Author

Xiluo He

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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 reasoning model.

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

#artificial intelligence Mar 2026

Reconstruct! Don't Encode: Self-Supervised Representation Reconstruction Loss for High-Intelligibility and Low-Latency Streaming Neural Audio Codec

It is demonstrated that self-supervised representation reconstruction (SSRR) loss fundamentally improves codec training and performance, and enhances intelligibility by reconstructing distilled self-supervised representations from codec outputs.

Junhyeok Lee, Xiluo He, Jihwan Lee et al. · arXiv.org · 2 citations