2018 · 14 citations · 9 references
ComputingComputer ScienceLinguisticsComputational LinguisticsCorpus LinguisticsNatural Language ProcessingAnnotationCorpus AnnotationLanguage ModelingMachine TranslationNamed Entity RecognitionPart-of-speech TaggingAnnotator AgreementAutomatic AnnotationGold Standard LabelingLow-resource Language ProcessingLow-resource Named Entity RecognitionLow-resource Part-of-speech TaggingMultilingual AnnotationSpeaker Annotation
We demonstrate two annotation platforms that allow an English speaker to annotate names for any language without knowing the language. These platforms provided high-quality "silver standard" annotations for low-resource language name taggers (Zhang et al., 2017) that achieved state-of-the-art performance on two surprise languages (Oromo and Tigrinya) at LoreHLT2017 1 and ten languages at TAC-KBP EDL2017 We discuss strengths and limitations and compare other methods of creating silver-and goldstandard annotations using native speakers. We will make our tools publicly available for research use.
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Neural Architectures for Named Entity Recognition
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Class-based n -gram models of natural language
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Language Studies, Computer Science, Computational Linguistics +15
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Cross-lingual Name Tagging and Linking for 282 Languages
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