# What Do Rationales Communicate? A Message-Intervention Study in Role-Specialized QA

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 2 қазан
**Author:** Jiameng Zhang, Hongqiu Wu
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/what-do-rationales-communicate-a-message-intervention-study-in-role-spec

Role-specialized QA pipelines increasingly pass rationales from a reasoner to a verifier, but it is unclear what this message actually buys: better answers, stronger support assessment, or a new failure surface. We introduce a message-intervention diagnostic that fixes the…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2610.00018)

**Тегтер:** #arXiv #DeepSeek

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