SLPO: Scaling Latent Reasoning via a Surrogate Policy

Benchmark Model Rank Results
mathematical-reasoning-on-math-500SLPO (Llama-3.2-3B-Instruct)#124Accuracy: 45.0
mathematical-reasoning-on-aime-2025SLPO (Llama-3.2-3B-Instruct)#146Accuracy: 3.33
arithmetic-reasoning-on-gsm8kSLPO (Llama-3.2-3B-Instruct)#167Accuracy: 77.63