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Multimodal Reasoning on MMK12 (Pass@1)

51Pass@1Masking-KD-4B
11.4821.743242.26May 12, 2026

Evaluation results

MethodLinks
Masking-KD-4BModel Size=~4B, Decoding Strategy=greedy, Max Length=4096, Distillation=Distilled from 8B2026.0551
Self-distill Masking-KD-8BModel Size=~8B, Decoding Strategy=greedy, Max Length=4096, Distillation=Self-distill2026.0549.95
Ovis2-8BModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0548.15
InternVL3.5-8BModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0544.95
MiMo-VL-8BModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0544.1
Qwen2.5-VL-7BModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0543.9
Qwen3-VL-8B-ThinkingModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0542.55
Qwen2.5-VL-3BModel Size=~4B, Decoding Strategy=greedy, Max Length=40962026.0539.85
InternVL3-8BModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0539.8
Ovis2-4BModel Size=~4B, Decoding Strategy=greedy, Max Length=40962026.0539.1
Masking-KD-2BModel Size=~2B, Decoding Strategy=greedy, Max Length=4096, Distillation=Distilled from 8B2026.0537.2
InternVL3-2BModel Size=~2B, Decoding Strategy=greedy, Max Length=40962026.0537
Ovis2-2BModel Size=~2B, Decoding Strategy=greedy, Max Length=40962026.0532.45
Qwen3-VL-4B-ThinkingModel Size=~4B, Decoding Strategy=greedy, Max Length=40962026.0531.55
InternVL3.5-4BModel Size=~4B, Decoding Strategy=greedy, Max Length=40962026.0525.8
InternVL3.5-2BModel Size=~2B, Decoding Strategy=greedy, Max Length=40962026.0514.7
Qwen3-VL-2B-ThinkingModel Size=~2B, Decoding Strategy=greedy, Max Length=40962026.0513