Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport
Kelly Marchisio, Ali Saad-Eldin, Kevin Duh, Carey E. Priebe, Philipp Koehn
2022Year
1Citations
2Top-tier citations
Abstract
Bilingual lexicons form a critical component of various natural language processing applications, including unsupervised and semisupervised machine translation and crosslingual information retrieval. In this work, we improve bilingual lexicon induction performance across 40 language pairs with a graph-matching method based on optimal transport. The method is especially strong with low amounts of supervision.
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Install the CLIlune papers fulltext 45f4773b-6b63-4ab5-95fe-db21d3b70bedCited by top-tier papers2
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- Semi-Supervised Bilingual Lexicon Induction with Two-way InteractionXu Zhao, Zihao Wang, Hao Wu, Yong ZhangEMNLP 2020 · 10 citations
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- A Call for More Rigor in Unsupervised Cross-lingual LearningMikel Artetxe, Sebastian Ruder, Dani Yogatama, Gorka Labaka et al.ACL 2020 · 5 citations
- Bilingual Lexicon Induction via Unsupervised Bitext Construction and Word AlignmentHaoyue Shi, Luke Zettlemoyer, Sida I. WangACL 2021
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