Xiaojing Li

Self-Improving Sparse Retrieval Through Heuristic Representation Refinement and Representation-Focused Learning

Learnable sparse retrieval (LSR) models encode texts into high-dimensional sparse representations, supporting token-level expansion beyond the original text and addressing the vocabulary mismatch problem in traditional bag-of-words retrieval. However, in the absence of representation-level supervisi