Test-Time Optimization of Query Embeddings with Ranking Aware Reward Maximization

Tianyu Chen, Jiaxing Wu

Dense retrievers rank documents using vector similarity between a frozen encoder and a precomputed index. While test-time ranking rewards from a reranker or LLM judge can improve r…