arXiv (Cornell University) · 2020 · 43 citations · 19 references
Language StudiesComputer ScienceLinguisticsComputational LinguisticsCorpus LinguisticsNatural Language ProcessingCorpus AnalysisCorpus AnnotationCorpus CompilationLanguage ModelingWord EmbeddingsWritten CorporaAnnotated Text CorporaCorpus CreationCross-lingual Representation LearningCross-lingual Text ClassificationCross-lingual Word EmbeddingsLarge Language ModelsMonolingual CorporaWord Representation Learning
We present the IndicNLP corpus, a large-scale, general-domain corpus containing 2.7 billion words for 10 Indian languages from two language families. We share pre-trained word embeddings trained on these corpora. We create news article category classification datasets for 9 languages to evaluate the embeddings. We show that the IndicNLP embeddings significantly outperform publicly available pre-trained embedding on multiple evaluation tasks. We hope that the availability of the corpus will accelerate Indic NLP research. The resources are available at https://github.com/ai4bharat-indicnlp/indicnlp_corpus.
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Distributed Representations of Words and Phrases and their Compositionality
Tomáš Mikolov, Ilya Sutskever, Kai Chen et al. · arXiv (Cornell University) · 2013 · 18.1K citations · Full text
Efficient Estimation of Word Representations in Vector Space
Tomáš Mikolov, Kai Chen, Greg S. Corrado et al. · arXiv (Cornell University) · 2013 · 11.7K citations · Full text