--- dataset_info: - config_name: accounting features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 1950627.0 num_examples: 100 - name: val num_bytes: 573125.0 num_examples: 29 - name: dev num_bytes: 86887.0 num_examples: 5 download_size: 2481477 dataset_size: 2610639.0 - config_name: arts features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 10051197.0 num_examples: 385 - name: val num_bytes: 2066783.0 num_examples: 91 - name: dev num_bytes: 103869.0 num_examples: 5 download_size: 12115026 dataset_size: 12221849.0 - config_name: biology features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string splits: - name: test num_bytes: 2934851.0 num_examples: 150 - name: val num_bytes: 221405.0 num_examples: 8 - name: dev num_bytes: 83570.0 num_examples: 5 download_size: 3127121 dataset_size: 3239826.0 - config_name: chemistry features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string splits: - name: test num_bytes: 2502355.0 num_examples: 172 - name: val num_bytes: 433803.0 num_examples: 38 - name: dev num_bytes: 74863.0 num_examples: 5 download_size: 2823554 dataset_size: 3011021.0 - config_name: chinese_literature features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string splits: - name: test num_bytes: 2926841.0 num_examples: 100 - name: val num_bytes: 1132476.0 num_examples: 45 - name: dev num_bytes: 75034.0 num_examples: 5 download_size: 4070632 dataset_size: 4134351.0 - config_name: dentistry features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 5321839.0 num_examples: 220 - name: val num_bytes: 1224229.0 num_examples: 49 - name: dev num_bytes: 132883.0 num_examples: 5 download_size: 6623810 dataset_size: 6678951.0 - config_name: electronic_circuits features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 3927096.0 num_examples: 388 - name: val num_bytes: 874532.0 num_examples: 91 - name: dev num_bytes: 92736.0 num_examples: 5 download_size: 4253241 dataset_size: 4894364.0 - config_name: fundamentals_of_physical_therapy features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 5052992.0 num_examples: 150 - name: val num_bytes: 591601.0 num_examples: 23 - name: dev num_bytes: 126488.0 num_examples: 5 download_size: 5696314 dataset_size: 5771081.0 - config_name: geography features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string splits: - name: test num_bytes: 2619265.0 num_examples: 100 - name: val num_bytes: 965485.0 num_examples: 39 - name: dev num_bytes: 111940.0 num_examples: 5 download_size: 3619051 dataset_size: 3696690.0 - config_name: mathematics features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string splits: - name: test num_bytes: 3329081.0 num_examples: 240 - name: val num_bytes: 772796.0 num_examples: 54 - name: dev num_bytes: 72782.0 num_examples: 5 download_size: 3930641 dataset_size: 4174659.0 - config_name: mechanics features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 2541372.0 num_examples: 217 - name: val num_bytes: 511232.0 num_examples: 49 - name: dev num_bytes: 60638.0 num_examples: 5 download_size: 2824593 dataset_size: 3113242.0 - config_name: medical features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 5212613.0 num_examples: 172 - name: val num_bytes: 1417749.0 num_examples: 37 - name: dev num_bytes: 89552.0 num_examples: 5 download_size: 6670381 dataset_size: 6719914.0 - config_name: music features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 1884543.0 num_examples: 100 - name: val num_bytes: 80662.0 num_examples: 6 - name: dev num_bytes: 96627.0 num_examples: 5 download_size: 1654760 dataset_size: 2061832.0 - config_name: natural_science features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string splits: - name: test num_bytes: 4843075.0 num_examples: 303 - name: val num_bytes: 1015609.0 num_examples: 70 - name: dev num_bytes: 88549.0 num_examples: 5 download_size: 5804777 dataset_size: 5947233.0 - config_name: navigation features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 4331792.0 num_examples: 100 - name: val num_bytes: 1289286.0 num_examples: 16 - name: dev num_bytes: 213268.0 num_examples: 5 download_size: 5736443 dataset_size: 5834346.0 - config_name: pharmaceutical_chemistry features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 1056180.0 num_examples: 100 - name: val num_bytes: 606252.0 num_examples: 45 - name: dev num_bytes: 51085.0 num_examples: 5 download_size: 1702489 dataset_size: 1713517.0 - config_name: physics features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string splits: - name: test num_bytes: 1059312.0 num_examples: 100 - name: val num_bytes: 165143.0 num_examples: 23 - name: dev num_bytes: 58624.0 num_examples: 5 download_size: 1233884 dataset_size: 1283079.0 - config_name: sociology features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string splits: - name: test num_bytes: 7306802.0 num_examples: 348 - name: val num_bytes: 1871498.0 num_examples: 81 - name: dev num_bytes: 88388.0 num_examples: 5 download_size: 9067483 dataset_size: 9266688.0 - config_name: statistics features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 1725838.0 