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Yee Whye Teh

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#natural language process... Preprint Sep 2026

Explore Before Committing: Hypothesis-Guided Search for Deep Research Agents

HypoSearch is proposed, which generates lightweight hypotheses as soft search hints, explores them through bounded independent branches, and compares branch-level evidence before commitment, and consistently outperforms single-trajectory search and standard parallel baselines.

Ruochen Zhou, Zheng-Zong Chen, Luan Zhang et al. · 0 citations
Preprint Aug 2026

FaithformBench: Benchmarking Faithfulness of Mathematical Chain-of-Thought Autoformalisation

A new benchmark for AF faithfulness is proposed that is cheap to apply, sound under weak assumptions, and assesses both positive and negative examples, and measuring validity preservation on unperturbed steps and invalidity preservation on perturbed steps is applied.

Rob Cornish, Iacopo Ghinassi, Po-Hung Yeh et al. · 1 citation

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