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ResearchFormerly WizWand

Vision-Language Modeling on MMMUPro

53.2AccuracyZPPO
25.74432.8724047.128Jun 16, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ZPPOModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0653.2
GRPOModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0649.6
On-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0649.3
GRPOModel Scale=2B, Prompt Replay Buffer Augmentation=false2026.0649.3
On-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=false2026.0648.8
Off-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0647.9
Off-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=false2026.0647.4
Qwen3.5Model Scale=2B, Prompt Replay Buffer Augmentation=false2026.0646.2
ZPPOModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0637.6
GRPOModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0630.5
GRPOModel Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0629.9
Off-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0629
On-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0628.8
On-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0628.2
Off-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0627.6
Qwen3.5Model Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0626.8