Bilingual Lexicon Induction

19 papers with code • 0 benchmarks • 0 datasets

Translate words from one language to another.

Datasets


Latest papers with code

Combining Static Word Embeddings and Contextual Representations for Bilingual Lexicon Induction

zjpbinary/CSCBLI 6 Jun 2021

Bilingual Lexicon Induction (BLI) aims to map words in one language to their translations in another, and is typically through learning linear projections to align monolingual word representation spaces.

Bilingual Lexicon Induction Word Embeddings

5
06 Jun 2021

Evaluating Word Embeddings with Categorical Modularity

enscma2/categorical-modularity 2 Jun 2021

We find moderate to strong positive correlations between categorical modularity and performance on the monolingual tasks of sentiment analysis and word similarity calculation and on the cross-lingual task of bilingual lexicon induction both to and from English.

Bilingual Lexicon Induction Sentiment Analysis +2

1
02 Jun 2021

Cross-Lingual Word Embedding Refinement by $\ell_{1}$ Norm Optimisation

Pzoom522/L1-Refinement 11 Apr 2021

It is therefore recommended that this strategy be adopted as a standard for CLWE methods.

Bilingual Lexicon Induction Cross-Lingual Transfer +2

12
11 Apr 2021

Improving the Lexical Ability of Pretrained Language Models for Unsupervised Neural Machine Translation

alexandra-chron/lexical_xlm_relm NAACL 2021

Successful methods for unsupervised neural machine translation (UNMT) employ crosslingual pretraining via self-supervision, often in the form of a masked language modeling or a sequence generation task, which requires the model to align the lexical- and high-level representations of the two languages.

Bilingual Lexicon Induction Language Modelling

5
18 Mar 2021

Learning Contextualised Cross-lingual Word Embeddings for Extremely Low-Resource Languages Using Parallel Corpora

twadada/multilingual-nlm 27 Oct 2020

We propose a new approach for learning contextualised cross-lingual word embeddings based only on a small parallel corpus (e. g. a few hundred sentence pairs).

Bilingual Lexicon Induction Word Alignment +1

14
27 Oct 2020

Semi-Supervised Bilingual Lexicon Induction with Two-way Interaction

BestActionNow/SemiSupBLI EMNLP 2020

In this paper, we propose a new semi-supervised BLI framework to encourage the interaction between the supervised signal and unsupervised alignment.

Bilingual Lexicon Induction

0
14 Oct 2020

Refinement of Unsupervised Cross-Lingual Word Embeddings

artetxem/vecmap 21 Feb 2020

In this paper, we propose a self-supervised method to refine the alignment of unsupervised bilingual word embeddings.

Bilingual Lexicon Induction Word Embeddings

565
21 Feb 2020

Cross-lingual Alignment vs Joint Training: A Comparative Study and A Simple Unified Framework

thespectrewithin/joint-align ICLR 2020

Learning multilingual representations of text has proven a successful method for many cross-lingual transfer learning tasks.

Bilingual Lexicon Induction Cross-Lingual NER +2

46
10 Oct 2019

Do We Really Need Fully Unsupervised Cross-Lingual Embeddings?

ivulic/panlex-bli IJCNLP 2019

A series of bilingual lexicon induction (BLI) experiments with 15 diverse languages (210 language pairs) show that fully unsupervised CLWE methods still fail for a large number of language pairs (e. g., they yield zero BLI performance for 87/210 pairs).

Bilingual Lexicon Induction

8
04 Sep 2019

Bilingual Lexicon Induction with Semi-supervision in Non-Isometric Embedding Spaces

joelmoniz/BLISS ACL 2019

We then propose Bilingual Lexicon Induction with Semi-Supervision (BLISS) --- a semi-supervised approach that relaxes the isometric assumption while leveraging both limited aligned bilingual lexicons and a larger set of unaligned word embeddings, as well as a novel hubness filtering technique.

Bilingual Lexicon Induction Word Embeddings

13
19 Aug 2019