Author

Guo-Jie Song

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#artificial intelligence Preprint Sep 2026

Values as Style: Disentangling Values from Semantics with One-Way Mixing for Low-Damage LLM Steering

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

#artificial intelligence Preprint Sep 2026

VISTA: Value-Informed Event Appraisal for Multimodal Emotion Conflict

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

#artificial intelligence Preprint Sep 2026

Harness-Zero: Harness Distillation via Agent-as-Harness

This work introduces Harness-Zero, which enables harness distillation through agent-as-harness, and shows that for frontier LLMs using the same evolved harness, agent-as-harness outperforms code-as-harness.

Hao-Ran Ye, Yuxing Lu, Hao-Nan Dong et al. · 5 citations · ⚡1