, { "id": "III", "text": "Asperger syndrome" }, { "id": "IV", "text": "Rett’s disorder" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The technique that is most likely to produce an immediate improvement in the behavior of a child who hits others and rips up schoolbooks is Choices: I. a combination of reinforcement for appropriate behavior and mild punishment for inappropriate behavior; II. shaping; III. differential positive reinforcement; IV. loss of privileges for misbehaving Answer:\nI. a combination of reinforcement for appropriate behavior and mild punishment for inappropriate behavior\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Research on the sexual misconduct of therapists has found that: Choices: I. therapists who have sex with their clients tend to be less experienced and younger than those who do not.; II. therapists who have sex with their clients are more likely than those who do not to have a history of non-sexual dual relationships with clients.; III. therapists who have sex with their clients often had sexual relations in the past with their own therapist, a professor, or a supervisor.; IV. there are no consistent differences between therapists who do and do not have sex with their clients in terms of other dual relationships or sexual relationships with their own therapist, professor, or supervisor. Answer:\nII. therapists who have sex with their clients are more likely than those who do not to have a history of non-sexual dual relationships with clients.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: An experimental psychologist with a Ph.D. wants to become a clinical psychologist. According to the APA’s General Guidelines for Providers of Psychological Services, he must: Choices: I. complete doctoral-level coursework and training in clinical psychology.; II. obtain a Ph.D. in clinical psychology from an accredited school.; III. complete appropriate coursework.; IV. obtain supervision from a licensed clinical psychologist. Answer:\nI. complete doctoral-level coursework and training in clinical psychology.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A child diagnosed with conduct disorder cannot receive an additional diagnosis of: Choices: I. Oppositional defiant disorder; II. ADHD; III. Asperger syndrome; IV. Rett’s disorder Answer:\n", "ground_truth": { "id": "I", "text": "Oppositional defiant disorder" }, "question": "A child diagnosed with conduct disorder cannot receive an additional diagnosis of:" }, "perplexity": null, "raw_input": "A child diagnosed with conduct disorder cannot receive an additional diagnosis of:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 34, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "I.", "response": "I. Oppositional defiant disorder\n\nQuestion: [question] Choices: [choices]" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "I. Oppositional defiant disorder", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Depression" }, { "id": "II", "text": "Dysthymia" }, { "id": "III", "text": "Bipolar I" }, { "id": "IV", "text": "Bipolar II" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: \"An organizational psychologist has been hired by a manufacturing company to develop a selection battery that will help the company answer the following question: \"\"What group (assembly-line workers or clerical workers) does the job applicant most closely resemble?\"\" Which of the following multivariate techniques would be useful for this purpose?\" Choices: I. multiple regression; II. factor analysis; III. discriminant analysis; IV. path analysis Answer:\nIII. discriminant analysis\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The “paired comparison” technique is used to: Choices: I. evaluate an employee’s job performance.; II. identify an employee’s training needs.; III. determine the appropriate compensation for a job.; IV. make hiring and placement decisions. Answer:\nI. evaluate an employee’s job performance.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The first stage in Cross’s (1991) Black Racial Identity Development Model is: Choices: I. incorporation.; II. conformity.; III. contact.; IV. pre-encounter. Answer:\nIV. pre-encounter.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The presence of manic episodes is required for a diagnosis of: Choices: I. Depression; II. Dysthymia; III. Bipolar I; IV. Bipolar II Answer:\n", "ground_truth": { "id": "III", "text": "Bipolar I" }, "question": "The presence of manic episodes is required for a diagnosis of:" }, "perplexity": null, "raw_input": "The presence of manic episodes is required for a diagnosis of:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 35, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. Bipolar I\n\nQuestion: [question] Choices: [choices] Answer: [answer]" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "III. Bipolar I", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "demand characteristics" }, { "id": "II", "text": "evaluation apprehension" }, { "id": "III", "text": "social comparison" }, { "id": "IV", "text": "relief from discomfort" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The “paired comparison” technique is used to: Choices: I. evaluate an employee’s job performance.; II. identify an employee’s training needs.; III. determine the appropriate compensation for a job.; IV. make hiring and placement decisions. Answer:\nI. evaluate an employee’s job performance.