Papers with unambiguous translation dictionaries

1 papers
Learning to Translate Ambiguous Terminology by Preference Optimization on Post-Edits (2025.emnlp-industry)

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Challenge: Ambiguous terminology can make translation difficult, especially in corporate contexts.
Approach: They propose to learn how to disambiguate terminology based on human post-edits . they use preference optimization to optimize for correctness using the term post-Edit .
Outcome: The proposed framework improves term accuracy over a translation oriented LLM without significant losses in COMET score.

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