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Optimizing Test-Time Query Representations for Dense Retrieval

Optimizing Test-Time Query Representations for Dense Retrieval

Recent developments of dense retrieval rely on quality representations of queries and contexts from pre-trained query and context encoders. In this paper, we introduce TOUR (Test-Time Optimization of Query Representations), which further optimizes instance-level query representations guided by signals from test-time retrieval results. We leverage a cross-encoder re-ranker to provide …