# More Programs or More Rolls? Separating Coverage from Specialization in LLM Harnesses

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 30 қыркүйек
**Author:** Ziyang Xu, Haitian Zhong, Hao Zhou, Hao Qin, Chenhan Jin, Te Qi, Shengze Xu, Tieyong Zeng
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/more-programs-or-more-rolls-separating-coverage-from-specialization-in-l

arXiv:2609.35873v1 Announce Type: new Abstract: Automated generation of LLM harnesses promises to improve inference through task specialization. Yet additional answer coverage can arise from repeated execution of the same program, making specialization difficult to identify. We…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2609.35873)

**Тегтер:** #arXiv

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