AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

MathVista

MathVista evaluates mathematical reasoning of foundation models in visual contexts. It consists of 6,141 examples derived from 28 existing multimodal datasets and 3 newly created datasets (IQTest, FunctionQA, and PaperQA), combining challenges from diverse mathematical and visual tasks to assess models' ability to understand complex figures and perform rigorous reasoning.

Evaluation context and evidence

Source
LLM Stats
Publisher
University of California, Los Angeles
Benchmark release
2023-10-03
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 39

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

ModelValueUnitProtocolReported date and basisSource
Seed 2.1 Pro0.907Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
Seed 2.1 Turbo0.905Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
o30.868Not recordedNot recorded2025-04-16 · model_announcementLLM Stats
o4-mini0.843Not recordedNot recorded2025-04-16 · model_announcementLLM Stats
Step3-VL-10B0.84Not recordedNot recorded2026-01-15 · model_announcementLLM Stats
Command A+0.806Not recordedNot recorded2026-05-20 · model_announcementLLM Stats
Kimi-k1.50.749Not recordedNot recorded2025-01-20 · model_announcementLLM Stats
Llama 4 Maverick0.737Not recordedNot recorded2025-04-05 · model_announcementLLM Stats
GPT-4.1 mini0.731Not recordedNot recorded2025-04-14 · model_announcementLLM Stats
GPT-4.50.723Not recordedNot recorded2025-02-27 · model_announcementLLM Stats
GPT-4.10.722Not recordedNot recorded2025-04-14 · model_announcementLLM Stats
o10.718Not recordedNot recorded2024-12-17 · model_announcementLLM Stats
QvQ-72B-Preview0.714Not recordedNot recorded2024-12-25 · model_announcementLLM Stats
Llama 4 Scout0.707Not recordedNot recorded2025-04-05 · model_announcementLLM Stats
Pixtral Large0.694Not recordedNot recorded2024-11-18 · model_announcementLLM Stats
Grok-20.69Not recordedNot recorded2024-08-13 · model_announcementLLM Stats
Grok-2 mini0.681Not recordedNot recorded2024-08-13 · model_announcementLLM Stats
Gemini 1.5 Pro0.681Not recordedNot recorded2024-05-01 · model_announcementLLM Stats
Qwen2.5-Omni-7B0.679Not recordedNot recorded2025-03-27 · model_announcementLLM Stats
Claude 3.5 Sonnet0.677Not recordedNot recorded2024-10-22 · model_announcementLLM Stats
Mistral Small 3.2 24B Instruct0.6709Not recordedNot recorded2025-06-20 · model_announcementLLM Stats
Gemini 1.5 Flash0.658Not recordedNot recorded2024-05-01 · model_announcementLLM Stats
GPT-4o0.638Not recordedNot recorded2024-05-13 · model_announcementLLM Stats
DeepSeek VL20.628Not recordedNot recorded2024-12-13 · model_announcementLLM Stats
Phi-4-multimodal-instruct0.624Not recordedNot recorded2025-02-01 · model_announcementLLM Stats
GPT-4o0.614Not recordedNot recorded2024-08-06 · model_announcementLLM Stats
DeepSeek VL2 Small0.607Not recordedNot recorded2024-12-13 · model_announcementLLM Stats
Pixtral-12B0.58Not recordedNot recorded2024-09-17 · model_announcementLLM Stats
Llama 3.2 90B Instruct0.573Not recordedNot recorded2024-09-25 · model_announcementLLM Stats
GPT-4o mini0.567Not recordedNot recorded2024-07-18 · model_announcementLLM Stats
GPT-4.1 nano0.562Not recordedNot recorded2025-04-14 · model_announcementLLM Stats
Gemini 1.5 Flash 8B0.547Not recordedNot recorded2024-03-15 · model_announcementLLM Stats
DeepSeek VL2 Tiny0.536Not recordedNot recorded2024-12-13 · model_announcementLLM Stats
Grok-1.5V0.528Not recordedNot recorded2024-04-12 · model_announcementLLM Stats
Grok-1.50.528Not recordedNot recorded2024-03-28 · model_announcementLLM Stats
Llama 3.2 11B Instruct0.515Not recordedNot recorded2024-09-25 · model_announcementLLM Stats
Gemini 1.0 Pro0.466Not recordedNot recorded2024-02-15 · model_announcementLLM Stats
Phi-3.5-vision-instruct0.439Not recordedNot recorded2024-08-23 · model_announcementLLM Stats
GPT-3.5 Turbo0.0Not recordedNot recorded2023-03-21 · model_announcementLLM Stats

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