Cross-Lingual Parser Selection for Low-Resource Languages
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Cross-Lingual TransferDependency ParsingTransfer LearningSimilar Papers 제목 키워드 기반
Towards Instance-Level Parser Selection for Cross-Lingual Transfer of Dependency Parsers
Current methods of cross-lingual parser transfer focus on predicting the best parser for a low-resource target language globally, that is, "at treebank level". In this work, we propose and argue for a novel cross-lingual…
Cross-Lingual TransferPOSMeta-Learning a Cross-lingual Manifold for Semantic Parsing
Localizing a semantic parser to support new languages requires effective cross-lingual generalization. Recent work has found success with machine-translation or zero-shot methods although these approaches can struggle to…
Cross-Lingual TransferMachine TranslationMeta-LearningSemantic ParsingLow-Resource Parsing with Crosslingual Contextualized Representations
Despite advances in dependency parsing, languages with small treebanks still present challenges. We assess recent approaches to multilingual contextual word representations (CWRs), and compare them for crosslingual trans…
Dependency ParsingParsing in the absence of related languages: Evaluating low-resource dependency parsers on Tagalog
Cross-lingual and multilingual methods have been widely suggested as options for dependency parsing of low-resource languages; however, these typically require the use of annotated data in related high-resource languages…
Dependency ParsingMultilingual Projection for Parsing Truly Low-Resource Languages
We propose a novel approach to cross-lingual part-of-speech tagging and dependency parsing for truly low-resource languages. Our annotation projection-based approach yields tagging and parsing models for over 100 languag…
Cross-Lingual TransferDependency ParsingPart-Of-Speech TaggingTransfer Learning