AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

Video-MME

Video-MME is the first-ever comprehensive evaluation benchmark of Multi-modal Large Language Models (MLLMs) in video analysis. It features 900 videos totaling 254 hours with 2,700 human-annotated question-answer pairs across 6 primary visual domains (Knowledge, Film & Television, Sports Competition, Life Record, Multilingual, and others) and 30 subfields. The benchmark evaluates models across diverse temporal dimensions (11 seconds to 1 hour), integrates multi-modal inputs including video frames, subtitles, and audio, and uses rigorous manual labeling by expert annotators for precise assessment.

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
Seed 2.1 Pro0.892Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
Seed 2.1 Turbo0.89Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
Qwen3.7-Plus0.88Not recordedNot recorded2026-05-31 · model_announcementLLM Stats
MiMo-V2.50.877Not recordedNot recorded2026-04-22 · model_announcementLLM Stats
Kimi K2.50.874Not recordedNot recorded2026-01-27 · model_announcementLLM Stats
MiniMax M30.854Not recordedNot recorded2026-06-01 · model_announcementLLM Stats
Gemini 2.5 Pro0.848Not recordedNot recorded2025-05-20 · model_announcementLLM Stats
Qwen3.6 Plus0.842Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Gemini 1.5 Pro0.786Not recordedNot recorded2024-05-01 · model_announcementLLM Stats
Nova 2 Omni0.779Not recordedNot recorded2025-12-02 · model_announcementLLM Stats
Gemini 1.5 Flash0.761Not recordedNot recorded2024-05-01 · model_announcementLLM Stats
Qwen3 VL 30B A3B Instruct0.745Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 30B A3B Thinking0.733Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Thinking0.718Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Instruct0.714Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Gemini 1.5 Flash 8B0.662Not recordedNot recorded2024-03-15 · model_announcementLLM Stats
Phi-4-multimodal-instruct0.55Not recordedNot recorded2025-02-01 · model_announcementLLM Stats