When the API Speaks the Wrong Language: Revisiting Post-Training for Multilingual Tool Use

Siddharth Chauhan, Thomas Butler, Abhishek Singhania +2

The reliability of Large Language Models (LLMs) for API calling degrades in multilingual settings. A common failure occurs when a model selects the correct tool but generates argum…