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Toxicity Steering on Eso-LM (512 sequences)

-9.2Toxicity ScoreDDPO
-9.54-7.245-4.95-2.655Sep 25, 2025

Evaluation results

MethodLinks
DDPOFLOPs x10^17=0.002025.09-9.2
DDPOFLOPs x10^17=0.252025.09-9.2
d2-AnyOrderFLOPs x10^17=0.002025.09-9.2
DDPOFLOPs x10^17=0.502025.09-9.1
DDPOFLOPs x10^17=0.752025.09-8.9
DDPOFLOPs x10^17=1.002025.09-8.9
DDPOFLOPs x10^17=1.252025.09-8.6
d2-AnyOrderFLOPs x10^17=0.252025.09-8.5
d2-AnyOrderFLOPs x10^17=0.502025.09-7.3
d2-AnyOrderFLOPs x10^17=0.752025.09-5.5
d2-AnyOrderFLOPs x10^17=1.002025.09-2.7
d2-AnyOrderFLOPs x10^17=1.252025.09-0.7