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Miranda M., age 32, makes an appointment with you at the recommendation of her physician who has diagnosed her recurrent headaches as the result of stress. The woman tells you that a friend of hers was trained in self-hypnosis for tension headaches and says that she also wants training in self-hypnosis. You took a weekend workshop on hypnosis in graduate school but have not used it in your clinical practice. As an ethical psychologist, you should: Choices: I. admit your lack of expertise in the use of self-hypnosis and refer the woman to another therapist.; II. advise the woman that the underlying cause of her headaches would probably not be dealt with by self-hypnosis and suggest that she begin individual psychotherapy.; III. accept the woman for treatment and begin training her in self-hypnosis but obtain consultation if you encounter any problems during the course of treatment.; IV. accept the woman for treatment and begin training her in self-hypnosis after reviewing your workshop notes. Answer:\nI. admit your lack of expertise in the use of self-hypnosis and refer the woman to another therapist.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A researcher reports that she calculated a Cohen’s d of .50 for the data she collected in a study that compared two brief treatments for generalized anxiety disorder. This means that: Choices: I. the percent of variance accounted for by the difference in treatments was 50%.; II. the percent of variance accounted for by the difference in treatments was 25%.; III. there was a difference of one-half standard deviation between the means of the two groups.; IV. there was a difference of one-fourth standard deviation between the means of the two groups. Answer:\nIII. there was a difference of one-half standard deviation between the means of the two groups.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: On the basis of his investigation of the relationship between affiliation and anxiety, Schachter concluded that which of the following best accounted for the desire of high-anxiety research participants to wait with other high-anxiety participants? Choices: I. demand characteristics; II. evaluation apprehension; III. social comparison; IV. relief from discomfort Answer:\n", "ground_truth": { "id": "III", "text": "social comparison" }, "question": "On the basis of his investigation of the relationship between affiliation and anxiety, Schachter concluded that which of the following best accounted for the desire of high-anxiety research participants to wait with other high-anxiety participants?" }, "perplexity": null, "raw_input": "On the basis of his investigation of the relationship between affiliation and anxiety, Schachter concluded that which of the following best accounted for the desire of high-anxiety research participants to wait with other high-anxiety participants?", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 36, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. social comparison\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "III. social comparison", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "explain the situation to his clients and offer to refer them to other therapists." }, { "id": "II", "text": "seek professional consultation and consider temporarily suspending his practice." }, { "id": "III", "text": "plunge deeper into his work to take his mind off his own problems." }, { "id": "IV", "text": "immediately refer his clients to other therapists." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: When the relationship between the predictor (the X variable) and the criterion (the Y variable) is curvilinear and both variables are measured on an interval or ratio scale, the appropriate correlation coefficient is: Choices: I. rho.; II. eta.; III. tau.; IV. phi. Answer:\nII. eta.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Vicarious liability is most likely to be an issue when a psychologist is acting in which of the following capacities? Choices: I. therapist; II. mentor; III. supervisor; IV. faculty member Answer:\nIII. supervisor\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: An experimental psychologist with a Ph.D. wants to become a clinical psychologist. According to the APA’s General Guidelines for Providers of Psychological Services, he must: Choices: I. complete doctoral-level coursework and training in clinical psychology.; II. obtain a Ph.D. in clinical psychology from an accredited school.; III. complete appropriate coursework.; IV. obtain supervision from a licensed clinical psychologist. Answer:\nI. complete doctoral-level coursework and training in clinical psychology.