Can LLMs Guide Their Own Exploration? Gradient-Guided Reinforcement Learning for LLM Reasoning

Benchmark Model Rank Results
mathematical-reasoning-on-aime-2025G2RL (Qwen3-4B-Base)–Accuracy: 20.1
mathematical-reasoning-on-aime24G2RL (Qwen3-4B-Base)–Acc: 19.9
mathematical-reasoning-on-math-500G2RL (Qwen3-4B-Base)–Accuracy: 80.8