num_examples: 100 - name: val num_bytes: 721078.0 num_examples: 45 - name: dev num_bytes: 107961.0 num_examples: 5 download_size: 2195463 dataset_size: 2554877.0 - config_name: structural_engineering features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 1098942.0 num_examples: 100 - name: val num_bytes: 300370.0 num_examples: 19 - name: dev num_bytes: 89750.0 num_examples: 5 download_size: 1398007 dataset_size: 1489062.0 - config_name: veterinary_medicine features: - name: qid dtype: string - name: image dtype: image - name: source dtype: string - name: question dtype: string - name: A dtype: string - name: B dtype: string - name: C dtype: string - name: D dtype: string - name: answer dtype: string - name: stats struct: - name: hardness dtype: string - name: stats dtype: string splits: - name: test num_bytes: 4751794.0 num_examples: 150 - name: val num_bytes: 194977.0 num_examples: 11 - name: dev num_bytes: 84047.0 num_examples: 5 download_size: 5014497 dataset_size: 5030818.0 configs: - config_name: accounting data_files: - split: test path: accounting/test-* - split: val path: accounting/val-* - split: dev path: accounting/dev-* - config_name: arts data_files: - split: test path: arts/test-* - split: val path: arts/val-* - split: dev path: arts/dev-* - config_name: biology data_files: - split: test path: biology/test-* - split: val path: biology/val-* - split: dev path: biology/dev-* - config_name: chemistry data_files: - split: test path: chemistry/test-* - split: val path: chemistry/val-* - split: dev path: chemistry/dev-* - config_name: chinese_literature data_files: - split: test path: chinese_literature/test-* - split: val path: chinese_literature/val-* - split: dev path: chinese_literature/dev-* - config_name: dentistry data_files: - split: test path: dentistry/test-* - split: val path: dentistry/val-* - split: dev path: dentistry/dev-* - config_name: electronic_circuits data_files: - split: test path: electronic_circuits/test-* - split: val path: electronic_circuits/val-* - split: dev path: electronic_circuits/dev-* - config_name: fundamentals_of_physical_therapy data_files: - split: test path: fundamentals_of_physical_therapy/test-* - split: val path: fundamentals_of_physical_therapy/val-* - split: dev path: fundamentals_of_physical_therapy/dev-* - config_name: geography data_files: - split: test path: geography/test-* - split: val path: geography/val-* - split: dev path: geography/dev-* - config_name: mathematics data_files: - split: test path: mathematics/test-* - split: val path: mathematics/val-* - split: dev path: mathematics/dev-* - config_name: mechanics data_files: - split: test path: mechanics/test-* - split: val path: mechanics/val-* - split: dev path: mechanics/dev-* - config_name: medical data_files: - split: test path: medical/test-* - split: val path: medical/val-* - split: dev path: medical/dev-* - config_name: music data_files: - split: test path: music/test-* - split: val path: music/val-* - split: dev path: music/dev-* - config_name: natural_science data_files: - split: test path: natural_science/test-* - split: val path: natural_science/val-* - split: dev path: natural_science/dev-* - config_name: navigation data_files: - split: test path: navigation/test-* - split: val path: navigation/val-* - split: dev path: navigation/dev-* - config_name: pharmaceutical_chemistry data_files: - split: test path: pharmaceutical_chemistry/test-* - split: val path: pharmaceutical_chemistry/val-* - split: dev path: pharmaceutical_chemistry/dev-* - config_name: physics data_files: - split: test path: physics/test-* - split: val path: physics/val-* - split: dev path: physics/dev-* - config_name: sociology data_files: - split: test path: sociology/test-* - split: val path: sociology/val-* - split: dev path: sociology/dev-* - config_name: statistics data_files: - split: test path: statistics/test-* - split: val path: statistics/val-* - split: dev path: statistics/dev-* - config_name: structural_engineering data_files: - split: test path: structural_engineering/test-* - split: val path: structural_engineering/val-* - split: dev path: structural_engineering/dev-* - config_name: veterinary_medicine data_files: - split: test path: veterinary_medicine/test-* - split: val path: veterinary_medicine/val-* - split: dev path: veterinary_medicine/dev-* --- # VisTai-MCQ : Visual Multi-Choice Question answering VisTai-MCQ, composed of past examination questions from various educational levels in Taiwan, ranging from primary and secondary education to specialized undergraduate courses, such as veterinary medicine. Our benchmark dataset was constructed using real-world exam papers collected from publicly available sources spanning the years 2013 to 2024. We selected subjects specifically requiring visual comprehension, such as medical diagnostics (e.g., interpreting X-ray and ultrasound images), geometry, electronic circuit design, and chemistry. For each question, we additionally collected human performance data, including average accuracy scores, to better gauge question difficulty and establish a human performance baseline.