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arXiv — cs.AI

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

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…

arXiv — cs.AIBy: Ziyang Xu, Haitian Zhong, Hao Zhou, Hao Qin, Chenhan Jin, Te Qi, Shengze Xu, Tieyong ZengSeptember 30, 2026 (Sep 30)
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  • 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
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More Programs or More Rolls? Separating Coverage from Specialization in LLM Harnesses

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