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Book Open access Jul 2026

Constructing Hard-Positive Query–Document Pairs for Dense Retrieval via Phrase Representativeness

This work defines model-specific Token and Phrase Representativeness Scores (TRS/PRS) to discover tokens and key phrases that appear in a document but are poorly expressed by its embedding, which improve retrieval on a constructed hard-positive benchmark and can also improve standard in-domain retrieval benchmarks.

Zhanyu Wu, Richong Zhang, Zhijie Nie · 0 citations