Stochastic backtracking with subpool selection and power backtrack SMC over persistent prefix pools improves accuracy per token in PRM-guided test-time scaling for mathematical reasoning.
O’Donnell, Ryan Cotterell, and Tim Vieira
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2representative citing papers
A twisted sequential Monte Carlo decoder with surface automata improves exact constraint satisfaction in structured text generation over standard decoding baselines across three benchmarks.
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LatticeBridge: Rare-Event Sequential Inference for Faithful Structured Sequence Synthesis
A twisted sequential Monte Carlo decoder with surface automata improves exact constraint satisfaction in structured text generation over standard decoding baselines across three benchmarks.