AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

MMMU-Pro

A more robust multi-discipline multimodal understanding benchmark that enhances MMMU through a three-step process: filtering text-only answerable questions, augmenting candidate options, and introducing vision-only input settings. Achieves significantly lower model performance (16.8-26.9%) compared to original MMMU, providing more rigorous evaluation that closely mimics real-world scenarios.

评测信息与证据

来源
LLM Stats
发布者
未收录
评测发布日期
2024-09-04
采集日期
2026-08-17
模态
multimodal

本站保留来源报告的结果,不代表独立复测。请先核对任务版本、评测协议、分数单位和报告日期;不同运行条件不能直接合并为统一排名。

原始资料

报告成绩 68

按来源中的观察顺序展示,顺序不代表排名。日期保留原始精度。

模型数值单位协议报告日期与口径来源
Gemini 3.5 Flash0.836未收录未收录2026-05-19 · model_announcementLLM Stats
GPT-5.50.832未收录未收录2026-04-23 · model_announcementLLM Stats
GPT-5.6 Sol0.83未收录未收录2026-07-09 · model_announcementLLM Stats
Seed 2.1 Pro0.827未收录未收录2026-06-24 · model_announcementLLM Stats
Qwen3.8 Max0.823未收录未收录2026-08-02 · model_announcementLLM Stats
Seed 2.1 Turbo0.822未收录未收录2026-06-24 · model_announcementLLM Stats
Kimi K30.816未收录未收录2026-07-16 · model_announcementLLM Stats
GPT-5.40.812未收录未收录2026-03-05 · model_announcementLLM Stats
Gemini 3 Flash0.812未收录未收录2025-12-17 · model_announcementLLM Stats
Gemini 3 Pro0.81未收录未收录2025-11-18 · model_announcementLLM Stats
GPT-5.6 Terra0.807未收录未收录2026-07-09 · model_announcementLLM Stats
Gemini 3.1 Pro0.805未收录未收录2026-02-19 · model_announcementLLM Stats
Muse Spark0.804未收录未收录2026-04-08 · model_announcementLLM Stats
Kimi K2.60.801未收录未收录2026-04-20 · model_announcementLLM Stats
GPT-5.20.795未收录未收录2025-12-11 · model_announcementLLM Stats
Qwen3.7-Plus0.79未收录未收录2026-05-31 · model_announcementLLM Stats
Qwen3.6 Plus0.788未收录未收录2026-04-02 · model_announcementLLM Stats
Kimi K2.50.785未收录未收录2026-01-27 · model_announcementLLM Stats
GPT-5.6 Luna0.784未收录未收录2026-07-09 · model_announcementLLM Stats
GPT-50.784未收录未收录2025-08-07 · model_announcementLLM Stats
MiniMax M30.781未收录未收录2026-06-01 · model_announcementLLM Stats
MiMo-V2.50.779未收录未收录2026-04-22 · model_announcementLLM Stats
Claude Opus 4.60.773未收录未收录2026-02-05 · model_announcementLLM Stats
Gemma 4 31B0.769未收录未收录2026-04-02 · model_announcementLLM Stats
Qwen3.5-122B-A10B0.769未收录未收录2026-02-24 · model_announcementLLM Stats
Gemini 3.1 Flash-Lite0.768未收录未收录2026-03-03 · model_announcementLLM Stats
GPT-5.4 mini0.766未收录未收录2026-03-17 · model_announcementLLM Stats
o30.764未收录未收录2025-04-16 · model_announcementLLM Stats
GPT-5.5 Instant0.76未收录未收录2026-05-05 · model_announcementLLM Stats
Qwen3.6-27B0.758未收录未收录2026-04-21 · model_announcementLLM Stats
Claude Sonnet 4.60.756未收录未收录2026-02-17 · model_announcementLLM Stats
Qwen3.6-35B-A3B0.753未收录未收录2026-04-16 · model_announcementLLM Stats
Qwen3.5-35B-A3B0.751未收录未收录2026-02-24 · model_announcementLLM Stats
Qwen3.5-27B0.75未收录未收录2026-02-24 · model_announcementLLM Stats
Muse Glimmer-30B0.74未收录未收录2026-08-10 · model_announcementLLM Stats
Inkling-Small0.74未收录未收录2026-07-30 · model_announcementLLM Stats
Gemma 4 26B-A4B0.738未收录未收录2026-04-02 · model_announcementLLM Stats
Qwen3 VL 235B A22B Thinking0.693未收录未收录2025-09-22 · model_announcementLLM Stats
Gemma 4 12B0.691未收录未收录2026-05-23 · model_announcementLLM Stats
Qwen3 VL 32B Thinking0.681未收录未收录2025-09-22 · model_announcementLLM Stats
Qwen3 VL 235B A22B Instruct0.681未收录未收录2025-09-22 · model_announcementLLM Stats
GPT-5.4 nano0.661未收录未收录2026-03-17 · model_announcementLLM Stats
Qwen3 VL 32B Instruct0.653未收录未收录2025-09-22 · model_announcementLLM Stats
Nova 2 Pro0.635未收录未收录2025-12-02 · model_announcementLLM Stats
Command A+0.63未收录未收录2026-05-20 · model_announcementLLM Stats
Qwen3 VL 30B A3B Thinking0.63未收录未收录2025-09-22 · model_announcementLLM Stats
Nova 2 Lite0.618未收录未收录2025-12-02 · model_announcementLLM Stats
Nova 2 Omni0.614未收录未收录2025-12-02 · model_announcementLLM Stats
Qwen3 VL 30B A3B Instruct0.604未收录未收录2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Thinking0.604未收录未收录2025-09-22 · model_announcementLLM Stats
Mistral Small 40.6未收录未收录2026-03-16 · model_announcementLLM Stats
GPT-4o0.599未收录未收录2024-08-06 · model_announcementLLM Stats
Llama 4 Maverick0.596未收录未收录2025-04-05 · model_announcementLLM Stats
Qwen3 VL 4B Thinking0.57未收录未收录2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Instruct0.559未收录未收录2025-09-22 · model_announcementLLM Stats
DiffusionGemma 26B-A4B0.543未收录未收录2026-06-10 · model_announcementLLM Stats
Qwen3 VL 4B Instruct0.532未收录未收录2025-09-22 · model_announcementLLM Stats
Gemma 4 E4B0.526未收录未收录2026-04-02 · model_announcementLLM Stats
Qwen2.5 VL 72B Instruct0.511未收录未收录2025-01-26 · model_announcementLLM Stats
Qwen2.5 VL 32B Instruct0.495未收录未收录2025-02-28 · model_announcementLLM Stats
Qwen2-VL-72B-Instruct0.462未收录未收录2024-08-29 · model_announcementLLM Stats
Llama 3.2 90B Instruct0.452未收录未收录2024-09-25 · model_announcementLLM Stats
Gemma 4 E2B0.442未收录未收录2026-04-02 · model_announcementLLM Stats
Phi-4-multimodal-instruct0.385未收录未收录2025-02-01 · model_announcementLLM Stats
Qwen2.5 VL 7B Instruct0.383未收录未收录2025-01-26 · model_announcementLLM Stats
Qwen2.5-Omni-7B0.366未收录未收录2025-03-27 · model_announcementLLM Stats
Llama 3.2 11B Instruct0.33未收录未收录2024-09-25 · model_announcementLLM Stats
LFM2.5-VL-3B0.305未收录未收录2026-08-12 · model_announcementLLM Stats