README.md

metadata

extra_gated_prompt: >-
  The VideoMMMU dataset contains links to web videos used for data collection
  purposes. VideoMMMU does not own or claim rights to the content linked within
  this dataset; all rights and copyright remain with the respective content
  creators and channel owners. Users are responsible for ensuring compliance
  with the terms and conditions of the platforms hosting these videos.  
extra_gated_fields:
  I acknowledge that VideoMMMU does not own the videos linked in this dataset: checkbox
  I acknowledge that VideoMMMU is not the original creator of the videos in this dataset: checkbox
  I understand that VideoMMMU may modify or remove dataset content at the request of content creators or in accordance with platform policies: checkbox
  I accept the dataset license terms (CC-BY-NC-SA 4-0): checkbox
  I agree to use this dataset for non-commercial use ONLY: checkbox
dataset_info:
  - config_name: Adaptation
    features:
      - name: id
        dtype: string
      - name: question
        dtype: string
      - name: options
        sequence: string
      - name: answer
        dtype: string
      - name: link_selected
        dtype: string
      - name: image
        dtype: image
      - name: question_type
        dtype: string
    splits:
      - name: test
        num_bytes: 78229293
        num_examples: 300
    download_size: 78107780
    dataset_size: 78229293
  - config_name: Comprehension
    features:
      - name: id
        dtype: string
      - name: question
        dtype: string
      - name: options
        sequence: string
      - name: answer
        dtype: string
      - name: link_selected
        dtype: string
      - name: question_type
        dtype: string
    splits:
      - name: test
        num_bytes: 210307
        num_examples: 300
    download_size: 95067
    dataset_size: 210307
  - config_name: Perception
    features:
      - name: id
        dtype: string
      - name: question
        dtype: string
      - name: options
        sequence: string
      - name: answer
        dtype: string
      - name: link_selected
        dtype: string
      - name: question_type
        dtype: string
    splits:
      - name: test
        num_bytes: 177880
        num_examples: 300
    download_size: 83750
    dataset_size: 177880
configs:
  - config_name: Adaptation
    data_files:
      - split: test
        path: Adaptation/test-*
  - config_name: Comprehension
    data_files:
      - split: test
        path: Comprehension/test-*
  - config_name: Perception
    data_files:
      - split: test
        path: Perception/test-*

This dataset contains the data for the paper Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos. Video-MMMU is a multi-modal, multi-disciplinary benchmark designed to assess LMMs' ability to acquire and utilize knowledge from videos.

Project page: https://videommmu.github.io/

Leaderboard (last updated: 07 Feb, 2025)

Model	Overall	Perception	Comprehension	Adaptation	Δknowledge
Human Expert	74.44	84.33	78.67	60.33	+33.1
Claude-3.5-Sonnet	65.78	72.00	69.67	55.67	+11.4
GPT-4o	61.22	66.00	62.00	55.67	+15.6
Qwen-2.5-VL-72B	60.22	69.33	61.00	50.33	+9.7
Gemini 1.5 Pro	53.89	59.00	53.33	49.33	+8.7
Aria	50.78	65.67	46.67	40.00	+3.2
Gemini 1.5 Flash	49.78	57.33	49.00	43.00	-3.3
LLaVA-Video-72B	49.67	59.67	46.00	43.33	+7.1
LLaVA-OneVision-72B	48.33	59.67	42.33	43.00	+6.6
Qwen-2.5-VL-7B	47.44	58.33	44.33	39.67	+2.2
mPLUG-Owl3-7B	42.00	49.33	38.67	38.00	+7.5
MAmmoTH-VL-8B	41.78	51.67	40.00	33.67	+1.5
InternVL2-8B	37.44	47.33	33.33	31.67	-8.5
LLaVA-Video-7B	36.11	41.67	33.33	33.33	-5.3
VILA1.5-40B	34.00	38.67	30.67	32.67	+9.4
Llama-3.2-11B	30.00	35.67	32.33	22.00	-
LongVA-7B	23.98	24.00	24.33	23.67	-7.0
VILA1.5-8B	20.89	20.33	17.33	25.00	+5.9

To submit your model results, please send an email to [email protected]