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.

Evaluation context and evidence

Source
LLM Stats
Publisher
Not recorded
Benchmark release
2024-09-04
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 68

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

ModelValueUnitProtocolReported date and basisSource
Gemini 3.5 Flash0.836Not recordedNot recorded2026-05-19 · model_announcementLLM Stats
GPT-5.50.832Not recordedNot recorded2026-04-23 · model_announcementLLM Stats
GPT-5.6 Sol0.83Not recordedNot recorded2026-07-09 · model_announcementLLM Stats
Seed 2.1 Pro0.827Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
Qwen3.8 Max0.823Not recordedNot recorded2026-08-02 · model_announcementLLM Stats
Seed 2.1 Turbo0.822Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
Kimi K30.816Not recordedNot recorded2026-07-16 · model_announcementLLM Stats
GPT-5.40.812Not recordedNot recorded2026-03-05 · model_announcementLLM Stats
Gemini 3 Flash0.812Not recordedNot recorded2025-12-17 · model_announcementLLM Stats
Gemini 3 Pro0.81Not recordedNot recorded2025-11-18 · model_announcementLLM Stats
GPT-5.6 Terra0.807Not recordedNot recorded2026-07-09 · model_announcementLLM Stats
Gemini 3.1 Pro0.805Not recordedNot recorded2026-02-19 · model_announcementLLM Stats
Muse Spark0.804Not recordedNot recorded2026-04-08 · model_announcementLLM Stats
Kimi K2.60.801Not recordedNot recorded2026-04-20 · model_announcementLLM Stats
GPT-5.20.795Not recordedNot recorded2025-12-11 · model_announcementLLM Stats
Qwen3.7-Plus0.79Not recordedNot recorded2026-05-31 · model_announcementLLM Stats
Qwen3.6 Plus0.788Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Kimi K2.50.785Not recordedNot recorded2026-01-27 · model_announcementLLM Stats
GPT-5.6 Luna0.784Not recordedNot recorded2026-07-09 · model_announcementLLM Stats
GPT-50.784Not recordedNot recorded2025-08-07 · model_announcementLLM Stats
MiniMax M30.781Not recordedNot recorded2026-06-01 · model_announcementLLM Stats
MiMo-V2.50.779Not recordedNot recorded2026-04-22 · model_announcementLLM Stats
Claude Opus 4.60.773Not recordedNot recorded2026-02-05 · model_announcementLLM Stats
Gemma 4 31B0.769Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Qwen3.5-122B-A10B0.769Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Gemini 3.1 Flash-Lite0.768Not recordedNot recorded2026-03-03 · model_announcementLLM Stats
GPT-5.4 mini0.766Not recordedNot recorded2026-03-17 · model_announcementLLM Stats
o30.764Not recordedNot recorded2025-04-16 · model_announcementLLM Stats
GPT-5.5 Instant0.76Not recordedNot recorded2026-05-05 · model_announcementLLM Stats
Qwen3.6-27B0.758Not recordedNot recorded2026-04-21 · model_announcementLLM Stats
Claude Sonnet 4.60.756Not recordedNot recorded2026-02-17 · model_announcementLLM Stats
Qwen3.6-35B-A3B0.753Not recordedNot recorded2026-04-16 · model_announcementLLM Stats
Qwen3.5-35B-A3B0.751Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Qwen3.5-27B0.75Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Muse Glimmer-30B0.74Not recordedNot recorded2026-08-10 · model_announcementLLM Stats
Inkling-Small0.74Not recordedNot recorded2026-07-30 · model_announcementLLM Stats
Gemma 4 26B-A4B0.738Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Qwen3 VL 235B A22B Thinking0.693Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Gemma 4 12B0.691Not recordedNot recorded2026-05-23 · model_announcementLLM Stats
Qwen3 VL 32B Thinking0.681Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 235B A22B Instruct0.681Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
GPT-5.4 nano0.661Not recordedNot recorded2026-03-17 · model_announcementLLM Stats
Qwen3 VL 32B Instruct0.653Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Nova 2 Pro0.635Not recordedNot recorded2025-12-02 · model_announcementLLM Stats
Command A+0.63Not recordedNot recorded2026-05-20 · model_announcementLLM Stats
Qwen3 VL 30B A3B Thinking0.63Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Nova 2 Lite0.618Not recordedNot recorded2025-12-02 · model_announcementLLM Stats
Nova 2 Omni0.614Not recordedNot recorded2025-12-02 · model_announcementLLM Stats
Qwen3 VL 30B A3B Instruct0.604Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Thinking0.604Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Mistral Small 40.6Not recordedNot recorded2026-03-16 · model_announcementLLM Stats
GPT-4o0.599Not recordedNot recorded2024-08-06 · model_announcementLLM Stats
Llama 4 Maverick0.596Not recordedNot recorded2025-04-05 · model_announcementLLM Stats
Qwen3 VL 4B Thinking0.57Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Instruct0.559Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
DiffusionGemma 26B-A4B0.543Not recordedNot recorded2026-06-10 · model_announcementLLM Stats
Qwen3 VL 4B Instruct0.532Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Gemma 4 E4B0.526Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Qwen2.5 VL 72B Instruct0.511Not recordedNot recorded2025-01-26 · model_announcementLLM Stats
Qwen2.5 VL 32B Instruct0.495Not recordedNot recorded2025-02-28 · model_announcementLLM Stats
Qwen2-VL-72B-Instruct0.462Not recordedNot recorded2024-08-29 · model_announcementLLM Stats
Llama 3.2 90B Instruct0.452Not recordedNot recorded2024-09-25 · model_announcementLLM Stats
Gemma 4 E2B0.442Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Phi-4-multimodal-instruct0.385Not recordedNot recorded2025-02-01 · model_announcementLLM Stats
Qwen2.5 VL 7B Instruct0.383Not recordedNot recorded2025-01-26 · model_announcementLLM Stats
Qwen2.5-Omni-7B0.366Not recordedNot recorded2025-03-27 · model_announcementLLM Stats
Llama 3.2 11B Instruct0.33Not recordedNot recorded2024-09-25 · model_announcementLLM Stats
LFM2.5-VL-3B0.305Not recordedNot recorded2026-08-12 · model_announcementLLM Stats