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Multimodal Reasoning on ERQA

55AccuracyBest Model
32.6438.44544.2550.055May 21, 2026

Evaluation results

MethodLinks
Best ModelModel Category=Open-Source & Baselines2026.0555
MAESTRO*Evaluation Protocol=augments the registry with 2 additional experts and 4 new Level-1 skills2026.0552.5
Qwen3-VL-32BModel Category=Open-Source & Baselines2026.0549.3
Direct AnsweringModel Category=Open-Source & Baselines2026.0547.5
ThymeModel Category=Think with Images Methods2026.0547.3
Kimi-K2.5Model Category=Open-Source & Baselines2026.0546
GPT-5Model Category=Closed-Source Models2026.0545.8
GPT-4oModel Category=Closed-Source Models2026.0544.8
Gemini-2.5-FlashModel Category=Closed-Source Models2026.0544.3
GLM-4.6VModel Category=Open-Source & Baselines2026.0544
Gemini-2.5-ProModel Category=Closed-Source Models2026.0543
MAESTROEvaluation Protocol=default pool2026.0542.8
DeepEyes-v2Model Category=Think with Images Methods2026.0542.3
Chain-of-FocusModel Category=Think with Images Methods2026.0541.8
Untrained ModelModel Category=Open-Source & Baselines2026.0541.5
VisionReasonerModel Category=Think with Images Methods2026.0539.3
VTS-VModel Category=Think with Images Methods2026.0537.5
MathCoder-VLModel Category=Think with Images Methods2026.0537.3
Visual-ARFTModel Category=Think with Images Methods2026.0537
VTOOL-R1Model Category=Think with Images Methods2026.0536.8
DeepEyesModel Category=Think with Images Methods2026.0535.5
PixelReasonerModel Category=Think with Images Methods2026.0533.5