2025
Self-Guided Function Calling in Large Language Models via Stepwise Experience Recall
EMNLP 2025
Function calling enables large language models (LLMs) to interact with external systems by leveraging tools and APIs. When faced with multi-step tool usage, LLMs still struggle with tool selection, parameter generation, and tool-chain planning. Existing methods typically rely on manually designing t