2 papers
cs.SD2026
Nudging Hidden States: Training-Free Model Steering for Chain-of-Thought Reasoning in Large Audio-Language Models
Lok-Lam Ieong, Chia-Chien Chen, Chih-Kai Yang +3
Chain-of-thought (CoT) prompting has been extended to large audio-language models (LALMs) to elicit reasoning, yet enhancing its effectiveness without training remains challenging.…
cs.CL2025
Knowledge Graph-Guided Multi-Agent Distillation for Reliable Industrial Question Answering with Datasets
Jiqun Pan, Zhenke Duan, Jiani Tu +2
Industrial question-answering (QA) systems require higher safety and reliability than general-purpose dialogue models, as errors in high-risk scenarios such as equipment fault diag…