Anna Soboleva

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2020

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DeftPunk at SemEval-2020 Task 6: Using RNN-ensemble for the Sentence Classification.
Jekaterina Kaparina | Anna Soboleva
Proceedings of the Fourteenth Workshop on Semantic Evaluation

This paper describes participation in DeftEval 2020 (part of SemEval sharing task competition), and is focused on the sentence classification. Our approach to the task was to create an ensemble of several RNNs combined with fasttext and ELMo embeddings. Results show that various types of models in an ensemble give a performance boost in comparison to standard models. Our model achieved F1-score of 78% for a positive class on the DeftEval dataset.
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