Author

Tian-Chi Liu

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Preprint Oct 2026

TS-SP: Learning Speaker-Preserving Representations in Audio Large Language Models

Audio large language models (ALLMs) can understand speech content, yet their ability to use speaker identity for verification remains limited. We propose TS-SP (Two-Stage Speaker Preservation), a parameter-efficient framework for learning speaker-preserving representations and making them accessible to an ALLM's langua...

Jun-Jie Li, Zheng Liang, Zhe Li et al. · 0 citations

Preprint Aug 2026

EmoTra-TTS: Smooth Intra-Utterance Emotion Transitions for Speech Synthesis

A multi-pass flow blending pipeline synthesizes frame-aligned transition audio, circumventing the scarcity of natural intra-utterance transitions, and dual-stage Valence-Arousal-Dominance conditioning guides prosodic planning in the LLM and acoustic realization in the flow decoder via frame-level VAD embeddings.

Tian-Chi Liu, Ze-Yang Song, Tian-Rui Wang et al. · 6 citations