Reasoning over Boundaries: Enhancing Specification Alignment via Test-time Deliberation 事件

Reasoning over Boundaries: Enhancing Specification Alignment via Test-time Deliberation arXiv:2509.14760v3 Announce Type: replace Abstract: Large language models (LLMs) are increasingly applied in diverse real-world scenarios, each governed by bespoke behavioral and safety specifications (spec) custom-tailored by users or organizations. These spec, categorized into safety-spec and behavioral-spec, vary across scenarios and evolve with changing preferences and requirements. We formalize this cha