--- dataset_info: - config_name: art_and_design features: - name: id dtype: string - name: type dtype: string - name: source_type dtype: string - name: source dtype: string - name: question dtype: string - name: option1 dtype: string - name: option2 dtype: string - name: option3 dtype: string - name: option4 dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: answer dtype: string - name: analysis dtype: string - name: distribution dtype: string - name: difficulty_level dtype: string - name: subcategory dtype: string - name: category dtype: string - name: subfield dtype: string - name: img_type dtype: string - name: image_1_filename dtype: string - name: image_2_filename dtype: string - name: image_3_filename dtype: string - name: image_4_filename dtype: string - name: image_5_filename dtype: string splits: - name: dev num_bytes: 3113808.0 num_examples: 11 - name: val num_bytes: 25493074.0 num_examples: 88 - name: test num_bytes: 311985416.171 num_examples: 1091 download_size: 343578142 dataset_size: 340592298.171 - config_name: business features: - name: id dtype: string - name: type dtype: string - name: source_type dtype: string - name: source dtype: string - name: question dtype: string - name: option1 dtype: string - name: option2 dtype: string - name: option3 dtype: string - name: option4 dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: answer dtype: string - name: analysis dtype: string - name: distribution dtype: string - name: difficulty_level dtype: string - name: subcategory dtype: string - name: category dtype: string - name: subfield dtype: string - name: img_type dtype: string - name: image_1_filename dtype: string - name: image_2_filename dtype: string - name: image_3_filename dtype: string - name: image_4_filename dtype: string - name: image_5_filename dtype: string splits: - name: dev num_bytes: 554457.0 num_examples: 16 - name: val num_bytes: 6152883.0 num_examples: 126 - name: test num_bytes: 60103968.654 num_examples: 1538 download_size: 74809661 dataset_size: 66811308.654 - config_name: health_and_medicine features: - name: id dtype: string - name: type dtype: string - name: source_type dtype: string - name: source dtype: string - name: question dtype: string - name: option1 dtype: string - name: option2 dtype: string - name: option3 dtype: string - name: option4 dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: answer dtype: string - name: analysis dtype: string - name: distribution dtype: string - name: difficulty_level dtype: string - name: subcategory dtype: string - name: category dtype: string - name: subfield dtype: string - name: img_type dtype: string - name: image_1_filename dtype: string - name: image_2_filename dtype: string - name: image_3_filename dtype: string - name: image_4_filename dtype: string - name: image_5_filename dtype: string splits: - name: dev num_bytes: 2837834.0 num_examples: 18 - name: val num_bytes: 23957247.0 num_examples: 153 - name: test num_bytes: 204211130.315 num_examples: 1865 download_size: 293138089 dataset_size: 231006211.315 - config_name: humanities_and_social_sciences features: - name: id dtype: string - name: type dtype: string - name: source_type dtype: string - name: source dtype: string - name: question dtype: string - name: option1 dtype: string - name: option2 dtype: string - name: option3 dtype: string - name: option4 dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: answer dtype: string - name: analysis dtype: string - name: distribution dtype: string - name: difficulty_level dtype: string - name: subcategory dtype: string - name: category dtype: string - name: subfield dtype: string - name: img_type dtype: string - name: image_1_filename dtype: string - name: image_2_filename dtype: string - name: image_3_filename dtype: string - name: image_4_filename dtype: string - name: image_5_filename dtype: string splits: - name: dev num_bytes: 1406107.0 num_examples: 11 - name: val num_bytes: 10657772.0 num_examples: 85 - name: test num_bytes: 157998857.894 num_examples: 1038 download_size: 160096107 dataset_size: 170062736.894 - config_name: science features: - name: id dtype: string - name: type dtype: string - name: source_type dtype: string - name: source dtype: string - name: question dtype: string - name: option1 dtype: string - name: option2 dtype: string - name: option3 dtype: string - name: option4 dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: answer dtype: string - name: analysis dtype: string - name: distribution dtype: string - name: difficulty_level dtype: string - name: subcategory dtype: string - name: category dtype: string - name: subfield dtype: string - name: img_type dtype: string - name: image_1_filename dtype: string - name: image_2_filename dtype: string - name: image_3_filename dtype: string - name: image_4_filename dtype: string - name: image_5_filename dtype: string splits: - name: dev num_bytes: 3750526.0 num_examples: 25 - name: val num_bytes: 14762058.0 num_examples: 204 - name: test num_bytes: 268839654.208 num_examples: 2494 download_size: 214377468 dataset_size: 287352238.208 - config_name: technology_and_engineering features: - name: id dtype: string - name: type dtype: string - name: source_type dtype: string - name: source dtype: string - name: question dtype: string - name: option1 dtype: string - name: option2 dtype: string - name: option3 dtype: string - name: option4 dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: answer dtype: string - name: analysis dtype: string - name: distribution dtype: string - name: difficulty_level dtype: string - name: subcategory dtype: string - name: category dtype: string - name: subfield dtype: string - name: img_type dtype: string - name: image_1_filename dtype: string - name: image_2_filename dtype: string - name: image_3_filename dtype: string - name: image_4_filename dtype: string - name: image_5_filename dtype: string splits: - name: dev num_bytes: 1518231.0 num_examples: 31 - name: val num_bytes: 14794870.0 num_examples: 244 - name: test num_bytes: 134814024.93 num_examples: 2974 download_size: 213411677 dataset_size: 151127125.93 configs: - config_name: art_and_design data_files: - split: dev path: art_and_design/dev-* - split: val path: art_and_design/val-* - split: test path: art_and_design/test-* - config_name: business data_files: - split: dev path: business/dev-* - split: val path: business/val-* - split: test path: business/test-* - config_name: health_and_medicine data_files: - split: dev path: health_and_medicine/dev-* - split: val path: health_and_medicine/val-* - split: test path: health_and_medicine/test-* - config_name: humanities_and_social_sciences data_files: - split: dev path: humanities_and_social_sciences/dev-* - split: val path: humanities_and_social_sciences/val-* - split: test path: humanities_and_social_sciences/test-* - config_name: science data_files: - split: dev path: science/dev-* - split: val path: science/val-* - split: test path: science/test-* - config_name: technology_and_engineering data_files: - split: dev path: technology_and_engineering/dev-* - split: val path: technology_and_engineering/val-* - split: test path: technology_and_engineering/test-* --- # CMMMU [**🌐 Homepage**](https://cmmmu-benchmark.github.io/) | [**🤗 Paper**](https://huggingface.co/papers/2401.11944) | [**📖 arXiv**](https://arxiv.org/pdf/2401.11944.pdf) | [**🤗 Dataset**](https://huggingface.co/datasets/m-a-p/CMMMU) | [**GitHub**](https://github.com/CMMMU-Benchmark/CMMMU) ## Introduction CMMMU includes 12k manually collected multimodal questions from college exams, quizzes, and textbooks, covering six core disciplines: Art & Design, Business, Science, Health & Medicine, Humanities & Social Science, and Tech \& Engineering, like its companion, MMMU. These questions span 30 subjects and comprise 39 highly heterogeneous image types, such as charts, diagrams, maps, tables, music sheets, and chemical structures. ![Alt text](image.png) ## 🏆 Mini-Leaderboard | Model | Val (900) | Test (11K) | |--------------------------------|:---------:|:------------:| | GPT-4V(ision) (Playground) | **42.5** | **43.7** | | Qwen-VL-PLUS* | 39.5 | 36.8 | | Yi-VL-34B | 36.2 | 36.5 | | Yi-VL-6B | 35.8 | 35.0 | | InternVL-Chat-V1.1* | 34.7 | 34.0 | | Qwen-VL-7B-Chat | 30.7 | 31.3 | | SPHINX-MoE* | 29.3 | 29.5 | | InternVL-Chat-ViT-6B-Vicuna-7B | 26.4 | 26.7 | | InternVL-Chat-ViT-6B-Vicuna-13B| 27.4 | 26.1 | | CogAgent-Chat | 24.6 | 23.6 | | Emu2-Chat | 23.8 | 24.5 | | Chinese-LLaVA | 25.5 | 23.4 | | VisCPM | 25.2 | 22.7 | | mPLUG-OWL2 | 20.8 | 22.2 | | Frequent Choice | 24.1 | 26.0 | | Random Choice | 21.6 | 21.6 | *: results provided by the authors. ## Disclaimers The guidelines for the annotators emphasized strict compliance with copyright and licensing rules from the initial data source, specifically avoiding materials from websites that forbid copying and redistribution. Should you encounter any data samples potentially breaching the copyright or licensing regulations of any site, we encourage you to [contact](#contact) us. Upon verification, such samples will be promptly removed. ## Contact - Ge Zhang: zhangge@01.ai - Wenhao Huang: huangwenhao@01.ai - Xinrun Du: duxinrun@01.ai - Bei Chen: chenbei@01.ai - Wenhu Chen: wenhuchen@uwaterloo.ca - Jie Fu: jiefu@ust.hk ## Citation **BibTeX:** ```bibtex @article{zhang2024cmmmu, title={CMMMU: A Chinese Massive Multi-discipline Multimodal Understanding Benchmark}, author={Ge, Zhang and Xinrun, Du and Bei, Chen and Yiming, Liang and Tongxu, Luo and Tianyu, Zheng and Kang, Zhu and Yuyang, Cheng and Chunpu, Xu and Shuyue, Guo and Haoran, Zhang and Xingwei, Qu and Junjie, Wang and Ruibin, Yuan and Yizhi, Li and Zekun, Wang and Yudong, Liu and Yu-Hsuan, Tsai and Fengji, Zhang and Chenghua, Lin and Wenhao, Huang and Wenhu, Chen and Jie, Fu}, journal={arXiv preprint arXiv:2401.20847}, year={2024}, } ```