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Steve DeNeefe

1 accepted papers

2024

Domain adapted machine translation: What does catastrophic forgetting forget and why?

EMNLP 2024main

Neural Machine Translation (NMT) models can be specialized by domain adaptation, often involving fine-tuning on a dataset of interest. This process risks catastrophic forgetting: rapid loss of generic translation quality. Forgetting has been widely observed, with many mitigation methods proposed. Ho…