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Do Context-Aware Translation Models Pay the Right Attention? ...
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When is Wall a Pared and when a Muro? -- Extracting Rules Governing Lexical Selection ...
Abstract: Learning fine-grained distinctions between vocabulary items is a key challenge in learning a new language. For example, the noun "wall" has different lexical manifestations in Spanish -- "pared" refers to an indoor wall while "muro" refers to an outside wall. However, this variety of lexical distinction may not be obvious to non-native learners unless the distinction is explained in such a way. In this work, we present a method for automatically identifying fine-grained lexical distinctions, and extracting concise descriptions explaining these distinctions in a human- and machine-readable format. We confirm the quality of these extracted descriptions in a language learning setup for two languages, Spanish and Greek, where we use them to teach non-native speakers when to translate a given ambiguous word into its different possible translations. Code and data are publicly released here (https://github.com/Aditi138/LexSelection) ... : Accepted at EMNLP 2021 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2109.06014
https://arxiv.org/abs/2109.06014
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When is Wall a Pared and when a Muro?: Extracting Rules Governing Lexical Selection ...
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Do Context-Aware Translation Models Pay the Right Attention? ...
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