Value steering should change an LLM's normative priorities while preserving the scenario, facts, and task constraints underlying its answer. Conventional activation edits often change both. We introduce an editable semantic-value interface on frozen residual states, with a one-way semantic-to-value pathway that grounds...
Jia-Le Dai, Hong-Can Deng, Liu-Xian Ma et al.· 0 citations
VITA (Value-Informed Semantic Trust Arbitration), a learned seven-field appraisal interface that conditions modality arbitration on concerns, event relations, and expression conditions while retaining a joint-evidence residual, is introduced.
Jia-Le Dai, Liu-Xian Ma, Xiao-Ke Niu et al.· 0 citations
Agent harnesses, the external systems that mediate model-environment interaction, can substantially improve agent performance, but their gains remain tied to the harness at deployment. Because the best harness varies across domains, instances, and models, a general-purpose agent must either settle for a suboptimal shar...
Hao-Ran Ye, Yuxing Lu, Hao-Nan Dong et al.· 4 citations· ⚡1
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