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ResearchFormerly WizWand

Preference Assessment on PreferImg SP 1.0 (seen)

96.6Assessment AccuracyPreferThinker
46.05659.17872.385.422Nov 1, 2025
Updated 4mo ago

Evaluation results

MethodLinks
PreferThinker#Param=7B, Reference images as input for ICL=true2025.1196.6
OpenAI-GPT-4oReference images as input for ICL=true2025.1194.2
Claude 3.7Reference images as input for ICL=true2025.1193.8
ViPer#Param=8B, Reference images as input for ICL=true2025.1192.4
Doubao-1.5-vision-pro-32kReference images as input for ICL=true2025.1192.2
GLM-4.1V-9B-Thinking#Param=9B, Reference images as input for ICL=true2025.1186.8
Gemini-2.5-flashReference images as input for ICL=true2025.1185.2
InternVL-3.5-8B#Param=8B, Reference images as input for ICL=true2025.1180
Qwen2.5-VL-7B (Base)#Param=7B, Reference images as input for ICL=true2025.1175.4
LLaVA-Reward#Param=8.2B, Reference images as input for ICL=false2025.1153.2
ImageReward#Param=478M, Reference images as input for ICL=false2025.1152.2
HPSv2#Param=2B, Reference images as input for ICL=false2025.1151.4
Aesthetics#Param=304M, Reference images as input for ICL=false2025.1150.6
CLIPScore#Param=428M, Reference images as input for ICL=false2025.1150.2
PickScore#Param=986M, Reference images as input for ICL=false2025.1149.6
UnifiedReward#Param=7B, Reference images as input for ICL=false2025.1149
UnifiedReward-Think#Param=7B, Reference images as input for ICL=false2025.1148.6
CycleReward#Param=477M, Reference images as input for ICL=false2025.1148