No More K-means: Single-Stage Sparse Coding for Efficient Multi-Vector Retrieval.

arXiv:2605.30120v4 Announce Type: replace-cross Abstract: Multi-vector retrieval (MVR) models, exemplified by ColBERT, have established new benchmarks in retrieval accuracy by preserving fine-grained token-level interactions. However, this granularity imposes