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Levent Ozgur

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Preprint Aug 2026

Navigation-Informed Embeddings: Dense-Retriever Adaptation from Agent Search Traces

Agentic retrieval workflows produce query, retrieval, and stopping traces as a byproduct of answering questions. We study how these traces can adapt a deployed dense retriever to changing workflow distributions without new relevance labels, synthetic queries, or LLM judgments. We introduce Navigation-Informed Embedding...

Shrey B. Shah, Levent Ozgur · 0 citations

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