In-Context Reinforcement Learning for Tool Use in Large Language Models

Benchmark Model Rank Results
mathematical-reasoning-on-aime24Qwen3-8B (ICRL)#61Acc: 64.1
mathematical-reasoning-on-aime-2025Qwen3-8B (ICRL)#84Accuracy: 51.7