Multilingual Sentence Embeddings

material ID: multilingualsentenceembeddings

Related Papers

Margin-based Parallel Corpus Mining with Multilingual Sentence Embeddings

Authors: nan

Publication: TIPSTER (2019)

DOI: nan

AbstractMachine translation is highly sensitive to the size and quality of the training data, which has led to an increasing interest in collecting and filtering large parallel corpora. In this …...

39652

Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractWe present an easy and efficient method to extend existing sentence embedding models to new languages. This allows to create multilingual versions from previously monolingual models. The training is based …...

30329

Cross-lingual Sentence Embedding using Multi-Task Learning

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractMultilingual sentence embeddings capture rich semantic information not only for measuring similarity between texts but also for catering to a broad range of downstream cross-lingual NLP tasks. State-of-the-art multilingual sentence …...

30989

WikiMatrix: Mining 135M Parallel Sentences in 1620 Language Pairs from Wikipedia

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractWe present an approach based on multilingual sentence embeddings to automatically extract parallel sentences from the content of Wikipedia articles in 96 languages, including several dialects or low-resource languages. We …...

42707

Retrofitting Multilingual Sentence Embeddings with Abstract Meaning Representation

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractWe introduce a new method to improve existing multilingual sentence embeddings with Abstract Meaning Representation (AMR). Compared with the original textual input, AMR is a structured semantic representation that presents …...

30572