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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

Detecting persuasion in argumentative text is a challenging task with important implications for understanding human communication. This work investigates the role of persuasion strategies - such as Attack on reputation, Distraction, and…

计算与语言 · 计算机科学 2026-01-16 Tiziano Labruna , Arkadiusz Modzelewski , Giorgio Satta , Giovanni Da San Martino

In the context of investigative journalism, we address the problem of automatically identifying which claims in a given document are most worthy and should be prioritized for fact-checking. Despite its importance, this is a relatively…

计算与语言 · 计算机科学 2019-12-18 Pepa Gencheva , Ivan Koychev , Lluís Màrquez , Alberto Barrón-Cedeño , Preslav Nakov

Finding attackable sentences in an argument is the first step toward successful refutation in argumentation. We present a first large-scale analysis of sentence attackability in online arguments. We analyze driving reasons for attacks in…

计算与语言 · 计算机科学 2020-10-07 Yohan Jo , Seojin Bang , Emaad Manzoor , Eduard Hovy , Chris Reed

Available corpora for Argument Mining differ along several axes, and one of the key differences is the presence (or absence) of discourse markers to signal argumentative content. Exploring effective ways to use discourse markers has…

计算与语言 · 计算机科学 2023-06-08 Gil Rocha , Henrique Lopes Cardoso , Jonas Belouadi , Steffen Eger

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

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

Arguments, counter-arguments, facts, and evidence obtained via documents related to previous court cases are of essential need for legal professionals. Therefore, the process of automatic information extraction from documents containing…

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

Given the recent proliferation of false claims online, there has been a lot of manual fact-checking effort. As this is very time-consuming, human fact-checkers can benefit from tools that can support them and make them more efficient. Here,…

计算与语言 · 计算机科学 2022-11-16 Shaden Shaar , Nikola Georgiev , Firoj Alam , Giovanni Da San Martino , Aisha Mohamed , Preslav Nakov

Argument mining systems often consider contextual information, i.e. information outside of an argumentative discourse unit, when trained to accomplish tasks such as argument component identification, classification, and relation extraction.…

计算与语言 · 计算机科学 2021-02-23 Luca Lugini , Diane Litman

Research on computational argumentation is currently being intensively investigated. The goal of this community is to find the best pro and con arguments for a user given topic either to form an opinion for oneself, or to persuade others to…

计算与语言 · 计算机科学 2020-04-24 Stefan Ollinger , Lorik Dumani , Premtim Sahitaj , Ralph Bergmann , Ralf Schenkel

Selecting which claims to check is a time-consuming task for human fact-checkers, especially from documents consisting of multiple sentences and containing multiple claims. However, existing claim extraction approaches focus more on…

计算与语言 · 计算机科学 2024-06-13 Zhenyun Deng , Michael Schlichtkrull , Andreas Vlachos

Detecting semantic arguments of a predicate word has been conventionally modeled as a sentence-level task. The typical reader, however, perfectly interprets predicate-argument relations in a much wider context than just the sentence where…

计算与语言 · 计算机科学 2024-08-09 Paul Roit , Aviv Slobodkin , Eran Hirsch , Arie Cattan , Ayal Klein , Valentina Pyatkin , Ido Dagan

Focusing on particular facts, instead of the complete text, can potentially improve searching for specific information in the scientific literature. In particular, argumentative elements allow focusing on specific parts of a publication,…

计算与语言 · 计算机科学 2024-04-10 Mariana Neves

Administrative agencies in the United States receive millions of comments each year concerning proposed agency actions during the eRulemaking process. These comments represent a diversity of arguments in support and opposition of the…

计算与语言 · 计算机科学 2019-05-15 Vlad Eidelman , Brian Grom

In formal argumentation, a distinction can be made between extension-based semantics, where sets of arguments are either (jointly) accepted or not, and ranking-based semantics, where grades of acceptability are assigned to arguments.…

人工智能 · 计算机科学 2023-08-01 Jesse Heyninck , Badran Raddaoui , Christian Straßer

Evidence plays a crucial role in automated fact-checking. When verifying real-world claims, existing fact-checking systems either assume the evidence sentences are given or use the search snippets returned by the search engine. Such methods…

计算与语言 · 计算机科学 2024-01-30 Xuming Hu , Junzhe Chen , Zhijiang Guo , Philip S. Yu

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

Decision-making usually takes five steps: identifying the problem, collecting data, extracting evidence, identifying pro and con arguments, and making decisions. Focusing on extracting evidence, this paper presents a hybrid model that…

信息检索 · 计算机科学 2021-02-04 Patrick Abels , Zahra Ahmadi , Sophie Burkhardt , Benjamin Schiller , Iryna Gurevych , Stefan Kramer
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