Ruize Gao

Nearest Neighbor Machine Translation is Meta-Optimizer on Output Projection Layer

2023 · arXiv (Cornell University)

Nearest Neighbor Machine Translation ($k$NN-MT) has achieved great success in domain adaptation tasks by integrating pre-trained Neural Machine Translation (NMT) models with domain-specific token-level retrieval. However, the reasons underlying its success have not been thoroughly …