Argumentation Mining: State of the Art and Emerging Trends

被引:196
|
作者
Lippi, Marco [1 ,2 ]
Torroni, Paolo [1 ,2 ]
机构
[1] Univ Bologna, DISI, I-40126 Bologna, Italy
[2] Univ Bologna, Dept Comp Sci & Engn, Viale Risorgimento 2, I-40136 Bologna, BO, Italy
关键词
Argumentation mining; artificial intelligence; computational linguistics; machine learning; knowledge representation; social media; NATURAL-LANGUAGE ARGUMENTS; TEXT;
D O I
10.1145/2850417
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Argumentation mining aims at automatically extracting structured arguments from unstructured textual documents. It has recently become a hot topic also due to its potential in processing information originating from the Web, and in particular from social media, in innovative ways. Recent advances in machine learning methods promise to enable breakthrough applications to social and economic sciences, policy making, and information technology: something that only a few years ago was unthinkable. In this survey article, we introduce argumentation models and methods, review existing systems and applications, and discuss challenges and perspectives of this exciting new research area.
引用
收藏
页数:25
相关论文
共 50 条
  • [21] Argumentation mining
    Mochales, Raquel
    Moens, Marie-Francine
    [J]. ARTIFICIAL INTELLIGENCE AND LAW, 2011, 19 (01) : 1 - 22
  • [22] Argumentation mining
    Chersoni, Emmanuele
    [J]. LANGUAGE RESOURCES AND EVALUATION, 2021, 55 (03) : 869 - 871
  • [23] Argumentation Mining
    Max, Aurelien
    [J]. TRAITEMENT AUTOMATIQUE DES LANGUES, 2019, 60 (01): : 42 - 46
  • [24] Exploring data mining: facets and emerging trends
    Gul, Sumeer
    Bano, Shohar
    Shah, Taseen
    [J]. DIGITAL LIBRARY PERSPECTIVES, 2021, 37 (04) : 429 - 448
  • [25] Data mining: State of the art
    Hagedorn, J
    Bissantz, N
    Mertens, P
    [J]. WIRTSCHAFTSINFORMATIK, 1997, 39 (06): : 601 - +
  • [26] Bio-based and biodegradable polymers - State-of-the-art, challenges and emerging trends
    RameshKumar, Saranya
    Shaiju, P.
    O'Connor, Kevin E.
    Babu, Ramesh P.
    [J]. CURRENT OPINION IN GREEN AND SUSTAINABLE CHEMISTRY, 2020, 21 : 75 - 81
  • [27] Emerging Trends and Challenges in Thermal Management of Power Electronic Converters: A State of the Art Review
    Rahman, S. M. Imrat
    Moghassemi, Ali
    Arsalan, Ali
    Timilsina, Laxman
    Chamarthi, Phani Kumar
    Papari, Behnaz
    Ozkan, Gokhan
    Edrington, Christopher S.
    [J]. IEEE ACCESS, 2024, 12 : 50633 - 50672
  • [28] State-of-the-art and emerging trends in analytical approaches to pharmaceutical-product commercialization
    Blue, Laura E.
    Guan, Xiaoyan
    Joubert, Marisa K.
    Kuhns, Scott T.
    Moore, Stephanie
    Semin, David J.
    Wikstrom, Mats
    Wypych, Jette
    Goudar, Chetan T.
    [J]. CURRENT OPINION IN BIOTECHNOLOGY, 2022, 78
  • [29] Wearable devices for glucose monitoring: A review of state-of-the-art technologies and emerging trends
    Mansour, Mohammad
    Darweesh, M. Saeed
    Soltan, Ahmed
    [J]. ALEXANDRIA ENGINEERING JOURNAL, 2024, 89 : 224 - 243
  • [30] State of the art, challenges, and emerging trends: Geopolymer composite reinforced by dispersed steel fibers
    Figiela, Beata
    Simonova, Hana
    Korniejenko, Kinga
    [J]. REVIEWS ON ADVANCED MATERIALS SCIENCE, 2022, 61 (01) : 1 - 15