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Author

Che-Yu Lin

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2025

Beyond Oracle: Verifier-Supervision for Instruction Hierarchy in Reasoning and Instruction-Tuned LLMs

A unified supervision framework is introduced that embeds programmatically verifiable checkers into synthesized instruction-conflict instances, enabling alignment without oracle labels or reasoning traces, supporting both instruction-tuned and reasoning models.

Sian-Yao Huang, Li-Hsien Chang, Che-Yu Lin et al. · 4 citations