Papers with Metaphor Detection
It’s Better to Teach Fishing than Giving a Fish: An Auto-Augmented Structure-aware Generative Model for Metaphor Detection (2022.findings-emnlp)
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| Challenge: | Existing methods to identify metaphors use contextual information extracted by transformers for classifications directly. |
| Approach: | They propose to use structure information extraction to transform the classification task into a keywords-extraction task and to use it to expand the limited datasets. |
| Outcome: | The proposed model obtains competitive results compared with state-of-the-art methods . |
Improving Neural Metaphor Detection with Visual Datasets (2020.lrec-1)
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| Challenge: | a new method for metaphor detection uses text from visual datasets to identify words . a metaphor is a complex interaction between two terms, creating an "implicationcomplex" |
| Approach: | They propose a technique for sampling text from visual datasets to create a visibility word embedding. |
| Outcome: | The proposed method improves on previous approaches that use more complex neural networks and richer linguistic features for verb classification. |