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Datasets:
FreedomIntelligence
/
MileBench

Tasks:
Visual Question Answering
Question Answering
Text Generation
Languages:
English
Size:
1K<n<10K
ArXiv:
Tags:
Long-context
MLLM
VLM
LLM
Benchmark
License:
Dataset card Files Community
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MileBench / README.md
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metadata
license: cc-by-2.0
dataset_info:
  features:
    - name: sample_id
      dtype: int32
    - name: task_instruction
      dtype: string
    - name: task_instance
      struct:
        - name: context
          dtype: string
        - name: images_path
          sequence: string
        - name: choice_list
          sequence: string
        - name: combined_1_images
          sequence: string
    - name: response
      dtype: string
  splits:
    - name: ActionLocalization_test
      num_bytes: 291199
      num_examples: 200
    - name: ActionLocalization_adv
      num_bytes: 291199
      num_examples: 200
    - name: ActionPrediction_test
      num_bytes: 255687
      num_examples: 200
    - name: ActionPrediction_adv
      num_bytes: 255687
      num_examples: 200
    - name: ActionSequence_test
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      num_examples: 200
    - name: ActionSequence_adv
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      num_examples: 200
    - name: ALFRED_test
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      num_examples: 200
    - name: ALFRED_adv
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      num_examples: 200
    - name: CharacterOrder_test
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      num_examples: 200
    - name: CharacterOrder_adv
      num_bytes: 274821
      num_examples: 200
    - name: CLEVR_Change_test
      num_bytes: 114792
      num_examples: 200
    - name: CLEVR_Change_adv
      num_bytes: 114792
      num_examples: 200
    - name: CounterfactualInference_test
      num_bytes: 129074
      num_examples: 200
    - name: CounterfactualInference_adv
      num_bytes: 129074
      num_examples: 200
    - name: DocVQA_test
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      num_examples: 200
    - name: DocVQA_adv
      num_bytes: 76660
      num_examples: 200
    - name: EgocentricNavigation_test
      num_bytes: 559193
      num_examples: 200
    - name: EgocentricNavigation_adv
      num_bytes: 559193
      num_examples: 200
    - name: GPR1200_test
      num_bytes: 579624
      num_examples: 600
    - name: IEdit_test
      num_bytes: 50907
      num_examples: 200
    - name: IEdit_adv
      num_bytes: 50907
      num_examples: 200
    - name: ImageNeedleInAHaystack_test
      num_bytes: 303423
      num_examples: 320
    - name: MMCoQA_test
      num_bytes: 344623
      num_examples: 200
    - name: MMCoQA_adv
      num_bytes: 344623
      num_examples: 200
    - name: MovingAttribute_test
      num_bytes: 97299
      num_examples: 200
    - name: MovingAttribute_adv
      num_bytes: 97299
      num_examples: 200
    - name: MovingDirection_test
      num_bytes: 115832
      num_examples: 200
    - name: MovingDirection_adv
      num_bytes: 115832
      num_examples: 200
    - name: MultiModalQA_test
      num_bytes: 87978
      num_examples: 200
    - name: MultiModalQA_adv
      num_bytes: 87978
      num_examples: 200
    - name: nuscenes_test
      num_bytes: 87282
      num_examples: 200
    - name: nuscenes_adv
      num_bytes: 87282
      num_examples: 200
    - name: ObjectExistence_test
      num_bytes: 94139
      num_examples: 200
    - name: ObjectExistence_adv
      num_bytes: 94139
      num_examples: 200
    - name: ObjectInteraction_test
      num_bytes: 264032
      num_examples: 200
    - name: ObjectInteraction_adv
      num_bytes: 264032
      num_examples: 200
    - name: ObjectShuffle_test
      num_bytes: 289186
      num_examples: 200
    - name: ObjectShuffle_adv
      num_bytes: 289186
      num_examples: 200
    - name: OCR_VQA_test
      num_bytes: 80940
      num_examples: 200
    - name: OCR_VQA_adv
      num_bytes: 80940
      num_examples: 200
    - name: SceneTransition_test
      num_bytes: 266203
      num_examples: 200
    - name: SceneTransition_adv
      num_bytes: 266203
      num_examples: 200
    - name: SlideVQA_test
      num_bytes: 89462
      num_examples: 200
    - name: SlideVQA_adv
      num_bytes: 89462
      num_examples: 200
    - name: Spot_the_Diff_test
      num_bytes: 47823
      num_examples: 200
    - name: Spot_the_Diff_adv
      num_bytes: 47823
      num_examples: 200
    - name: StateChange_test
      num_bytes: 286783
      num_examples: 200
    - name: StateChange_adv
      num_bytes: 286783
      num_examples: 200
    - name: TextNeedleInAHaystack_test
      num_bytes: 11140730
      num_examples: 320
    - name: TQA_test
      num_bytes: 92861
      num_examples: 200
    - name: TQA_adv
      num_bytes: 92861
      num_examples: 200
    - name: WebQA_test
      num_bytes: 202682
      num_examples: 200
    - name: WebQA_adv
      num_bytes: 202682
      num_examples: 200
    - name: WikiVQA_test
      num_bytes: 2557847
      num_examples: 200
