Calibration is the Bottleneck: An Action-Class Diagnostic of Multi-Turn Tool-Calling

Kangjia Zhao, Jiajun Li, Haozhan Shen +8

Multi-turn tool calling is a core evaluation scenario for large language model (LLM) agents. On public tool-calling benchmarks, open-weight models now approach or even surpass clos…