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ResearchFormerly WizWand

Image-to-Text Hallucination Evaluation on COCO

0.13CHAIRs ScoreBoN+CycRew
0.0260.0530.080.107May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
BoN+CycRewBackbone=Qwen2.5-Omni-7B2026.050.130.0820.598
WoodpeckerBackbone=Qwen2.5-Omni-7B2026.050.10.0670.616
BoN+CLIPBackbone=Qwen2.5-Omni-7B2026.050.080.0470.613
FrozenBackbone=Qwen2.5-Omni-7B2026.050.070.0690.588
VolcanoBackbone=Qwen2.5-Omni-7B2026.050.070.0420.637
BoN+VisPRMBackbone=Qwen2.5-Omni-7B2026.050.060.0310.616
DeGFBackbone=Qwen2.5-Omni-7B2026.050.060.0330.594
VCDBackbone=Qwen2.5-Omni-7B2026.050.060.0450.61
FrozenBackbone=LLaVA-1.5-7B2026.050.060.0280.74
BoN+CLIPBackbone=LLaVA-1.5-7B2026.050.060.0250.746
TIGERBackbone=Qwen2.5-Omni-7B2026.050.050.0350.643
BoN+VisPRMBackbone=LLaVA-1.5-7B2026.050.050.0210.746
WoodpeckerBackbone=LLaVA-1.5-7B2026.050.050.0250.74
VCDBackbone=LLaVA-1.5-7B2026.050.0450.020.755
BoN+CycRewBackbone=LLaVA-1.5-7B2026.050.040.020.745
DeGFBackbone=LLaVA-1.5-7B2026.050.040.0180.771
VolcanoBackbone=LLaVA-1.5-7B2026.050.040.0230.753
TIGERBackbone=LLaVA-1.5-7B2026.050.030.0130.772