    - name: WikiVQA_adv
      num_bytes: 2557847
      num_examples: 200
  download_size: 12035444
  dataset_size: 26288285
configs:
  - config_name: default
    data_files:
      - split: ActionLocalization_test
        path: preview/ActionLocalization_test-*
      - split: ActionLocalization_adv
        path: preview/ActionLocalization_adv-*
      - split: ActionPrediction_test
        path: preview/ActionPrediction_test-*
      - split: ActionPrediction_adv
        path: preview/ActionPrediction_adv-*
      - split: ActionSequence_test
        path: preview/ActionSequence_test-*
      - split: ActionSequence_adv
        path: preview/ActionSequence_adv-*
      - split: ALFRED_test
        path: preview/ALFRED_test-*
      - split: ALFRED_adv
        path: preview/ALFRED_adv-*
      - split: CharacterOrder_test
        path: preview/CharacterOrder_test-*
      - split: CharacterOrder_adv
        path: preview/CharacterOrder_adv-*
      - split: CLEVR_Change_test
        path: preview/CLEVR_Change_test-*
      - split: CLEVR_Change_adv
        path: preview/CLEVR_Change_adv-*
      - split: CounterfactualInference_test
        path: preview/CounterfactualInference_test-*
      - split: CounterfactualInference_adv
        path: preview/CounterfactualInference_adv-*
      - split: DocVQA_test
        path: preview/DocVQA_test-*
      - split: DocVQA_adv
        path: preview/DocVQA_adv-*
      - split: EgocentricNavigation_test
        path: preview/EgocentricNavigation_test-*
      - split: EgocentricNavigation_adv
        path: preview/EgocentricNavigation_adv-*
      - split: GPR1200_test
        path: preview/GPR1200_test-*
      - split: IEdit_test
        path: preview/IEdit_test-*
      - split: IEdit_adv
        path: preview/IEdit_adv-*
      - split: ImageNeedleInAHaystack_test
        path: preview/ImageNeedleInAHaystack_test-*
      - split: MMCoQA_test
        path: preview/MMCoQA_test-*
      - split: MMCoQA_adv
        path: preview/MMCoQA_adv-*
      - split: MovingAttribute_test
        path: preview/MovingAttribute_test-*
      - split: MovingAttribute_adv
        path: preview/MovingAttribute_adv-*
      - split: MovingDirection_test
        path: preview/MovingDirection_test-*
      - split: MovingDirection_adv
        path: preview/MovingDirection_adv-*
      - split: MultiModalQA_test
        path: preview/MultiModalQA_test-*
      - split: MultiModalQA_adv
        path: preview/MultiModalQA_adv-*
      - split: nuscenes_test
        path: preview/nuscenes_test-*
      - split: nuscenes_adv
        path: preview/nuscenes_adv-*
      - split: ObjectExistence_test
        path: preview/ObjectExistence_test-*
      - split: ObjectExistence_adv
        path: preview/ObjectExistence_adv-*
      - split: ObjectInteraction_test
        path: preview/ObjectInteraction_test-*
      - split: ObjectInteraction_adv
        path: preview/ObjectInteraction_adv-*
      - split: ObjectShuffle_test
        path: preview/ObjectShuffle_test-*
      - split: ObjectShuffle_adv
        path: preview/ObjectShuffle_adv-*
      - split: OCR_VQA_test
        path: preview/OCR_VQA_test-*
      - split: OCR_VQA_adv
        path: preview/OCR_VQA_adv-*
      - split: SceneTransition_test
        path: preview/SceneTransition_test-*
      - split: SceneTransition_adv
        path: preview/SceneTransition_adv-*
      - split: SlideVQA_test
        path: preview/SlideVQA_test-*
      - split: SlideVQA_adv
        path: preview/SlideVQA_adv-*
      - split: Spot_the_Diff_test
        path: preview/Spot_the_Diff_test-*
      - split: Spot_the_Diff_adv
        path: preview/Spot_the_Diff_adv-*
      - split: StateChange_test
        path: preview/StateChange_test-*
      - split: StateChange_adv
        path: preview/StateChange_adv-*
      - split: TextNeedleInAHaystack_test
        path: preview/TextNeedleInAHaystack_test-*
      - split: TQA_test
        path: preview/TQA_test-*
      - split: TQA_adv
        path: preview/TQA_adv-*
      - split: WebQA_test
        path: preview/WebQA_test-*
      - split: WebQA_adv
        path: preview/WebQA_adv-*
      - split: WikiVQA_test
        path: preview/WikiVQA_test-*
      - split: WikiVQA_adv
        path: preview/WikiVQA_adv-*
task_categories:
  - visual-question-answering
  - question-answering
  - text-generation
  - image-to-text
  - video-classification
language:
  - en
tags:
  - Long-context
  - MLLM
  - VLM
  - LLM
pretty_name: MileBench
size_categories:
  - 1K<n<10K

MileBench

We introduce MileBench, a pioneering benchmark designed to test the MultImodal Long-contExt capabilities of MLLMs. This benchmark comprises not only multimodal long contexts, but also multiple tasks requiring both comprehension and generation. We establish two distinct evaluation sets, diagnostic and realistic, to systematically assess MLLMs’ long-context adaptation capacity and their ability to completetasks in long-context scenarios

To construct our evaluation sets, we gather 6,440 multimodal long-context samples from 21 pre-existing or self-constructed datasets, with an average of 15.2 images and 422.3 words each, as depicted in the figure, and we categorize them into their respective subsets.