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Yao-Han Guan

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#natural language process... Preprint Sep 2026

Who Are They to Each Other? Multi-Agent Reasoning for Speaker Relationship Inference

Inferring speaker relationships from spoken conversations is an important step towards socially aware speech understanding. However, this task remains underexplored, and supervised modeling is costly to train and scale. At the same time, existing inference-time LLM approaches provide limited structure for handling subt...

Yao-Han Guan, Yen-Ju Lu, Yu-Zhe Wang et al. · 0 citations

Preprint Aug 2026

When Text Misleads: Inconsistent-Aware Reasoning for Audio-Grounded Dialogue

A scalable framework that identifies text-biased surface interpretations and converts disagreement regions into conflict QA examples and develops an agentic-style reasoning framework that converts speech into an Audio Twin, a text-readable representation of localized acoustic cues that exposes acoustic evidence to the...

Yen-Ju Lu, Yu-Zhe Wang, Yao-Han Guan et al. · 1 citation