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A psychologist in private practice is going through a difficult divorce and, as a result, has started drinking and is often depressed. He should: Choices: I. explain the situation to his clients and offer to refer them to other therapists.; II. seek professional consultation and consider temporarily suspending his practice.; III. plunge deeper into his work to take his mind off his own problems.; IV. immediately refer his clients to other therapists. Answer:\n", "ground_truth": { "id": "II", "text": "seek professional consultation and consider temporarily suspending his practice." }, "question": "A psychologist in private practice is going through a difficult divorce and, as a result, has started drinking and is often depressed. He should:" }, "perplexity": null, "raw_input": "A psychologist in private practice is going through a difficult divorce and, as a result, has started drinking and is often depressed. He should:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 37, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "II.", "response": "II. seek professional consultation and consider temporarily suspending his practice.\n\nQuestion: [question] Choices:" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "II. seek professional consultation and consider temporarily suspending his practice.", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "comply with this request, since the physician needs your input for best treatment of the patient's physical condition" }, { "id": "II", "text": "tell the physician thar you can send progress reports only with a written release by the patient" }, { "id": "III", "text": "comply with this request, since a physician must be involved whenever you treat someone for a physical condition" }, { "id": "IV", "text": "tell the physician chat psychological reports can be sent only to a psychiatrist or to another psychologist" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: In a large factory, one group of workers is exposed throughout the day to loud and unpredictable periods of noise, whereas another group of workers is not exposed to such noise. The specific deleterious effects of unpredictable noise could be ameliorated by Choices: I. allowing the workers to Bile grievances about the noise; II. giving the workers additional days off to compensate for having to work under adverse conditions; III. allowing the workers to terminate the noise if becomes intolerable; IV. informing the workers about the deleterious effects of the noise and helping them adapt to the situation Answer:\nIII. allowing the workers to terminate the noise if becomes intolerable\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. La-Keysha Leonard, a licensed psychologist, has been seeing a prison inmate in group therapy for several months and is asked by the parole board to evaluate the inmate to assist with their decision regarding his parole. As an ethical psychologist, Dr. Leonard should: Choices: I. agree to do so only if she is allowed to explain the purpose of the evaluation and the limits on confidentiality to the inmate.; II. refuse to evaluate the inmate for the purpose of parole.; III. agree to evaluate the inmate only if she believes she can do so objectively and without bias.; IV. agree to evaluate the inmate. Answer:\nII. refuse to evaluate the inmate for the purpose of parole.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Blitz has been seeing a client for four months when the client says that he is very dissatisfied with the progress of therapy. To be consistent with the provisions of the ethics codes published by the American and Canadian Psychological Association, Dr. Blitz should: Choices: I. tell the client that he can't expect to make major changes in his life in only four months.; II. encourage the client to schedule more frequent sessions so they can work more intensely on his problems.; III. discuss the matter with the client and terminate therapy and provide him with referrals if he desires.; IV. help the client work through his resistance. Answer:\nIII. discuss the matter with the client and terminate therapy and provide him with referrals if he desires.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A physician refers an asthmatic patient to you for therapy and requests regular progress reports. The most appropriate course of action for you to take is to Choices: I. comply with this request, since the physician needs your input for best treatment of the patient's physical condition; II. tell the physician thar you can send progress reports only with a written release by the patient; III. comply with this request, since a physician must be involved whenever you treat someone for a physical condition; IV. tell the physician chat psychological reports can be sent only to a psychiatrist or to another psychologist Answer:\n", "ground_truth": { "id": "II", "text": "tell the physician thar you can send progress reports only with a written release by the patient" }, "question": "A physician refers an asthmatic patient to you for therapy and requests regular progress reports. The most appropriate course of action for you to take is to" }, "perplexity": null, "raw_input": "A physician refers an asthmatic patient to you for therapy and requests regular progress reports. The most appropriate course of action for you to take is to", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 38, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "II.", "response": "II. tell the physician thar you can send progress reports only with a written release by the patient.