PDEU-Bench: Benchmarking the Personalized Planning Lifecycle of Tool-Calling LLM Agents.

arXiv:2609.34930v1 Announce Type: new Abstract: Large language model (LLM) agents are evolving from tool-calling systems that execute isolated instructions into task-oriented agents that pursue user goals through sustained, multi-step interactions. However, ex