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Sentiment Generation on IMDb (Average Score, Win Rate)

0.9882Average ScoreDPO*
0.445320.586260.72720.86814Feb 9, 2026

Evaluation results

MethodLinks
DPO*type=Oracle2026.020.988296.14
IPO*oracle=true2026.020.978896.44
DDPO2026.020.974893.3
DIPO+weighting=greater weight to human-labeled data2026.020.942889.58
DIPO2026.020.941487.44
IPO2026.020.929979.86
Sampled IPO2026.020.915386.84
DPOtraining_labels=mixed2026.020.885183.92
SFT2026.020.4662—
SFT2026.020.4662—