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Rank-Biased Quality Measurement for Sets and Rankings
Experiments often result in the need to compare an observation against a reference, where
observation and reference are selections made from some specified domain. The goal is to …
observation and reference are selections made from some specified domain. The goal is to …
[PDF][PDF] Efficient Constant-Space Multi-Vector Retrieval
S MacAvaney, A Mallia, N Tonellotto - 2024 - antoniomallia.it
Multi-vector retrieval methods, exemplified by the ColBERT architecture, have shown
substantial promise for retrieval by providing strong trade-offs in terms of retrieval latency …
substantial promise for retrieval by providing strong trade-offs in terms of retrieval latency …
[PDF][PDF] ColBERT-serve: Efficient Multi-Stage Memory-Mapped Scoring
K Huang, T Venkatesh, U Dingankar, A Mallia… - antoniomallia.it
We study serving retrieval models, particularly late interaction retrievers like ColBERT, to
many concurrent users at once and under a small budget, in which the index may not fit in …
many concurrent users at once and under a small budget, in which the index may not fit in …
[PDF][PDF] E2Rank: Efficient and Effective Layer-wise Reranking
C Campagnano, A Mallia, J Pertschuk, F Silvestri - Architecture - antoniomallia.it
Reranking models are critical to enhancing the quality of retrieval systems by refining initial
search results based on query relevance. Among these, cross-encoders demonstrate higher …
search results based on query relevance. Among these, cross-encoders demonstrate higher …