@InProceedings{jehl-riezler:2016:COLING,
  author    = {Jehl, Laura  and  Riezler, Stefan},
  title     = {Learning to translate from graded and negative relevance information},
  booktitle = {Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers},
  month     = {December},
  year      = {2016},
  address   = {Osaka, Japan},
  publisher = {The COLING 2016 Organizing Committee},
  pages     = {3156--3166},
  abstract  = {We present an approach for learning to translate by exploiting cross-lingual
	link structure in multilingual document collections. We propose a new learning
	objective based on structured ramp loss, which learns from graded relevance,
	explicitly including negative relevance information. Our results on English
	German translation of Wikipedia entries show small, but significant,
	improvements of our method over an unadapted baseline, even when only a weak
	relevance signal is used. We also compare our method to monolingual language
	model adaptation and automatic pseudo-parallel data extraction and find small
	improvements even over these strong baselines.},
  url       = {http://aclweb.org/anthology/C16-1297}
}