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Pingchuan Yan

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Jul 2026

When Specifications Conflict: A Symmetry-Based Framework for Measuring LLM Preferences

The framework provides a unified approach for measuring how LLMs resolve conflicts between competing sources of information, and extends to heterogeneous specification conflicts in Boolean algebra, code generation, and the clinical domain, demonstrating its applicability across diverse tasks and specification forms.

Tairan Wang, Liang Zhou, Zikang Zhan et al. · 0 citations

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