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cs.IR 1

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2026 1

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STORM: Stepwise Token Optimization with Reward-Guided Beam Search

cs.IR · 2026-06-09 · unverdicted · novelty 6.0

STORM trains lexical query rewriters via reward-guided beam search that converts retrieval metrics into stepwise token signals, enabling 0.6B-8B models to rival dense retrievers on TREC, BEIR and MIRACL without index changes.

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  • STORM: Stepwise Token Optimization with Reward-Guided Beam Search cs.IR · 2026-06-09 · unverdicted · none · ref 42

    STORM trains lexical query rewriters via reward-guided beam search that converts retrieval metrics into stepwise token signals, enabling 0.6B-8B models to rival dense retrievers on TREC, BEIR and MIRACL without index changes.