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Multimodal Reasoning on OckBench 20-eval suite (test)

71.9AccuracyQwen3-VL-4B-Instruct
49.64455.42261.266.978Jun 24, 2026

Evaluation results

MethodLinks
Qwen3-VL-4B-InstructN (B)=4.32026.0671.91.3108.9
Qwen3.5-4BN (B)=4.02026.0670.414.581,284
Qwen3.5-2BN (B)=2.02026.0669.50.97169.4
Datology 4BN (B)=4.42026.0669.10.4132.5
Qwen3-VL-2B-InstructN (B)=2.12026.0667.40.63101.6
Datology 2BN (B)=2.12026.06660.2742.1
InternVL3.5-4BN (B)=4.32026.0665.81.1285.4
Datology 1BN (B)=1.02026.0663.80.132.4
Perceptron-Isaac-2BN (B)=2.12026.0663.10.689.8
InternVL3-2BN (B)=2.12026.0658.90.2130
InternVL3.5-2BN (B)=2.32026.06561.06128.6
Mammoth 4BN (B)=4.42026.0654.90.9659.6
Mammoth 2BN (B)=2.12026.0654.10.4355.8
Mammoth 1BN (B)=1.02026.0650.50.2357.3