AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

PolyMATH

Polymath is a challenging multi-modal mathematical reasoning benchmark designed to evaluate the general cognitive reasoning abilities of Multi-modal Large Language Models (MLLMs). The benchmark comprises 5,000 manually collected high-quality images of cognitive textual and visual challenges across 10 distinct categories, including pattern recognition, spatial reasoning, and relative reasoning.

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 23

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

ModelValueUnitProtocolReported date and basisSource
Qwen3.7 Max0.865Not recordedNot recorded2026-05-19 · model_announcementLLM Stats
Qwen3.7-Plus0.84Not recordedNot recorded2026-05-31 · model_announcementLLM Stats
Qwen3.6 Plus0.774Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Qwen3.5-397B-A17B0.733Not recordedNot recorded2026-02-16 · model_announcementLLM Stats
Qwen3.5-27B0.712Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Qwen3.5-122B-A10B0.689Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Qwen3.5-35B-A3B0.644Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Qwen3-235B-A22B-Thinking-25070.601Not recordedNot recorded2025-07-25 · model_announcementLLM Stats
Qwen3.5-9B0.573Not recordedNot recorded2026-03-02 · model_announcementLLM Stats
Qwen3-Next-80B-A3B-Thinking0.563Not recordedNot recorded2025-09-10 · model_announcementLLM Stats
Qwen3 VL 32B Thinking0.52Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 30B A3B Thinking0.517Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3.5-4B0.511Not recordedNot recorded2026-03-02 · model_announcementLLM Stats
Qwen3-235B-A22B-Instruct-25070.502Not recordedNot recorded2025-07-22 · model_announcementLLM Stats
Qwen3 VL 8B Thinking0.475Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3-Next-80B-A3B-Instruct0.459Not recordedNot recorded2025-09-10 · model_announcementLLM Stats
Qwen3 VL 4B Thinking0.446Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 30B A3B Instruct0.443Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 32B Instruct0.405Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Instruct0.304Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 4B Instruct0.288Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3.5-2B0.261Not recordedNot recorded2026-03-02 · model_announcementLLM Stats
Qwen3.5-0.8B0.082Not recordedNot recorded2026-03-02 · model_announcementLLM Stats