Author

Hengchao Shang

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#artificial intelligence Preprint Sep 2026

Tag-Aware Structured Text Translation: Towards a Systematic Understanding

Internet texts are replete with format tags that carry structural, semantic, and functional meaning. Current large language model (LLM)-based translation systems struggle to balance translation fluency with tag fidelity when processing tagged text. We argue that resolving this tension requires a systematic approach at...

Zhanglin Wu, Hengchao Shang, Dai-Meng Wei et al. · 0 citations

#natural language process... Mar 2026

Cross-Preference Learning for Sentence-Level and Context-Aware Machine Translation

Cross-Preference Learning (CPL) is proposed, a preference-based training framework that explicitly captures the complementary benefits of sentence-level and context-aware MT, by integrating both intra- and cross-condition preferences into the preference optimization objective.

Ying Li, Xinglin Lyu, Junhui Li et al. · arXiv.org · 2 citations