--- dataset_info: - config_name: testmini features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 141823419.5 num_examples: 1500 download_size: 140373430 dataset_size: 141823419.5 - config_name: entity_KF_NC features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 158292979 num_examples: 1000 download_size: 158199154 dataset_size: 158292979 - config_name: entity_KF_NR features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 158319481 num_examples: 1000 download_size: 158219120 dataset_size: 158319481 - config_name: entity_KR_NC features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 158311967 num_examples: 1000 download_size: 158201456 dataset_size: 158311967 - config_name: entity_KR_NR features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 158337735 num_examples: 1000 download_size: 158223653 dataset_size: 158337735 - config_name: relation_KF_NC features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 158302364 num_examples: 1000 download_size: 158204074 dataset_size: 158302364 - config_name: relation_KF_NR features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 158335124 num_examples: 1000 download_size: 158232666 dataset_size: 158335124 - config_name: relation_KR_NC features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 158316606 num_examples: 1000 download_size: 158204575 dataset_size: 158316606 - config_name: relation_KR_NR features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 158341943 num_examples: 1000 download_size: 158233146 dataset_size: 158341943 - config_name: syn_icon features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 76340726 num_examples: 2000 download_size: 37666159 dataset_size: 76340726 - config_name: syn_pos features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 33686808 num_examples: 2000 download_size: 15150023 dataset_size: 33686808 - config_name: syn_rel features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 34336236 num_examples: 2000 download_size: 15544844 dataset_size: 34336236 - config_name: syn_rel_complex features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 35062188 num_examples: 2000 download_size: 15960927 dataset_size: 35062188 - config_name: syn_rel_know features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 26120912.75 num_examples: 1770 download_size: 11341026 dataset_size: 26120912.75 - config_name: syn_rel_pos features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 34062585 num_examples: 2000 download_size: 15246482 dataset_size: 34062585 - config_name: syn_text features: - name: question dtype: string - name: options sequence: string - name: answer dtype: string - name: question_type dtype: string - name: image_domain dtype: string - name: image dtype: image splits: - name: test num_bytes: 34504540 num_examples: 2000 download_size: 15583771 dataset_size: 34504540 configs: - config_name: testmini default: true data_files: - split: test path: testmini/test-* - config_name: entity_KF_NC data_files: - split: test path: entity_KF_NC/test-* - config_name: entity_KF_NR data_files: - split: test path: entity_KF_NR/test-* - config_name: entity_KR_NC data_files: - split: test path: entity_KR_NC/test-* - config_name: entity_KR_NR data_files: - split: test path: entity_KR_NR/test-* - config_name: relation_KF_NC data_files: - split: test path: relation_KF_NC/test-* - config_name: relation_KF_NR data_files: - split: test path: relation_KF_NR/test-* - config_name: relation_KR_NC data_files: - split: test path: relation_KR_NC/test-* - config_name: relation_KR_NR data_files: - split: test path: relation_KR_NR/test-* - config_name: syn_icon data_files: - split: test path: syn_icon/test-* - config_name: syn_pos data_files: - split: test path: syn_pos/test-* - config_name: syn_rel data_files: - split: test path: syn_rel/test-* - config_name: syn_rel_complex data_files: - split: test path: syn_rel_complex/test-* - config_name: syn_rel_know data_files: - split: test path: syn_rel_know/test-* - config_name: syn_rel_pos data_files: - split: test path: syn_rel_pos/test-* - config_name: syn_text data_files: - split: test path: syn_text/test-* license: mit language: - en pretty_name: visual_language --- # Introduction This dataset is used to evaluate how Large Vision-Language Models (LVLMs) perform the visual question-answering tasks: understanding the input image or halluciating with the knowledge in the language module. We provide a testmini set that includes all types of evaluations. More details can be found below. --- * **testmini**: a subset of all types of evaluation. * **Entity_KF_NR**: a QA dataset to evaluate the model's **recognition ability** of **entities** under the **knowledge-free** setting. * **Entity_KF_NC**: a QA dataset to evaluate the model's **counting ability** of **entities** under the **knowledge-free** setting. * **Entity_KR_NR**: a QA dataset to evaluate the model's **recognition ability** of **entities** under the **knowledge-required** setting. * **Entity_KR_NC**: a QA dataset to evaluate the model's **counting ability** of **entities** under the **knowledge-required** setting. * **Relation_KF_NR**: a QA dataset to evaluate the model's **recognition ability** of **relations** under the **knowledge-free** setting. * **Relation_KF_NC**: a QA dataset to evaluate the model's **counting ability** of **relations** under the **knowledge-free** setting. * **Relation_KR_NR**: a QA dataset to evaluate the model's **recognition ability** of **relations** under the **knowledge-required** setting. * **Relation_KR_NC**: a QA dataset to evaluate the model's **counting ability** of **relations** under the **knowledge-required** setting. * **syn_icon**: a QA dataset to evaluate the model's **recognition and counting ability** of **entities** that are represented by **visual icons**. * **syn_text**: a QA dataset to evaluate the model's **recognition and counting ability** of **entities** that are represented by **text labels**. * **syn_pos**: a QA dataset to evaluate the model's **recognition and counting ability** of **entity positions**. * **syn_rel**: a QA dataset to evaluate the model's **recognition and counting ability** of **relations**. * **syn_rel_complex**: a QA dataset to evaluate the model's **recognition and counting ability** of **relations** that are represented in **multiple forms**. * **syn_rel_know**: a QA dataset to evaluate the model's **recognition and counting ability** of **relations** that are **consistent with commonsense knowledge**. * **syn_rel_pos**: a QA dataset to evaluate the model's **recognition and counting ability** of **relation positions**. --- # Citation If you use this dataset, please cite our paper: ``` @article{DBLP:journals/corr/abs-2410-00193, author = {Buse Giledereli and Yifan Hou and Yilei Tu and Mrinmaya Sachan}, title = {Do Vision-Language Models Really Understand Visual Language?}, journal = {CoRR}, volume = {abs/2410.00193}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2410.00193}, doi = {10.48550/ARXIV.2410.00193}, eprinttype = {arXiv}, eprint = {2410.00193}, timestamp = {Tue, 05 Nov 2024 20:39:06 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2410-00193.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} } ```