\n\nQuestion" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "II. tell the physician thar you can send progress reports only with a written release by the patient", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "selection interviews are “adverse” for groups covered by law and result in differential selection rates" }, { "id": "II", "text": "the total selection process results in unequal results for one or more groups covered by law" }, { "id": "III", "text": "adverse conditions exist for selection of groups covered bylaw" }, { "id": "IV", "text": "a group covered by law is hired at a rate less than 80% of that of the group with the best selection" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The effects of crowding are influenced by a number of factors, including all of the following except ___________. Choices: I. Self-esteem; II. Culture; III. Gender; IV. Age Answer:\nIV. Age\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: An experimental psychologist with a Ph.D. wants to become a clinical psychologist. According to the APA’s General Guidelines for Providers of Psychological Services, he must: Choices: I. complete doctoral-level coursework and training in clinical psychology.; II. obtain a Ph.D. in clinical psychology from an accredited school.; III. complete appropriate coursework.; IV. obtain supervision from a licensed clinical psychologist. Answer:\nI. complete doctoral-level coursework and training in clinical psychology.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Prochaska and DiClemente’s (1992) transtheoretical model is based on the assumption that an intervention is most effective when: Choices: I. it matches the client’s diagnosis and symptom severity.; II. the client sets his/her own therapy goals and evaluates his/her own progress.; III. the therapist adopts the behavioral and affective style of the client.; IV. it matches the client’s stage of change. Answer:\nIV. it matches the client’s stage of change.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: As used in personnel selection, “adverse impact” means that Choices: I. selection interviews are “adverse” for groups covered by law and result in differential selection rates; II. the total selection process results in unequal results for one or more groups covered by law; III. adverse conditions exist for selection of groups covered bylaw; IV. a group covered by law is hired at a rate less than 80% of that of the group with the best selection Answer:\n", "ground_truth": { "id": "IV", "text": "a group covered by law is hired at a rate less than 80% of that of the group with the best selection" }, "question": "As used in personnel selection, “adverse impact” means that" }, "perplexity": null, "raw_input": "As used in personnel selection, “adverse impact” means that", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 39, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "II.", "response": "II. the total selection process results in unequal results for one or more groups covered by law.\n\nQuestion: [" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "IV. a group covered by law is hired at a rate less than 80% of that of the group with the best selection", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "Alexia without agraphia" }, { "id": "II", "text": "Aphasia" }, { "id": "III", "text": "Apraxia" }, { "id": "IV", "text": "Agraphia without alexia" } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: A graduate student’s dissertation chair, Dr. X, turns out to be of little help, and the student ends up obtaining advice and assistance from an associate professor, Dr. Z. Dr. X does review the dissertation when it is completed and she is listed as the dissertation chair. Several months later, the student decides to write an article for a professional journal that is based his dissertation research. In terms of publication credit: Choices: I. Dr. Z should be listed as second author if her contribution warrants it.; II. Dr. X should be listed as second author since she was the student’s official dissertation chair.; III. Dr. Z should be listed as first author if her contribution was substantial.; IV. Dr. Y and Dr. Z should be listed as co-authors. Answer:\nI. Dr. Z should be listed as second author if her contribution warrants it.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Pro bono work is: Choices: I. encouraged by the Ethics Code.; II. required by the Ethics Code.; III. prohibited by the Ethics Code.; IV. not addressed by the Ethics Code. Answer:\nI. encouraged by the Ethics Code.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: \"Talk includes two testimonials. The first is from a colleague and says, “Communication is a key to a happy marriage and Dr. Talk is one of the leading experts on communication. If you feel you just can't talk to your partner, I'd recommend Dr. Talk’s workshop. It's likely to benefit your relationship.