Learning Translations via Matrix Completion
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arXiv
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| Main Authors: | , , , , , , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866911926032793600 |
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| author | Wijaya, Derry Callahan, Brendan Hewitt, John Gao, Jie Ling, Xiao Apidianaki, Marianna Callison-Burch, Chris |
| author_facet | Wijaya, Derry Callahan, Brendan Hewitt, John Gao, Jie Ling, Xiao Apidianaki, Marianna Callison-Burch, Chris |
| contents | Bilingual Lexicon Induction is the task of learning word translations without bilingual parallel corpora. We model this task as a matrix completion problem, and present an effective and extendable framework for completing the matrix. This method harnesses diverse bilingual and monolingual signals, each of which may be incomplete or noisy. Our model achieves state-of-the-art performance for both high and low resource languages. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2406_13195 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Learning Translations via Matrix Completion Wijaya, Derry Callahan, Brendan Hewitt, John Gao, Jie Ling, Xiao Apidianaki, Marianna Callison-Burch, Chris Computation and Language I.2.7 Bilingual Lexicon Induction is the task of learning word translations without bilingual parallel corpora. We model this task as a matrix completion problem, and present an effective and extendable framework for completing the matrix. This method harnesses diverse bilingual and monolingual signals, each of which may be incomplete or noisy. Our model achieves state-of-the-art performance for both high and low resource languages. |
| title | Learning Translations via Matrix Completion |
| topic | Computation and Language I.2.7 |
| url | https://arxiv.org/abs/2406.13195 |