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Title:

EmoNet: Fine-Grained Emotion Detection with Gated Recurrent Neural Networks

Abstract:

Accurate detection of emotion from natural language has applications ranging from building emotional chatbots to better understanding individuals and their lives. However, progress on emotion detection has been hampered by the absence of large labeled datasets. In this work, we build a very large dataset for fine-grained emotions and develop deep learning models on it. We achieve a new state-of-the-art on 24 fine-grained types of emotions (with an average accuracy of 87.58%). We also extend the task beyond emotion types to model Robert Plutchik’s 8 primary emotion dimensions, acquiring a superior accuracy of 95.68%.

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# Title Author Topic Medium Score
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15 Neural Approaches to Conversational AI: Question Answering, Task-Oriented Dialogue and Chatbots: A Unified View Jianfeng Gao, Michel Galley, Lihong Li 1141
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38 Long Short-Term Memory-Networks for Machine Reading Jianpeng Cheng, Li Dong, Mirella Lapata 9999
39 Long short-term memory-networks for machine reading Jianpeng Cheng, Li Dong, Mirella Lapata 9999
40 Reflections on Sentiment/Opinion Analysis Jiwei Li, Eduard H. Hovy 9999
41 A Survey on Multi-output Learning "Donna Xu, Yaxin Shi, Ivor W. Tsang, Yew-Soon Ong, Chen Gong, and X... 1563
42 Recent Advances in Recurrent Neural Networks Hojjat Salehinejad and Julianne Baarbe and Sharan Sankar and Joseph... 1190
43 Recent Advances in Recurrent Neural Networks Hojjat Salehinejad, Sharan Sankar, Joseph Barfett, Errol Colak, Sha... 1190
44 Applications of Social Media Text Analysis Atefeh Farzindar, Diana Inkpen 1231
45 Longitudinal Analysis of Discussion Topics in an Online Breast Cancer Community using Convolutional Neural Networks Shaodian Zhang, Edouard Grave, Elizabeth Sklar, Noemie Elhadad 9999
46 Do Multi-Sense Embeddings Improve Natural Language Understanding? Jiwei Li, Dan Jurafsky 9999
47 Gated-Attention Readers for Text Comprehension Bhuwan Dhingra, Hanxiao Liu, William W Cohen, Ruslan Salakhutdinov 9999
48 Akshat Maheshwari Ori Cohen 1181
49 Do Multi-Sense Embeddings Improve Natural Language Understanding? Jiwei Li, Dan Jurafsky 9999
50 Multilingual Sentiment and Subjectivity Analysis Rada Mihalcea, Carmen Banea, Janyce Wiebe 1122