\"\" The second testimonial is from a former workshop participant who said Dr. Talk could use an excerpt from a letter she sent him following the workshop that she and her husband attended. It says, “It worked! I can now tell my husband what I need without it turning into a major argument!\"\" Which of the following is true about the testimonials included in Dr. Talk’s brochure?\" Choices: I. The testimonial from the former client is unethical but the testimonial from the colleague is acceptable.; II. The testimonial from the colleague is unethical but the testimonial from the former client is acceptable.; III. The testimonials do not seem to violate ethical requirements.; IV. They are clearly unethical. Answer:\nIII. The testimonials do not seem to violate ethical requirements.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A stroke that affects the posterior region of the corpus callosum, thus disconnecting the visual centers of the brain from the language centers of the brain, may result in this syndrome: Choices: I. Alexia without agraphia; II. Aphasia; III. Apraxia; IV. Agraphia without alexia Answer:\n", "ground_truth": { "id": "I", "text": "Alexia without agraphia" }, "question": "A stroke that affects the posterior region of the corpus callosum, thus disconnecting the visual centers of the brain from the language centers of the brain, may result in this syndrome:" }, "perplexity": null, "raw_input": "A stroke that affects the posterior region of the corpus callosum, thus disconnecting the visual centers of the brain from the language centers of the brain, may result in this syndrome:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 40, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "I.", "response": "I. Alexia without agraphia\n\nQuestion: [question] Choices: [choices] Answer: [" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "I. Alexia without agraphia", "score": 1 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "the quality of the parent-child relationships prior to the divorce." }, { "id": "II", "text": "the child’s ability to understand the cause(s) of the divorce." }, { "id": "III", "text": "the degree of post-divorce conflict between the parents." }, { "id": "IV", "text": "the frequency of contact with the noncustodial parent." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: \"Sherif used the “autokinetic effect\"\" to study:\" Choices: I. bases of social power.; II. the frustration-regression hypothesis.; III. psychological reactance.; IV. conformity to group norms. Answer:\nIV. conformity to group norms.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Pavel Petrovich, a licensed psychologist, has been seeing a client in therapy for over fourteen months with no apparent change in the client's symptoms. Dr. Petrovich should: Choices: I. raise for discussion the possibility of termination and referral to another therapist.; II. search the literature for discussions of similar cases that have been treated and reported by others.; III. advise the client that he is ethically obligated to terminate therapy.; IV. continue seeing the client since fourteen months is not an unusually long time for therapy to continue without a significant change in symptoms. Answer:\nI. raise for discussion the possibility of termination and referral to another therapist.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: A graduate student’s dissertation chair, Dr. X, turns out to be of little help, and the student ends up obtaining advice and assistance from an associate professor, Dr. Z. Dr. X does review the dissertation when it is completed and she is listed as the dissertation chair. Several months later, the student decides to write an article for a professional journal that is based his dissertation research. In terms of publication credit: Choices: I. Dr. Z should be listed as second author if her contribution warrants it.; II. Dr. X should be listed as second author since she was the student’s official dissertation chair.; III. Dr. Z should be listed as first author if her contribution was substantial.; IV. Dr. Y and Dr. Z should be listed as co-authors. Answer:\nI. Dr. Z should be listed as second author if her contribution warrants it.\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Research suggests children’s successful adjustment to the divorce of their parents is most related to: Choices: I. the quality of the parent-child relationships prior to the divorce.; II. the child’s ability to understand the cause(s) of the divorce.; III. the degree of post-divorce conflict between the parents.; IV. the frequency of contact with the noncustodial parent. Answer:\n", "ground_truth": { "id": "III", "text": "the degree of post-divorce conflict between the parents." }, "question": "Research suggests children’s successful adjustment to the divorce of their parents is most related to:" }, "perplexity": null, "raw_input": "Research suggests children’s successful adjustment to the divorce of their parents is most related to:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 41, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "I.", "response": "I. the quality of the parent-child relationships prior to the divorce.\n\nQuestion: [question] Choices" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "III. the degree of post-divorce conflict between the parents.", "score": 0 }

