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Li-Xing 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

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