Improving Large Language Models Function Calling and Interpretability via Guided-Structured Templates

Hy Dang, Tianyi Liu, Zhuofeng Wu, Jingfeng Yang, Pei (Patrick) Chen

November 2025

Type

Conference paper

Publication

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing

Pei (Patrick) Chen

Applied Scientist at Amazon

Applied Scientist at Amazon specializing in fundamental LLM capability development through mid/post-training and rubric-based evaluation for customer-facing agentic systems.