{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/neural-metaphor-detection-in-context","title":"Neural Metaphor Detection in Context","arxiv_id":"1808.09653","date":"2018-08-29","proceeding":"EMNLP 2018 10","authors":["Ge Gao","Eunsol Choi","Yejin Choi","Luke Zettlemoyer"],"abstract":"We present end-to-end neural models for detecting metaphorical word use in\ncontext. We show that relatively standard BiLSTM models which operate on\ncomplete sentences work well in this setting, in comparison to previous work\nthat used more restricted forms of linguistic context. These models establish a\nnew state-of-the-art on existing verb metaphor detection benchmarks, and show\nstrong performance on jointly predicting the metaphoricity of all words in a\nrunning text.","url_abs":"http://arxiv.org/abs/1808.09653v1","url_pdf":"http://arxiv.org/pdf/1808.09653v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"neural-metaphor-detection-in-context","repo_url":"https://github.com/gao-g/metaphor-in-context","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[],"methods":[{"method_slug":"bilstm","method_name":"BiLSTM"},{"method_slug":"lstm","method_name":"LSTM"},{"method_slug":"sigmoid-activation","method_name":"Sigmoid Activation"},{"method_slug":"tanh-activation","method_name":"Tanh Activation"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=1808.09653","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}