Update src/display/about.py

src/display/about.py

@@ -55,27 +55,28 @@ For more information on the included benchmarks and instructions on evaluating y
 
 # Which evaluations are you running? how can people reproduce what you have?
 LLM_BENCHMARKS_TEXT = f"""
-## Included benchmarks
+The CzechBench evaluation suite is hosted on [GitHub](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench#readme). 
+It is implemented on top of the popular [Language Model Evaluation Harness](https://github.com/EleutherAI/lm-evaluation-harness) framework, which provides extensive model compatibility and optimal evaluation efficiency.
 
 All currently supported benchmarks are listed in the table below:
 
 | Dataset                                                      | Language                      | Task type                  | Metrics        | Samples | Task ID         |
 | ------------------------------------------------------------ | ----------------------------- | -------------------------- | -------------- | ------: | --------------- |
-| [AGREE](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchagree_cs)                   | CS (Original)                 | Subject-verb agreement     | Acc            | 627     | agree_cs        |
-| [ANLI](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchanli_cs)                     | CS (Translated)               | Natural Language Inference | Acc, Macro F1  | 1200    | anli_cs         |
-| [ARC Challenge](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbencharc_cs)             | CS (Translated)               | Knowledge-Based QA         | Acc            | 1172    | arc_cs          |
-| [ARC Easy](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbencharc_cs)                  | CS (Translated)               | Knowledge-Based QA         | Acc            | 2376    | arc_cs          |
-| [Belebele](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchbelebele_cs)             | CS (Professional translation) | Reading Comprehension / QA | Acc            | 895     | belebele_cs     |
-| [CTKFacts](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchctkfacts_cs)             | CS (Original)                 | Natural Language Inference | Acc, Macro F1  | 558     | ctkfacts_cs     |
-| [Czech News](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchczechnews_cs)          | CS (Original)                 | News Topic Classification  | Acc, Macro F1  | 1000    | czechnews_cs    |
-| [Facebook Comments](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchfb_comments_cs) | CS (Original)                 | Sentiment Analysis         | Acc, Macro F1  | 1000    | fb_comments_cs  |
-| [GSM8K](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchgsm8k_cs)                   | CS (Translated)               | Mathematical inference     | EM Acc         | 1319    | gsm8k_cs        |
-| [Klokánek](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchklokanek_cs)             | CS (Original)                 | Math/Logical Inference     | Acc            | 808     | klokanek_cs     |
-| [Mall Reviews](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchmall_reviews_cs)     | CS (Original)                 | Sentiment Analysis         | Acc, Macro F1  | 3000    | mall_reviews_cs |
-| [MMLU](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchmmlu_cs)                     | CS (Translated)               | Knowledge-Based QA         | Acc            | 12408   | mmlu_cs         |
-| [SQAD](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchsqad_cs)                     | CS (Original)                 | Reading Comprehension / QA | EM Acc, BoW F1 | 843     | sqad_cs         |
-| [Subjectivity](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchsubjectivity_cs)     | CS (Original)                 | Subjectivity Analysis      | Acc, Macro F1  | 2000    | subjectivity_cs |
-| [TruthfulQA](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbenchtruthfulqa_cs)         | CS (Translated)               | Knowledge-Based QA         | Acc            | 813     | truthfulqa_cs   |
+| [AGREE](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/agree_cs)                   | CS (Original)                 | Subject-verb agreement     | Acc            | 627     | agree_cs        |
+| [ANLI](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/anli_cs)                     | CS (Translated)               | Natural Language Inference | Acc, Macro F1  | 1200    | anli_cs         |
+| [ARC Challenge](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/arc_cs)             | CS (Translated)               | Knowledge-Based QA         | Acc            | 1172    | arc_cs          |
+| [ARC Easy](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/arc_cs)                  | CS (Translated)               | Knowledge-Based QA         | Acc            | 2376    | arc_cs          |
+| [Belebele](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/belebele_cs)             | CS (Professional translation) | Reading Comprehension / QA | Acc            | 895     | belebele_cs     |
+| [CTKFacts](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/ctkfacts_cs)             | CS (Original)                 | Natural Language Inference | Acc, Macro F1  | 558     | ctkfacts_cs     |
+| [Czech News](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/czechnews_cs)          | CS (Original)                 | News Topic Classification  | Acc, Macro F1  | 1000    | czechnews_cs    |
+| [Facebook Comments](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/fb_comments_cs) | CS (Original)                 | Sentiment Analysis         | Acc, Macro F1  | 1000    | fb_comments_cs  |
+| [GSM8K](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/gsm8k_cs)                   | CS (Translated)               | Mathematical inference     | EM Acc         | 1319    | gsm8k_cs        |
+| [Klokánek](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/klokanek_cs)             | CS (Original)                 | Math/Logical Inference     | Acc            | 808     | klokanek_cs     |
+| [Mall Reviews](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/mall_reviews_cs)     | CS (Original)                 | Sentiment Analysis         | Acc, Macro F1  | 3000    | mall_reviews_cs |
+| [MMLU](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/mmlu_cs)                     | CS (Translated)               | Knowledge-Based QA         | Acc            | 12408   | mmlu_cs         |
+| [SQAD](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/sqad_cs)                     | CS (Original)                 | Reading Comprehension / QA | EM Acc, BoW F1 | 843     | sqad_cs         |
+| [Subjectivity](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/subjectivity_cs)     | CS (Original)                 | Subjectivity Analysis      | Acc, Macro F1  | 2000    | subjectivity_cs |
+| [TruthfulQA](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench/truthfulqa_cs)         | CS (Translated)               | Knowledge-Based QA         | Acc            | 813     | truthfulqa_cs   |
 
 ## Evaluation Process
 
@@ -103,10 +104,14 @@ lm_eval --model hf \\
     --output_path $OUTPUT_PATH \\
     --apply_chat_template \\
 ```
+
+For advanced usage instructions, please inspect the [CzechBench README on GitHub](https://github.com/jirkoada/czechbench_eval_harness/tree/main/lm_eval/tasks/czechbench#readme) 
+or the official [LM Evaluation Harness](https://github.com/EleutherAI/lm-evaluation-harness) documentation.
 	
 
 ### 3. Upload results to Leaderboard
-in `$OUTPUT_PATH` directory you can find file `results.json` upload `result.json` to [CzechBench Leaderboard](https://huggingface.co/spaces/CIIRC-NLP/czechbench_leaderboard) on **Submit Here!** tab. 
+Inside the `$OUTPUT_PATH` directory, you can find the file `results.json`. 
+To submit your evaluation results to our leaderboard, please visit the "Submit here!" section above and upload your `results.json` file.
 
 """