[PDF] Top 20 Bilingual Lexicon Induction through Unsupervised Machine Translation

... an unsupervised phrase-based statistical machine translation system (Lample et ...extract translation candidates by taking the 100 nearest-neighbors of each source phrase, and score them with ... See full document

... statistical machine translation (SMT) without annotated data, and bilin- gual UWS can even optimize segmenta- tion for ...words through Dirichlet process (DP) models or Pitman-Yor process (PYP) ... See full document

... monolingual model with the same length factor. The bilingual version consistently performed bet- ter than the monolingual model in all language pairs. This tells us we can learn better token boundaries by using ... See full document

... BLE can be used to address the accuracy problem of SMT, which estimates comparable features for the translation pairs in the translation model (Klemen- tiev et al., 2012). BLE also can be used to address ... See full document

... identity translation if the source word appeared in the target ...identity translation component; with the identity component included, however, the embed- ding extension method alone was best for English- ... See full document

... pervised machine translation (MT) ...ial, unsupervised alignment of word em- bedding spaces for bilingual dictionary in- duction (Conneau et ...current unsupervised MT: un- supervised ... See full document

... grammar induction, which is capable of incorporating arbitrary ...and translation boundary information, we significantly outperform a compet- itive hierarchical phrased-based baseline system by ... See full document

... inform bilingual lexicon induction (Rapp, 1995; Fung and Yee, 1998; Rapp, 1999; Schafer and Yarowsky, 2002; Schafer, 2006; Klementiev and Roth, 2006; Koehn and Knight, 2002; Haghighi et ...an ... See full document

... adequate translation in the target ...handled through the use of external linguistic resources such as bilingual dictionaries or simple-word alignment ...a translation relation between each ... See full document

... in machine translation, a docu- ment corresponds to a ...language) translation candidates from an indexed monolingual ...a bilingual lexicon, and a in- dexer to build the inverted files ... See full document

... Bilingual lexicon induction is the task of finding words that share a common meaning across differ- ent ...statistical machine translation (Och and Ney, ...shared bilingual space ... See full document

... for Bilingual Lexicon Induction (BLI), which we call Hub- less Nearest Neighbor ...a lexicon of translation equivalents such as, bank:banc or bank:banque automatically from non-parallel ... See full document

... word translation disam- biguation into the bilingual lexicon, by consi- dering the associated words that co-occur with the input ...a bilingual dictionary, and constructed a correla- tion ... See full document

... on Machine Transla- tion (MT) have proven popular due to the scarcity of labeled paraphrase pairs (Callison-Burch, 2007; Mallinson et ...Conceptually, translation is ap- pealing since it abstracts semantic ... See full document

... English-French lexicon used in the cross-language search engine and the bilingual reformulator has had a significant impact on the result of the EBMT ...for translation quality of Moses than large ... See full document

... of translation equivalence are by measuring the correla- tion of how the different signals rank the translations of 1,000 words in each ...that bilingual lexicon induction is more accurate for ... See full document

... Supervised cross-lingual embedding. Inspired by the isometric observation between monolin- gual word embeddings of two different lan- guages, Mikolov et al. (2013b) propose to learn cross-lingual word mapping by ... See full document

... truth bilingual lexicon is obtained by performing word alignment on a parallel ...constructed bilingual lexicon to be nois- ier than the ones we use for the other language pairs; it often ... See full document

... The accuracy on English–French is particularly low (2.3%), which indicates that the unidirectional approach completely breaks down when the initial seed set contains fewer than 200 pairs. Too many incorrect ... See full document

... Bilingual lexicon induction, translating words from the source language to the target language, is a long-standing nat- ural language processing ...the lexicon in- duction without reliance on ... See full document