ResearchBenchmarksLLM Alignment on WikiText-2 raw v1 (train)LLM Alignment on WikiText-2 raw v1 (train)Follow3.5737LossPoLO3.5730763.5772883.58153.585712May 18, 2025Evaluation resultsMethodMethodLinksLossTraining Time (min)Proof Generation Time (min)Verification Time (min)PoLOBase Model=DialoGPT-me...Base Model=DialoGPT-medium-345M, Watermark size (bit)=512, |S| (%)=27.272025.053.57372.910.630.04PoLOBase Model=DialoGPT-me...Base Model=DialoGPT-medium-345M, Watermark size (bit)=1024, |S| (%)=25.002025.053.57652.940.670.04GD-PoLBase Model=DialoGPT-me...Base Model=DialoGPT-medium-345M2025.053.58932.190.032.17