STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability

Benchmark Model Rank Results
mathematical-reasoning-on-aime24STARE-O1 (DeepSeek-R1-Distill-Qwen-1.5B)#76Acc: 53.8
mathematical-reasoning-on-aime-2025STARE-O1 (DeepSeek-R1-Distill-Qwen-1.5B)#95Accuracy: 41.5