English Out-of-Vocabulary Lexical Evaluation Task

April 11, 2018 ยท Declared Dead ยท ๐Ÿ› International Conference on Industrial Informatics

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Authors Han Wang, Ye Wang, Xinxiang Zhang, Mi Lu, Yoonsuck Choe, Jingjing Cao arXiv ID 1804.04242 Category cs.CL: Computation & Language Citations 4 Venue International Conference on Industrial Informatics Last Checked 5 months ago
Abstract
Unlike previous unknown nouns tagging task, this is the first attempt to focus on out-of-vocabulary (OOV) lexical evaluation tasks that do not require any prior knowledge. The OOV words are words that only appear in test samples. The goal of tasks is to provide solutions for OOV lexical classification and prediction. The tasks require annotators to conclude the attributes of the OOV words based on their related contexts. Then, we utilize unsupervised word embedding methods such as Word2Vec and Word2GM to perform the baseline experiments on the categorical classification task and OOV words attribute prediction tasks.
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