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Toxicity Reduction on Toxicity

0.21Final ToxicityLoRA (rank = 16)
0.20880.21690.2250.2331Nov 11, 2025

Evaluation results

MethodLinks
LoRA (rank = 16)Trainable Params=40.0M (0.59%), Training Time (Hrs)=2.32, Inference Overhead=+24.0%2025.110.2173.08
LoRA (rank = 1)Trainable Params=2.5 M (0.04%), Training Time (Hrs)=2.00, Inference Overhead=+22.5%2025.110.2469.23
Policy PatchTrainable Params=0.2M (0.003%), Training Time (Hrs)=1.70, Inference Overhead=+2.5%2025.110.2469.23