Sparcent: faster multi-vector dense retrieval with sparse centroid indices

Multi-vector dense retrieval methods have set the state-of-the-art retrieval quality on ranking tasks. However, the superior effectiveness of such methods comes with substantial computational overhead, which makes their deployment in large-scale search engines infeasible. As a remedy, we propose a n