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Vision-Language Modeling on AI2D

85.3AccuracyZPPO
64.81270.13175.4580.769Jun 16, 2026

Evaluation results

MethodLinks
ZPPOModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0685.3
GRPOModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0683.8
GRPOModel Scale=2B, Prompt Replay Buffer Augmentation=false2026.0683.5
On-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0683.4
Off-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0682.9
On-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=false2026.0682.6
Off-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=false2026.0682.5
Qwen3.5Model Scale=2B, Prompt Replay Buffer Augmentation=false2026.0681.9
ZPPOModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0676.5
GRPOModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0671.2
GRPOModel Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0669.5
On-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0668.6
On-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0667.6
Off-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0666.7
Off-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0666.3
Qwen3.5Model Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0665.6