mcq-vision / README.md
theblackcat102's picture
Upload dataset
639ac8f verified
metadata
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
        num_examples: 100
      - name: val
        num_bytes: 573125
        num_examples: 29
      - name: dev
        num_bytes: 86887
        num_examples: 5
    download_size: 2481477
    dataset_size: 2610639
  - 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
        num_examples: 385
      - name: val
        num_bytes: 2066783
        num_examples: 91
      - name: dev
        num_bytes: 103869
        num_examples: 5
    download_size: 12115026
    dataset_size: 12221849
  - 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
        num_examples: 150
      - name: val
        num_bytes: 221405
        num_examples: 8
      - name: dev
        num_bytes: 83570
        num_examples: 5
    download_size: 3127121
    dataset_size: 3239826
  - 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
        num_examples: 172
      - name: val
        num_bytes: 433803
        num_examples: 38
      - name: dev
        num_bytes: 74863
        num_examples: 5
    download_size: 2823554
    dataset_size: 3011021
  - 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
        num_examples: 100
      - name: val
        num_bytes: 1132476
        num_examples: 45
      - name: dev
        num_bytes: 75034
        num_examples: 5
    download_size: 4070632
    dataset_size: 4134351
  - 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
        num_examples: 220
      - name: val
        num_bytes: 1224229
        num_examples: 49
      - name: dev
        num_bytes: 132883
        num_examples: 5
    download_size: 6623810
    dataset_size: 6678951
  - 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
        num_examples: 388
      - name: val
        num_bytes: 874532
        num_examples: 91
      - name: dev
        num_bytes: 92736
        num_examples: 5
    download_size: 4253241
    dataset_size: 4894364
  - 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
        num_examples: 150
      - name: val
        num_bytes: 591601
        num_examples: 23
      - name: dev
        num_bytes: 126488
        num_examples: 5
    download_size: 5696314
    dataset_size: 5771081
  - 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: val
        num_bytes: 965485
        num_examples: 39
      - name: dev
        num_bytes: 111940
        num_examples: 5
      - name: test
        num_bytes: 2619390
        num_examples: 100
    download_size: 3641245
    dataset_size: 3696815
  - 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
        num_examples: 240
      - name: val
        num_bytes: 772796
        num_examples: 54
      - name: dev
        num_bytes: 72782
        num_examples: 5
    download_size: 3930641
    dataset_size: 4174659
  - 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
        num_examples: 217
      - name: val
        num_bytes: 511232
        num_examples: 49
      - name: dev
        num_bytes: 60638
        num_examples: 5
    download_size: 2824593
    dataset_size: 3113242
  - 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
        num_examples: 172
      - name: val
        num_bytes: 1417749
        num_examples: 37
      - name: dev
        num_bytes: 89552
        num_examples: 5
    download_size: 6670381
    dataset_size: 6719914
  - 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
        num_examples: 100
      - name: val
        num_bytes: 80662
        num_examples: 6
      - name: dev
        num_bytes: 96627
        num_examples: 5
    download_size: 1654760
    dataset_size: 2061832
  - 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
        num_examples: 303
      - name: val
        num_bytes: 1015609
        num_examples: 70
      - name: dev
        num_bytes: 88549
        num_examples: 5
    download_size: 5804777
    dataset_size: 5947233
  - 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
        num_examples: 100
      - name: val
        num_bytes: 1289286
        num_examples: 16
      - name: dev
        num_bytes: 213268
        num_examples: 5
    download_size: 5736443
    dataset_size: 5834346
  - 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
        num_examples: 100
      - name: val
        num_bytes: 606252
        num_examples: 45
      - name: dev
        num_bytes: 51085
        num_examples: 5
    download_size: 1702489
    dataset_size: 1713517
  - 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
        num_examples: 100
      - name: val
        num_bytes: 165143
        num_examples: 23
      - name: dev
        num_bytes: 58624
        num_examples: 5
    download_size: 1233884
    dataset_size: 1283079
  - 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
        num_examples: 348
      - name: val
        num_bytes: 1871498
        num_examples: 81
      - name: dev
        num_bytes: 88388
        num_examples: 5
    download_size: 9067483
    dataset_size: 9266688
  - 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
        num_examples: 100
      - name: val
        num_bytes: 721078
        num_examples: 45
      - name: dev
        num_bytes: 107961
        num_examples: 5
    download_size: 2195463
    dataset_size: 2554877
  - 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
        num_examples: 100
      - name: val
        num_bytes: 300370
        num_examples: 19
      - name: dev
        num_bytes: 89750
        num_examples: 5
    download_size: 1398007
    dataset_size: 1489062
  - 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
        num_examples: 150
      - name: val
        num_bytes: 194977
        num_examples: 11
      - name: dev
        num_bytes: 84047
        num_examples: 5
    download_size: 5014497
    dataset_size: 5030818
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: val
        path: geography/val-*
      - split: dev
        path: geography/dev-*
      - split: test
        path: geography/test-*
  - 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.