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ResearchFormerly WizWand

Discriminative Performance on HH_Golden 42.5k (test)

99.61AccuracyFA-DPO
55.087666.646378.20589.7637Nov 30, 2025
Updated 8mo ago

Evaluation results

MethodLinks
FA-DPOFlipping ratio (η)=0%, Model Backbone=Pythia-1B2025.1199.61
cDPOFlipping ratio (η)=0%, Model Backbone=Pythia-1B2025.1199.24
FA-DPOFlipping ratio (η)=10%, Model Backbone=Pythia-1B2025.1199.17
FA-DPOFlipping ratio (η)=30%, Model Backbone=Pythia-1B2025.1199.02
DPOFlipping ratio (η)=0%, Model Backbone=Pythia-1B2025.1198.89
FA-DPOFlipping ratio (η)=40%, Model Backbone=Pythia-1B2025.1198.83
ROPOFlipping ratio (η)=0%, Model Backbone=Pythia-1B2025.1198.8
SIMPOFlipping ratio (η)=0%, Model Backbone=Pythia-1B2025.1198.27
FA-DPOFlipping ratio (η)=20%, Model Backbone=Pythia-1B2025.1198.1
rDPOFlipping ratio (η)=0%, Model Backbone=Pythia-1B2025.1196.8
rDPOFlipping ratio (η)=10%, Model Backbone=Pythia-1B2025.1196.67
SIMPOFlipping ratio (η)=10%, Model Backbone=Pythia-1B2025.1193.63
DPOFlipping ratio (η)=10%, Model Backbone=Pythia-1B2025.1193.5
ROPOFlipping ratio (η)=10%, Model Backbone=Pythia-1B2025.1193.27
cDPOFlipping ratio (η)=10%, Model Backbone=Pythia-1B2025.1193.2
rDPOFlipping ratio (η)=20%, Model Backbone=Pythia-1B2025.1187.83
DPOFlipping ratio (η)=20%, Model Backbone=Pythia-1B2025.1183.53
ROPOFlipping ratio (η)=20%, Model Backbone=Pythia-1B2025.1182.87
SIMPOFlipping ratio (η)=20%, Model Backbone=Pythia-1B2025.1182.83
cDPOFlipping ratio (η)=20%, Model Backbone=Pythia-1B2025.1182.5
rDPOFlipping ratio (η)=30%, Model Backbone=Pythia-1B2025.1173.73
SIMPOFlipping ratio (η)=30%, Model Backbone=Pythia-1B2025.1173.33
DPOFlipping ratio (η)=30%, Model Backbone=Pythia-1B2025.1173.3
cDPOFlipping ratio (η)=30%, Model Backbone=Pythia-1B2025.1173.3
ROPOFlipping ratio (η)=30%, Model Backbone=Pythia-1B2025.1172.33
ROPOFlipping ratio (η)=40%, Model Backbone=Pythia-1B2025.1162
SIMPOFlipping ratio (η)=40%, Model Backbone=Pythia-1B2025.1160.93
cDPOFlipping ratio (η)=40%, Model Backbone=Pythia-1B2025.1160.87
DPOFlipping ratio (η)=40%, Model Backbone=Pythia-1B2025.1158.63
rDPOFlipping ratio (η)=40%, Model Backbone=Pythia-1B2025.1156.8