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ResearchFormerly WizWand

Preference Assessment on PreferImg MP 1.0 (seen)

92Assessment AccuracyPreferThinker
44.1656.586981.42Nov 1, 2025
Updated 4mo ago

Evaluation results

MethodLinks
PreferThinker#Param=7B, Reference images as input for ICL=true2025.1192
Claude 3.7Reference images as input for ICL=true2025.1183.2
OpenAI-GPT-4oReference images as input for ICL=true2025.1180.4
Doubao-1.5-vision-pro-32kReference images as input for ICL=true2025.1178.4
ViPer#Param=8B, Reference images as input for ICL=true2025.1178
GLM-4.1V-9B-Thinking#Param=9B, Reference images as input for ICL=true2025.1173.2
InternVL-3.5-8B#Param=8B, Reference images as input for ICL=true2025.1164
Qwen2.5-VL-7B (Base)#Param=7B, Reference images as input for ICL=true2025.1162
Gemini-2.5-flashReference images as input for ICL=true2025.1161.6
CLIPScore#Param=428M, Reference images as input for ICL=false2025.1154
LLaVA-Reward#Param=8.2B, Reference images as input for ICL=false2025.1151.6
ImageReward#Param=478M, Reference images as input for ICL=false2025.1151.2
CycleReward#Param=477M, Reference images as input for ICL=false2025.1150.8
HPSv2#Param=2B, Reference images as input for ICL=false2025.1150
PickScore#Param=986M, Reference images as input for ICL=false2025.1148.4
Aesthetics#Param=304M, Reference images as input for ICL=false2025.1148
UnifiedReward-Think#Param=7B, Reference images as input for ICL=false2025.1147.2
UnifiedReward#Param=7B, Reference images as input for ICL=false2025.1146