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Multimodal Reasoning on LogitVista

52.35Pass@1Masking-KD-4B
14.660424.445234.2344.0148May 12, 2026

Evaluation results

MethodLinks
Masking-KD-4BModel Size=~4B, Decoding Strategy=greedy, Max Length=4096, Distillation=Distilled from 8B2026.0552.35
Self-distill Masking-KD-8BModel Size=~8B, Decoding Strategy=greedy, Max Length=4096, Distillation=Self-distill2026.0548.1
InternVL3-8BModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0547.43
MiMo-VL-8BModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0546.76
Qwen2.5-VL-7BModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0546.31
Ovis2-8BModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0543.62
Qwen3-VL-8B-ThinkingModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0543.4
Masking-KD-2BModel Size=~2B, Decoding Strategy=greedy, Max Length=4096, Distillation=Distilled from 8B2026.0541.61
Ovis2-4BModel Size=~4B, Decoding Strategy=greedy, Max Length=40962026.0539.6
Qwen3-VL-4B-ThinkingModel Size=~4B, Decoding Strategy=greedy, Max Length=40962026.0539.37
Qwen2.5-VL-3BModel Size=~4B, Decoding Strategy=greedy, Max Length=40962026.0538.03
InternVL3.5-8BModel Size=~8B, Decoding Strategy=greedy, Max Length=40962026.0537.81
InternVL3-2BModel Size=~2B, Decoding Strategy=greedy, Max Length=40962026.0533.33
Ovis2-2BModel Size=~2B, Decoding Strategy=greedy, Max Length=40962026.0531.77
InternVL3.5-4BModel Size=~4B, Decoding Strategy=greedy, Max Length=40962026.0527.29
Qwen3-VL-2B-ThinkingModel Size=~2B, Decoding Strategy=greedy, Max Length=40962026.0518.57
InternVL3.5-2BModel Size=~2B, Decoding Strategy=greedy, Max Length=40962026.0516.11