Author

Jinling He

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#artificial intelligence Preprint Oct 2026

Word-Level Text Unmixing via Evidence-Preserving Ownership Routing with Language Models

Text from multiple sources can become interleaved into a single sequence when attribution metadata is lost, such as overlapping speech transcripts, document reading flows, or concurrent agent streams. We formalize this challenge as Word-Level Text Unmixing: given an interleaved lexical stream and source count K, recove...

Jin-Ling He, Si-Yang Jiang, Li-Xing He et al. · 0 citations

Dec 2025

StellarTTS: Sparse Temporal Embedding for Low-Latency and Robust Speech Synthesis

StellarTTS is introduced, a novel mobile-optimized NAR TTS framework based on a sparse temporal embedding strategy, enabling granular control of phoneme duration, pronunciation, and prosody and a semantic-aware codec that facilitates efficient single-stage decoding.

Kaicheng Luo, Xue-Fei Gong, Yu-Tao Sun et al. · Automatic Speech Recognition... · 0 citations