DataFunSummit
May 23, 2023 · Artificial Intelligence
Continuous Semantic Enhancement for Neural Machine Translation: Methodology, Experiments, and Community Deployment
This article introduces a continuous semantic enhancement approach for neural machine translation that overcomes the limitations of discrete data‑augmentation techniques, details the neighbor risk minimization training objective, presents benchmark improvements on ACL‑2022 datasets, and describes practical deployment and fine‑tuning workflows in the Modu community.
continuous semantic augmentationcontrastive learningdata augmentation
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