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Neural End-to-End Learning for Computational Argumentation Mining


We investigate neural techniques for end-to-end computational argumentation min-ing (AM). We frame AM both as a token-based dependency parsing and as a token-based sequence tagging problem, including a multi-task learning setup. Contrary to models that operate on the argument component level, we find that framing AM as dependency parsing leads to subpar performance results. In contrast, less complex (local) tagging models based on BiL-STMs perform robustly across classification scenarios, being able to catch long-range dependencies inherent to the AM problem. Moreover, we find that jointly learning ‘natural’ subtasks, in a multi-task learning setup, improves performance.


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# Title Author Topic
1 Semantic Parsing 2, Question Answering Mohit Bansal 1125
2 Parsing Argumentation Structures in Persuasive Essays Christian Stab, Iryna Gurevych 9999
3 A Latent Variable Recurrent Neural Network for Discourse-Driven Language Models Yangfeng Ji, Gholamreza Haffari, Jacob Eisenstein 9999
4 Weighting Finite-State Transductions With Neural Context Pushpendre Rastogi, Ryan Cotterell, Jason Eisner 9999
5 Multiword Expression Processing: A Survey Mathieu Constant, Gülşen Eryiğit, Johanna Monti, Lonneke van der Pl... 1254
6 Multiword expression processing: A survey Constant, Mathieu and Eryi{\u{g}}it, G{\ü}l{\c{s}}en and Monti, Joh... 1556
7 Multilingual Language Processing From Bytes Dan Gillick, Cliff Brunk, Oriol Vinyals, Amarnag Subramanya 9999
8 Multiword Expression Processing: A Survey Mathieu Constant, Gül?en Eryi?it, Johanna Monti, Lonneke van der Plas 1122
9 LSTM CCG Parsing Mike Lewis, Kenton Lee, Luke Zettlemoyer 9999
10 Neural Semantic Role Labeling with Dependency Path Embeddings Michael Roth, Mirella Lapata 9999
11 Multilingual Language Processing From Bytes Dan Gillick, Cliff Brunk, Oriol Vinyals, Amarnag Subramanya 9999
12 A Latent Variable Recurrent Neural Network for Discourse Relation Language Models Yangfeng Ji, Gholamreza Haffari, Jacob Eisenstein 9999
13 Tackling the Limits of Deep Learning for NLP Richard Socher 711
14 Joint Event Extraction via Recurrent Neural Networks Thien Huu Nguyen, Kyunghyun Cho, Ralph Grishman 9999
15 The NLP Engine: A Universal Turing Machine for NLP Jiwei Li, Eduard H. Hovy 9999
16 The Handbook of Computational Linguistics and Natural Language Processing "Alexander Clark, Chris Fox, and Shalom Lappin" 1557
17 A Survey on Deep Learning for Named Entity Recognition Li, Jing and Sun, Aixin and Han, Jianglei and Li, Chenliang 1089
18 Neural Network-Based Abstract Generation for Opinions and Arguments Lu Wang, Wang Ling 1198
19 Modern Deep Learning Techniques Applied to Natural Language Processing Elvis Saravia, Soujanya Poria 1183
20 Using Sentence-Level LSTM Language Models for Script Inference Karl Pichotta, Raymond J Mooney 9999
21 Winning arguments: Interaction dynamics and persuasion strategies in good-faith online discussions Chenhao Tan, Vlad Niculae, Cristian Danescu-Niculescu-Mizil, Lillia... 9999
22 Recent Trends in Deep Learning Based Natural Language Processing Tom Young, Devamanyu Hazarika, Soujanya Poria, Erik Cambria 1181
23 Natural Language Processing for Information Extraction Sonit Singh 1089
24 Understanding Image and Text Simultaneously: a Dual Vision-Language Machine Comprehension Task Nan Ding, Sebastian Goodman, Fei Sha, Radu Soricut 9999
25 Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representations Eliyahu Kiperwasser, Yoav Goldberg 9999
26 When are tree structures necessary for deep learning of representations? Jiwei Li, Minh-Thang Luong, Dan Jurafsky, Eudard Hovy 9999
27 Language+Robotics Mohit Bansal 1340
28 Relation Extraction: A Survey Sachin Pawara, Girish K. Palshikara, Pushpak Bhattacharyya 1090
29 Encode, Review, and Decode: Reviewer Module for Caption Generation Zhilin Yang, Ye Yuan, Yuexin Wu, Ruslan Salakhutdinov, William W Cohen 9999
30 A Fast Unified Model for Parsing and Sentence Understanding Samuel R. Bowman, Jon Gauthier, Abhinav Rastogi, Raghav Gupta, Chri... 9999
31 Neural Approaches to Conversational AI Jianfeng Gao, Michel Galley, Lihong Li 1200
32 Codra: A Novel Discriminative Framework for Rhetorical Analysis Shafiq Joty, Giuseppe Carenini, Raymond T. Ng 9999
33 Intro to the Course, Language Modeling Mohit Bansal 1015
34 403 Forbidden None
35 Topics, Trends, and Resources in NLP Mohit Bansal 1065
36 Predicting the Rise and Fall of Scientific Topics from Trends in their Rhetorical Framing Vinodkumar Prabhakaran, William L. Hamilton, Dan McFarland, Dan Jur... 9999
37 Semantic Role Labeling: An Introduction to the Special Issue Lluis Marquez, Xavier Carreras, Kenneth C.Litkowski, Suzanne Stevenson 1220
38 Recent Advances in Recurrent Neural Networks Hojjat Salehinejad and Julianne Baarbe and Sharan Sankar and Joseph... 1190
39 An Incremental Parser for Abstract Meaning Representation Marco Damonte, Shay B. Cohen, Giorgio Satta 9999
40 Transition-Based Dependency Parsing with Stack Long Short-Term Memory Chris Dyer, Miguel Ballesteros, Wang Ling, Austin Matthews, Noah A.... 9999
41 Recurrent Memory Networks for Language Modeling Ke Tran, Arianna Bisazza, Christof Monz 9999
42 Multi-Task Learning Objectives for Natural Language Processing Author Unknown 1065
43 A Survey of the Usages of Deep Learning in Natural Language Processing Daniel W. Otter, Julian R. Medina, Jugal K. Kalita 1181
44 A Survey on Dialogue Systems: Recent Advances and New Frontiers Hongshen Chen, Xiaorui Liu, Dawei Yin, and Jiliang Tang 1142
45 Survey of the State of the Art in Natural Language Generation: Core tasks, applications and evaluation Albert Gatt, Emiel Krahmer 1136
46 Natural Language Processing Jacob Eisenstein 1181
47 Automatic Semantic Role Labeling Scott Wen-tau Yih, Kristina Toutanova 1220
48 Generalized Transition-based Dependency Parsing via Control Parameters Bernd Bohnet, Ryan McDonald, Emily Pitler, Ji Ma 9999
49 57 Summaries of Machine Learning and NLP Research Marek Rei 1201
50 Predicting Structures in NLP - Constrained Conditional Models and Integer Linear Programming "Dan Goldwasser, Vivek Srikumar, Dan Roth" 1309