Mengxiang Chen

E-commerce search LLMs can be made both more knowledgeable and secure via a surprisingly simple three-stage framework of data synthesis, parameter-efficient pre-training, and dual-path alignment.

LLMs can plan effective e-commerce searches within strict latency budgets by first probing the retrieval environment to ground their reasoning.