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[PDF] Top 20 Cross Lingual Word Embeddings and the Structure of the Human Bilingual Lexicon

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Cross Lingual Word Embeddings and the Structure of the Human Bilingual Lexicon

Cross Lingual Word Embeddings and the Structure of the Human Bilingual Lexicon

... English word pairs that shared a trans- lation in Hebrew ...are cross-linguistically similar in form but not in meaning, such as the English-Italian es- tate, which in Italian means summer, and true friends ... See full document

11

Revisiting Adversarial Autoencoder for Unsupervised Word Translation with Cycle Consistency and Improved Training

Revisiting Adversarial Autoencoder for Unsupervised Word Translation with Cycle Consistency and Improved Training

... Learning cross-lingual word embeddings has been shown to be an effective way to transfer knowl- edge from one language to another for many key linguistic tasks including machine translation, ... See full document

11

A Resource Free Evaluation Metric for Cross Lingual Word Embeddings Based on Graph Modularity

A Resource Free Evaluation Metric for Cross Lingual Word Embeddings Based on Graph Modularity

... Cross-lingual word embeddings encode the meaning of words from different languages into a shared low-dimensional ...that word similarity should be indepen- dent of language—i.e., ... See full document

11

Cross Lingual Word Embeddings for Low Resource Language Modeling

Cross Lingual Word Embeddings for Low Resource Language Modeling

... on cross- lingual word embeddings (CLWEs), which learn word embeddings using information from multi- ple ...quality embeddings can be learnt even in the absence of ... See full document

11

Sparse Bilingual Word Representations for Cross lingual Lexical Entailment

Sparse Bilingual Word Representations for Cross lingual Lexical Entailment

... translation lexicon induction or docu- ment ...requires bilingual repre- sentations to capture both the full range of word con- texts observed in original language texts, as well as ... See full document

11

BiFrameNet: Bilingual Frame Semantics Resource Construction by Cross lingual Induction

BiFrameNet: Bilingual Frame Semantics Resource Construction by Cross lingual Induction

... a bilingual semantic network—the BiFrameNet, to enhance statistical and transfer-based machine translation ...semantic structure transfers between English and ...of lexicon by ...Chinese word ... See full document

7

Unsupervised Bilingual Lexicon Induction from Mono-Lingual Multimodal Data

Unsupervised Bilingual Lexicon Induction from Mono-Lingual Multimodal Data

... for bilingual lexicon induction: text-based and vision- based ...utilize word co- occurrences in different languages as clue for word align- ...in word representation based on deep ... See full document

8

Learning Crosslingual Word Embeddings without Bilingual Corpora

Learning Crosslingual Word Embeddings without Bilingual Corpora

... learn bilingual cor- respondences from monolingual ...mono- lingual data efficiently, representing monolingual and bilingual properties of ...gual lexicon induction task, competitive result on ... See full document

11

Bilingual Word Embeddings from Non Parallel Document Aligned Data Applied to Bilingual Lexicon Induction

Bilingual Word Embeddings from Non Parallel Document Aligned Data Applied to Bilingual Lexicon Induction

... Exp III: BWESG+cos vs. BWE-Based BLI We also compare our BWESG BLI model with two other models that are most similar to ours in spirit, as they also induce shared cross-lingual word em- bedding ... See full document

7

Bilingual Sentiment Embeddings: Joint Projection of Sentiment Across Languages

Bilingual Sentiment Embeddings: Joint Projection of Sentiment Across Languages

... in cross-lingual sentiment analysis found that machine translation (M T ) had reached a point of maturity that enabled the transfer of sentiment across ...used word alignments to project sentiment ... See full document

11

A Multi task Learning Approach to Adapting Bilingual Word Embeddings for Cross lingual Named Entity Recognition

A Multi task Learning Approach to Adapting Bilingual Word Embeddings for Cross lingual Named Entity Recognition

... Wanxiang Che, Mengqiu Wang, Christopher D. Man- ning, and Ting Liu. 2013. Named entity recogni- tion with bilingual constraints. In Proceedings of the 2013 Conference of the North American Chapter of the ... See full document

6

Bilingual Lexicon Induction through Unsupervised Machine Translation

Bilingual Lexicon Induction through Unsupervised Machine Translation

... on bilingual lexicon induction by align- ing independently trained word embeddings in two languages and using the resulting cross- lingual embeddings to induce word ... See full document

6

Weakly Supervised Concept based Adversarial Learning for Cross lingual Word Embeddings

Weakly Supervised Concept based Adversarial Learning for Cross lingual Word Embeddings

... on bilingual lexicon ...crosslingual word embeddings for only one language pair, their approach allows them to train crosslingual word embeddings for many lan- guage pairs at the ... See full document

12

A Strong Baseline for Learning Cross Lingual Word Embeddings from Sentence Alignments

A Strong Baseline for Learning Cross Lingual Word Embeddings from Sentence Alignments

... monolingual embeddings. We as- sume that the same is true for cross-lingual embed- dings, and use their recommended settings across all algorithms (where ...every word that appeared at least ... See full document

10

A Comparison of Word Embeddings for English and Cross Lingual Chinese Word Sense Disambiguation

A Comparison of Word Embeddings for English and Cross Lingual Chinese Word Sense Disambiguation

... this Cross-Lingual WSD dataset, we integrate the top-performing system using word embeddings and the trained models into a fork of the WordNews ...using word embed- dings for supervised ... See full document

10

Neural Cross Lingual Relation Extraction Based on Bilingual Word Embedding Mapping

Neural Cross Lingual Relation Extraction Based on Bilingual Word Embedding Mapping

... for cross-lingual RE model transfer based on bilingual word embedding ...projects word embeddings from a target lan- guage to a source language, so that a well- trained ... See full document

11

Cross Lingual Word Representations via Spectral Graph Embeddings

Cross Lingual Word Representations via Spectral Graph Embeddings

... Cross-lingual word embeddings are used for cross-lingual information retrieval or domain ...gual word embeddings based on canoni- cal correlation analysis (CCA), to ... See full document

6

Learning Bilingual Sentiment Word Embeddings for Cross language Sentiment Classification

Learning Bilingual Sentiment Word Embeddings for Cross language Sentiment Classification

... learned bilingual representations with aligned sentences through- out two phases: the language-specific represen- tation learning phase and the shared representa- tion learning ...learn bilingual repre- ... See full document

11

Learning Cross lingual Word Embeddings via Matrix Co factorization

Learning Cross lingual Word Embeddings via Matrix Co factorization

... learn word embeddings in multi- ple languages via matrix factorization, with in- duced constraints to assure cross-lingual seman- tic ...mono- lingual and cross-lingual ... See full document

6

Cross-Lingual Word Embeddings for Morphologically Rich Languages

Cross-Lingual Word Embeddings for Morphologically Rich Languages

... Cross-lingual word embedding models learn a shared vector space for two or more lan- guages so that words with similar meaning are represented by similar vectors regardless of their ...of ... See full document

7

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