{ "configuration": { "architecture": "transformer", "context_window": 4096, "hf_path": "meta-llama/Llama-2-13b-hf", "is_instruct": false, "parameters": 13000000000, "revision": null }, "inference_settings": { "generation_args": { "max_tokens": 68, "stop_sequences": [], "temperature": 0, "top_k": null, "top_p": 1, "use_vllm": false }, "quantization": { "bit_precision": "int8", "method": "dynamic" } }, "model_info": { "family": "Llama", "name": "meta-llama/Llama-2-13b-hf" } }

{ "format": { "choices_order": { "description": "Randomly shuffles all choices", "method": "random" }, "demos": null, "enumerator": "roman", "separator": "; ", "shots": 0, "template": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: {question} Choices: {choices} Answer:", "type": "MultipleChoice" }, "prompt_class": "MultipleChoice" }

{ "classification_fields": { "choices": [ { "id": "I", "text": "begin therapy with her and discuss the potential for conflicts during the initial session and, if necessary, in subsequent sessions." }, { "id": "II", "text": "begin therapy with her but take special precautions to ensure that client confidentiality is maintained." }, { "id": "III", "text": "begin therapy with her but seek consultation if any problems arise." }, { "id": "IV", "text": "tell the teacher that he is ethically prohibited from seeing her because to do so would constitute a multiple (dual) relationship." } ], "full_input": "Question: [question] Choices: [choices] Answer: [answer]\nQuestion: The main reason addictive behaviors are so difficult to treat is that they Choices: I. involve intermittent reinforcement; II. are self-reinforcing; III. are physiologically complex; IV. provide variable ratio reinforcement Answer:\nII. are self-reinforcing\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The sex therapy technique of sensate focus is useful primarily to Choices: I. teach an orgasmic woman to focus on genital sensations; II. relieve performance expectations; III. retard premature ejaculation; IV. reduce the incidence of masturbation Answer:\nII. relieve performance expectations\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: The POST-HOC TESTS FOR THE ANOVA is making pairwise comparisons between means. Which test is the most conservative and provides more protection against Type I errors? Choices: I. THE SCHEFFE TEST; II. FACTORIAL ANOVA; III. THE SCHIFFER TEST; IV. MANOVA Answer:\nI. THE SCHEFFE TEST\n\nQuestion: [question] Choices: [choices] Answer: [answer]\nQuestion: Dr. Sam Solo is the only psychologist in a small town, and his son is enrolled in the town's only elementary school. Dr. Solo receives a call from his son's teacher who says she would like to begin therapy with him. As an ethical psychologist, Dr. Solo should: Choices: I. begin therapy with her and discuss the potential for conflicts during the initial session and, if necessary, in subsequent sessions.; II. begin therapy with her but take special precautions to ensure that client confidentiality is maintained.; III. begin therapy with her but seek consultation if any problems arise.; IV. tell the teacher that he is ethically prohibited from seeing her because to do so would constitute a multiple (dual) relationship. Answer:\n", "ground_truth": { "id": "I", "text": "begin therapy with her and discuss the potential for conflicts during the initial session and, if necessary, in subsequent sessions." }, "question": "Dr. Sam Solo is the only psychologist in a small town, and his son is enrolled in the town's only elementary school. Dr. Solo receives a call from his son's teacher who says she would like to begin therapy with him. As an ethical psychologist, Dr. Solo should:" }, "perplexity": null, "raw_input": "Dr. Sam Solo is the only psychologist in a small town, and his son is enrolled in the town's only elementary school. Dr. Solo receives a call from his son's teacher who says she would like to begin therapy with him. As an ethical psychologist, Dr. Solo should:", "sample_identifier": { "dataset_name": "mmlu.professional_psychology", "hf_index": 42, "hf_repo": "cais/mmlu", "split": "test" }, "task_type": "classification", "token_ids": null }

{ "cumulative_logprob": null, "generated_tokens_ids": null, "generated_tokens_logprobs": [], "max_prob": "III.", "response": "III. begin therapy with her but seek consultation if any problems arise.\n\nQuestion: [question] Choices" }

{ "evaluation_method": { "description": "Finds the most similar answer among the given choices by comparing the textual content", "method_name": "content_similarity" }, "ground_truth": "I. begin therapy with her and discuss the potential for conflicts during the initial session and, if necessary, in subsequent sessions.", "score": 0 }