Skip to main content
ModelScale

Multimodal & Grounded benchmark

Video-MME leaderboard

Every model the catalog carries a published Video-MME value for, ranked by that value.

CategoryMultimodal & Grounded
MeasureVideo QA and analysis
TasksVideo understanding
DifficultyBroad multimodal video reasoning

A comprehensive benchmark for multimodal large language models on video understanding, covering temporal reasoning, perception, and question answering over videos.

Video-MME ranking

3 models with a published Video-MME value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.

Models ranked by their published Video-MME value
RankModelProviderVideo QA and analysis
1Seed 2.1 ProByteDance89.2
2Seed 2.1 TurboByteDance89.0
3Kimi K2.5Moonshot AI87.4

Evidence key: Observed

Rows are ordered by the value Video-MME benchmark published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.

All leaderboards