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English Out-of-Vocabulary Lexical Evaluation Task

11 April 2018
Han Wang
Ye Wang
Xinxiang Zhang
Mi Lu
Yoonsuck Choe
Jingjing Cao
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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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