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nmt_instance_weighting

This is the instruction of implementation for the paper "Instance Weighting for Neural Machine Translation Domain Adaptation".

For the sentence weigting and domian weighting, you just need to add a weight to the NMT objective function.

For the batch weighting method, you can refer to the original Nematus settings: domain_interpolation_data_iterator.py

@InProceedings{wang-EtAl:2017:EMNLP20174,

author = {Wang, Rui and Utiyama, Masao and Liu, Lemao and Chen, Kehai and Sumita, Eiichiro},

title = {Instance Weighting for Neural Machine Translation Domain Adaptation},

booktitle = {Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing},

month = {September},

year = {2017},

address = {Copenhagen, Denmark},

pages = {1482--1488},

url = {https://www.aclweb.org/anthology/D17-1155} }

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