Xiao-Xiao Li

Learning to Ask: Information Acquisition for SLM-LLM Collaboration, under a budget

This work forms SLM-LLM collaboration as an information acquisition problem, under an API budget constraint, and develops a three-stage RLVR framework that learns whether to call the advisor, how to formulate useful queries, and how to integrate the collaboration into the reasoning process by jointly refining advisor i...