Probe-then-Plan: Environment-Aware Planning for Industrial E-commerce Search

Mengxiang Chen, Zhouwei Zhai, Jin Li

Modern e-commerce search is evolving to resolve complex user intents. While Large Language Models (LLMs) offer strong reasoning, existing LLM-based paradigms face a fundamental bli…