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ModelScale

Multimodal & Grounded benchmark

LVBench leaderboard

Every model the catalog carries a published LVBench value for, ranked by that value.

CategoryMultimodal & Grounded
MeasureLong-video understanding score
TasksLong-form video question answering
DifficultyExtended temporal reasoning

A long-video understanding benchmark for retrieving and reasoning over information distributed across extended video inputs.

LVBench ranking

5 models with a published LVBench 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 LVBench value
RankModelProviderLong-video understanding score
1Gemini 3.8 FlashGoogle87.1
2Gemini 3.7 FlashGoogle85.4
3Qwen3.8 MaxAlibaba81.8
4Qwen3.8-Omni-FlashAlibaba76.9
5Qwen3.8-Flash-NextAlibaba76.6

Evidence key: Observed

Rows are ordered by the value Qwen3.8-Max: A New Bar for Coding and Cowork 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.

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