Neural Metaphor Detection in Context

@inproceedings{Gao2018NeuralMD,
  title={Neural Metaphor Detection in Context},
  author={G. Gao and Eunsol Choi and Yejin Choi and Luke Zettlemoyer},
  booktitle={EMNLP},
  year={2018}
}
  • G. Gao, Eunsol Choi, +1 author Luke Zettlemoyer
  • Published in EMNLP 2018
  • Computer Science
  • We present end-to-end neural models for detecting metaphorical word use in context. We show that relatively standard BiLSTM models which operate on complete sentences work well in this setting, in comparison to previous work that used more restricted forms of linguistic context. These models establish a new state-of-the-art on existing verb metaphor detection benchmarks, and show strong performance on jointly predicting the metaphoricity of all words in a running text. 
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    References

    SHOWING 1-10 OF 36 REFERENCES
    Bigrams and BiLSTMs Two Neural Networks for Sequential Metaphor Detection
    • 12
    • PDF
    Di-LSTM Contrast : A Deep Neural Network for Metaphor Detection
    • 8
    • PDF
    Metaphor Detection with Cross-Lingual Model Transfer
    • 149
    • Highly Influential
    • PDF
    Grasping the Finer Point: A Supervised Similarity Network for Metaphor Detection
    • 37
    • Highly Influential
    • PDF
    Different Texts, Same Metaphors: Unigrams and Beyond
    • 42
    • PDF
    Using Language Learner Data for Metaphor Detection
    • 12
    • PDF
    Neural Metaphor Detecting with CNN-LSTM Model
    • 26
    • Highly Influential
    • PDF