Классификатор домена
method
ID: domainclassifier
Related Papers
Generalised Unsupervised Domain Adaptation of Neural Machine Translation with Cross-Lingual Data Selection
AbstractThis paper considers the unsupervised domain adaptation problem for neural machine translation (NMT), where we assume the access to only monolingual text in either the source or target language in …...
Domain Classification-based Source-specific Term Penalization for Domain Adaptation in Hate-speech Detection
AbstractState-of-the-art approaches for hate-speech detection usually exhibit poor performance in out-of-domain settings. This occurs, typically, due to classifiers overemphasizing source-specific information that negatively impacts its domain invariance. Prior work has …...
Improving Both Domain Robustness and Domain Adaptability in Machine Translation
AbstractWe consider two problems of NMT domain adaptation using meta-learning. First, we want to reach domain robustness, i.e., we want to reach high quality on both domains seen in the …...