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Vision-Language Modeling on VisP

42AccuracyZPPO
19.1225.063136.94Jun 16, 2026

Evaluation results

MethodLinks
ZPPOModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0642
GRPOModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0640.3
GRPOModel Scale=2B, Prompt Replay Buffer Augmentation=false2026.0639.2
On-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=false2026.0638.8
On-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0638.8
Off-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=false2026.0638.4
Qwen3.5Model Scale=2B, Prompt Replay Buffer Augmentation=false2026.0638.3
Off-DistillModel Scale=2B, Prompt Replay Buffer Augmentation=true2026.0637.8
ZPPOModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0635
GRPOModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0627.8
GRPOModel Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0624.2
On-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0621.2
On-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0620.9
Off-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=true2026.0620.8
Qwen3.5Model Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0620.5
Off-DistillModel Scale=0.8B, Prompt Replay Buffer Augmentation=false2026.0620