R2IF: Aligning Reasoning with Decisions via Composite Rewards for Interpretable LLM Function Calling

Aijia Cheng, Kailong Wang, Ling Shi +1

Function calling empowers large language models (LLMs) to interface with external tools, yet existing RL-based approaches suffer from misalignment between reasoning processes and t…