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Argumentation mining is a rising subject in the computational linguistics domain focusing on extracting structured arguments from natural text, often from unstructured or noisy text. The initial approaches on modeling arguments was aiming…

信息检索 · 计算机科学 2019-07-05 Anastasios Lytos , Thomas Lagkas , Panagiotis Sarigiannidis , Kalina Bontcheva

The field of Argumentation Mining has arisen from the need of determining the underlying causes from an expressed opinion and the urgency to develop the established fields of Opinion Mining and Sentiment Analysis. The recent progress in the…

信息检索 · 计算机科学 2018-09-20 Anastasios Lytos , Thomas Lagkas , Panagiotis Sarigiannidis , Kalina Bontcheva

The goal of argumentation mining, an evolving research field in computational linguistics, is to design methods capable of analyzing people's argumentation. In this article, we go beyond the state of the art in several ways. (i) We deal…

计算与语言 · 计算机科学 2017-03-28 Ivan Habernal , Iryna Gurevych

The successful analysis of argumentative techniques from user-generated text is central to many downstream tasks such as political and market analysis. Recent argument mining tools use state-of-the-art deep learning methods to extract and…

计算与语言 · 计算机科学 2023-07-06 Amirhossein Farzam , Shashank Shekhar , Isaac Mehlhaff , Marco Morucci

Argumentation is a type of discourse where speakers try to persuade their audience about the reasonableness of a claim by presenting supportive arguments. Most work in argument mining has focused on modeling arguments in monologues. We…

计算与语言 · 计算机科学 2020-05-01 Tuhin Chakrabarty , Christopher Hidey , Smaranda Muresan , Kathy Mckeown , Alyssa Hwang

Peer reviewing is a central process in modern research and essential for ensuring high quality and reliability of published work. At the same time, it is a time-consuming process and increasing interest in emerging fields often results in a…

In this work we address the problem of argument search. The purpose of argument search is the distillation of pro and contra arguments for requested topics from large text corpora. In previous works, the usual approach is to use a standard…

计算与语言 · 计算机科学 2019-08-27 Michael Fromm , Evgeniy Faerman , Thomas Seidl

Twitter has emerged as a global hub for engaging in online conversations and as a research corpus for various disciplines that have recognized the significance of its user-generated content. Argument mining is an important analytical task…

计算与语言 · 计算机科学 2024-04-02 Marc Feger , Stefan Dietze

Social media is becoming an increasingly important data source for learning about breaking news and for following the latest developments of ongoing news. This is in part possible thanks to the existence of mobile devices, which allows…

计算与语言 · 计算机科学 2019-09-12 Arkaitz Zubiaga

Peer-review plays a critical role in the scientific writing and publication ecosystem. To assess the efficiency and efficacy of the reviewing process, one essential element is to understand and evaluate the reviews themselves. In this work,…

计算与语言 · 计算机科学 2019-03-26 Xinyu Hua , Mitko Nikolov , Nikhil Badugu , Lu Wang

Argument mining is to analyze argument structure and extract important argument information from unstructured text. An argument mining system can help people automatically gain causal and logical information behind the text. As…

计算与语言 · 计算机科学 2023-09-19 Lang Cao

Social data mining is an interesting phe-nomenon which colligates different sources of social data to extract information. This information can be used in relationship prediction, decision making, pat-tern recognition, social mapping,…

人工智能 · 计算机科学 2012-09-25 Muhammad Mahbubur Rahman

Social media popularity and importance is on the increase due to people using it for various types of social interaction across multiple channels. This systematic review focuses on the evolving research area of Social Opinion Mining, tasked…

计算与语言 · 计算机科学 2021-07-08 Keith Cortis , Brian Davis

Online conversations have become more prevalent on public discussion platforms (e.g. Reddit). With growing controversial topics, it is desirable to summarize not only diverse arguments, but also their rationale and justification. Early…

计算与语言 · 计算机科学 2025-11-24 An Quang Tang , Xiuzhen Zhang , Minh Ngoc Dinh , Zhuang Li

Argument mining automatically identifies and extracts the structure of inference and reasoning conveyed in natural language arguments. To the best of our knowledge, most of the state-of-the-art works in this field have focused on using…

计算与语言 · 计算机科学 2023-02-28 Pranjal Srivastava , Pranav Bhatnagar , Anurag Goel

Automated large-scale analysis of public discussions around contested issues like abortion requires detecting and understanding the use of arguments. While Large Language Models (LLMs) have shown promise in language processing tasks, their…

计算与语言 · 计算机科学 2025-05-30 Matteo Guida , Yulia Otmakhova , Eduard Hovy , Lea Frermann

In the era of rapid Internet and social media platform development, individuals readily share their viewpoints online. The overwhelming quantity of these posts renders comprehensive analysis impractical. This necessitates an efficient…

计算与语言 · 计算机科学 2024-09-27 Chung-Chi Chen , Hen-Hsen Huang , Hsin-Hsi Chen , Hiroya Takamura , Ichiro Kobayashi , Yusuke Miyao

Argumentation accommodates various rhetorical devices, such as questions, reported speech, and imperatives. These rhetorical tools usually assert argumentatively relevant propositions rather implicitly, so understanding their true meaning…

计算与语言 · 计算机科学 2020-10-07 Yohan Jo , Jacky Visser , Chris Reed , Eduard Hovy

Social media are a rich source of insight for data mining and user-centred research, but the question of consent arises when studying such data without the express knowledge of the creator. Case studies that mine social data from users of…

人机交互 · 计算机科学 2017-01-27 Chris Norval , Tristan Henderson

Given a controversial target such as ``nuclear energy'', argument mining aims to identify the argumentative text from heterogeneous sources. Current approaches focus on exploring better ways of integrating the target-associated semantic…

计算与语言 · 计算机科学 2023-07-25 Jiasheng Si , Yingjie Zhu , Xingyu Shi , Deyu Zhou , Yulan He
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