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Bo-Ao Hu

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#artificial intelligence Preprint Sep 2026

Hearsay: Can an Auditor Trust the Record a Deployed Agent Harness Writes?

An agent harness, the code that turns a model into an agent, writes its own record of each run, and that record is all a later reader gets when a run is disputed, investigated or audited. We call a record evidentiary when a reader who was not there can check it without trusting the writer. Across sixteen deployed frame...

Jia-Hong Dai, Zhuo-Chen Yang, Pengyang Shao et al. · 1 citation
Aug 2026

Multi-model relevance-guided reverse reasoning: improving chain-of-thought with small models

This work proposes Multi-model Relevance-Guided Reverse Reasoning (MRGRR), which uses a target model and auxiliary models to generate reverse reasoning prompt candidates and shows higher average accuracy than six CoT baselines.

Bo-Ao Hu, Yingxun Fu, Li Ma · 0 citations

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