Self-Hinting Language Models Enhance Reinforcement Learning

Benchmark Model Rank Results
mathematical-reasoning-on-olympiadbenchSAGE (Qwen3-4B-Instruct)#6Accuracy: 71.2
mathematical-reasoning-on-minerva-mathSAGE (Qwen3-4B-Instruct)#12Accuracy: 49.2
mathematical-reasoning-on-math-500SAGE (Qwen3-4B-Instruct)#23Accuracy: 95.4
multi-task-language-understanding-on-mmlu-proSAGE (Qwen3-4B-Instruct)#66Accuracy: 72.5
mathematical-reasoning-on-aime-2025SAGE (Qwen3-4B-Instruct)#82Accuracy: 52.1
multiple-choice-question-answering-mcqa-on-gpqa-diamondSAGE (Qwen3-4B-Instruct)#99Accuracy: 57.8