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

Jinglin He et al.
arXiv CS · Papers
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artificial-intelligenceknowledge-representationreasoning
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 so
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