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Zhan Shen

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#natural language process... Preprint Sep 2026

Doc2FRC: Length-Consistent Document-Level Machine Translation via Fixed-Range Chunking

Advanced large language models (LLMs) with long context windows can substantially reduce input truncation in document-level machine translation (DocMT). However, direct Doc2Doc translation remains prone to n-gram repetition and progressive quality degradation. A common remedy is to segment the document into finer-grain...

Xiao-Tian Wang, You-Yuan Lin, Zhan Shen et al. · 0 citations