Papers with metaphor generation
How to Avoid Sentences Spelling Boring? Towards a Neural Approach to Unsupervised Metaphor Generation (N19-1)
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| Challenge: | Existing approaches to generate metaphors rely on template-based or rule-based knowledge, which constrains the diversity of generated metaphors. |
| Approach: | They propose a neural approach to metaphor generation that uses wiki corpus to extract metaphorically used verbs and train a language model. |
| Outcome: | The proposed approach generates metaphors with good readability and creativity using wiki corpus and automatic metrics and human evaluations. |
Non-compositional Expression Generation Based on Curriculum Learning and Continual Learning (2023.findings-emnlp)
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| Challenge: | Non-compositional expressions are a classic ‘pain in the neck’ for NLP systems because of their non-composibility and limited data resources. |
| Approach: | They propose a dynamic curriculum learning framework which learns training examples from easy ones to harder ones but suffers from the forgetting problem. |
| Outcome: | The proposed framework improves on idiomatic expression generation and metaphor generation. |
CMDAG: A Chinese Metaphor Dataset with Annotated Grounds as CoT for Boosting Metaphor Generation (2024.lrec-main)
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| Challenge: | Metaphors are a prominent linguistic device in human language and literature, as they add color, imagery, and emphasis to enhance effective communication. |
| Approach: | They propose a large-scale high quality annotated Chinese Metaphor Corpus . they use a set of guidelines to ensure the accuracy and consistency of their annotations . |
| Outcome: | The proposed corpus generates metaphors that resonate more with real-world intuition. |