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Adversarial training for unsupervised bilingual lexicon induction
Word embeddings are well known to capture linguistic regularities of the language on which
they are trained. Researchers also observe that these regularities can transfer across …
they are trained. Researchers also observe that these regularities can transfer across …
Improving machine translation performance by exploiting non-parallel corpora
DS Munteanu, D Marcu - Computational Linguistics, 2005 - direct.mit.edu
We present a novel method for discovering parallel sentences in comparable, non-parallel
corpora. We train a maximum entropy classifier that, given a pair of sentences, can reliably …
corpora. We train a maximum entropy classifier that, given a pair of sentences, can reliably …
[PDF][PDF] Aligning sentences from standard wikipedia to simple wikipedia
This work improves monolingual sentence alignment for text simplification, specifically for
text in standard and simple Wikipedia. We introduce a method that improves over past efforts …
text in standard and simple Wikipedia. We introduce a method that improves over past efforts …
[PDF][PDF] Extracting parallel sub-sentential fragments from non-parallel corpora
DS Munteanu, D Marcu - … of the 21st international conference on …, 2006 - aclanthology.org
We present a novel method for extracting parallel sub-sentential fragments from
comparable, non-parallel bilingual corpora. By analyzing potentially similar sentence pairs …
comparable, non-parallel bilingual corpora. By analyzing potentially similar sentence pairs …
Extracting lexically divergent paraphrases from Twitter
Abstract We present MultiP (Multi-instance Learning Paraphrase Model), a new model
suited to identify paraphrases within the short messages on Twitter. We jointly model …
suited to identify paraphrases within the short messages on Twitter. We jointly model …
Clear-simple corpus for medical french
N Grabar, R Cardon - ATA, 2018 - shs.hal.science
Availability of corpora with technical and simplified contents is crucial for the development
and test of methods for text simplification. We describe this kind of corpus for the French …
and test of methods for text simplification. We describe this kind of corpus for the French …
[PDF][PDF] On the use of comparable corpora to improve SMT performance
We present a simple and effective method for extracting parallel sentences from comparable
corpora. We employ a statistical machine translation (SMT) system built from small amounts …
corpora. We employ a statistical machine translation (SMT) system built from small amounts …
MT-based sentence alignment for OCR-generated parallel texts
The performance of current sentence alignment tools varies according to the to-bealigned
texts. We have found existing tools unsuitable for hard-to-align parallel texts and describe an …
texts. We have found existing tools unsuitable for hard-to-align parallel texts and describe an …
[PDF][PDF] Towards Zero Unknown Word in Neural Machine Translation.
Neural Machine translation has shown promising results in recent years. In order to control
the computational complexity, NMT has to employ a small vocabulary, and massive rare …
the computational complexity, NMT has to employ a small vocabulary, and massive rare …
Statistical machine translation enhancements through linguistic levels: A survey
Machine translation can be considered a highly interdisciplinary and multidisciplinary field
because it is approached from the point of view of human translators, engineers, computer …
because it is approached from the point of view of human translators, engineers, computer …