MelBERT: Metaphor Detection via Contextualized Late Interaction using Metaphorical Identification Theories.

作者: Dongwon Lee , Jongwuk Lee , Minjin Choi , Heesoo Park , Junhyuk Lee

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摘要: Automated metaphor detection is a challenging task to identify metaphorical expressions of words in a sentence. To tackle this problem, we adopt pre-trained contextualized models, eg, BERT and RoBERTa. To this end, we propose a novel metaphor detection model, namely metaphor-aware late interaction over BERT (MelBERT). Our model not only leverages contextualized word representation but also benefits from linguistic metaphor identification theories to distinguish between the contextual and literal meaning of words …

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