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#natural language process... Preprint Oct 2026

Learning When to Think: Utility-Guided Adaptive Reasoning for Efficient Text Retrieval

Reasoning-conditioned embeddings can improve retrieval by progressively refining semantic constraints. However, additional reasoning may introduce over-generalized or semantically noisy abstractions that weaken retrieval specificity. Existing methods largely supervise reasoning through final retrieval outcomes, providi...

Yingtao Luo, Kang-Yi Zhao, Shi-Yi Du et al. · 0 citations

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