3 papers
cs.CL2025
Improving Retrieval-Augmented Neural Machine Translation with Monolingual Data
Maxime Bouthors, Josep Crego, François Yvon
Conventional retrieval-augmented neural machine translation (RANMT) systems leverage bilingual corpora, e.g., translation memories (TMs). Yet, in many settings, monolingual corpora…
cs.CL2024
Optimizing example selection for retrieval-augmented machine translation with translation memories
Maxime Bouthors, Josep Crego, François Yvon
Retrieval-augmented machine translation leverages examples from a translation memory by retrieving similar instances. These examples are used to condition the predictions of a neur…
cs.CL2024
Retrieving Examples from Memory for Retrieval Augmented Neural Machine Translation: A Systematic Comparison
Maxime Bouthors, Josep Crego, Francois Yvon
Retrieval-Augmented Neural Machine Translation (RAMT) architectures retrieve examples from memory to guide the generation process. While most works in this trend explore new ways t…