AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

MVBench

A comprehensive multi-modal video understanding benchmark covering 20 challenging video tasks that require temporal understanding beyond single-frame analysis. Tasks span from perception to cognition, including action recognition, temporal reasoning, spatial reasoning, object interaction, scene transition, and counterfactual inference. Uses a novel static-to-dynamic method to systematically generate video tasks from existing annotations.

Evaluation context and evidence

Source
LLM Stats
Publisher
Not recorded
Benchmark release
Not recorded
Collected
2026-08-17
Modality
multimodal

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Original sources

Reported results 17

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
Qwen3.5-122B-A10B0.766Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Qwen3.6-27B0.755Not recordedNot recorded2026-04-21 · model_announcementLLM Stats
Qwen3.5-35B-A3B0.748Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Qwen3.6-35B-A3B0.746Not recordedNot recorded2026-04-16 · model_announcementLLM Stats
Qwen3.5-27B0.746Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Qwen2-VL-72B-Instruct0.736Not recordedNot recorded2024-08-29 · model_announcementLLM Stats
Qwen3 VL 32B Thinking0.732Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 32B Instruct0.728Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 30B A3B Instruct0.723Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 30B A3B Thinking0.72Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen2.5 VL 72B Instruct0.704Not recordedNot recorded2025-01-26 · model_announcementLLM Stats
Qwen2.5-Omni-7B0.703Not recordedNot recorded2025-03-27 · model_announcementLLM Stats
Qwen2.5 VL 7B Instruct0.696Not recordedNot recorded2025-01-26 · model_announcementLLM Stats
Qwen3 VL 4B Thinking0.693Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Thinking0.69Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 4B Instruct0.689Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Instruct0.687Not recordedNot recorded2025-09-22 · model_announcementLLM Stats