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More Programs or More Rolls? Separating Coverage from Specialization in LLM Harnesses
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task specializationLLM harnessesevaluation standards
2609.35873
Builder Relevance
1h ago70%
Abstract
The paper evaluates the effectiveness of automated LLM harnesses in improving inference through task specialization and highlights the challenges in identifying specialization due to answer coverage.
Reality Card
Core Claim
The study establishes that coverage and repeatability alone cannot justify claims of useful specialization in LLM harnesses.
Method / Result
Identical programs yield 2.16 percentage points of repeat-averaged oracle headroom.
Limitations
Stable complementarity remains unresolved at three repeats, indicating potential issues in reproducibility.
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