{"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/emotion-action-detection-and-emotion","title":"Emotion Action Detection and Emotion Inference: the Task and Dataset","arxiv_id":"1903.06901","date":"2019-03-16","proceeding":null,"authors":["Pengyuan Liu","Chengyu Du","Shuofeng Zhao","Chenghao Zhu"],"abstract":"Many Natural Language Processing works on emotion analysis only focus on\nsimple emotion classification without exploring the potentials of putting\nemotion into \"event context\", and ignore the analysis of emotion-related\nevents. One main reason is the lack of this kind of corpus. Here we present\nCause-Emotion-Action Corpus, which manually annotates not only emotion, but\nalso cause events and action events. We propose two new tasks based on the\ndata-set: emotion causality and emotion inference. The first task is to extract\na triple (cause, emotion, action). The second task is to infer the probable\nemotion. We are currently releasing the data-set with 10,603 samples and 15,892\nevents, basic statistic analysis and baseline on both emotion causality and\nemotion inference tasks. Baseline performance demonstrates that there is much\nroom for both tasks to be improved.","url_abs":"http://arxiv.org/abs/1903.06901v1","url_pdf":"http://arxiv.org/pdf/1903.06901v1.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":"emotion-action-detection-and-emotion","repo_url":"https://github.com/liupengyuan/EmotionAction_EmotionInference","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"action-detection","task_name":"Action Detection"},{"task_slug":"emotion-classification","task_name":"Emotion Classification"},{"task_slug":"emotion-recognition","task_name":"Emotion Recognition"},{"task_slug":"classification","task_name":"General Classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}