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Identifying, classifying, and analyzing arguments in legal discourse has been a prominent area of research since the inception of the argument mining field. However, there has been a major discrepancy between the way natural language…

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…

Computation and Language · Computer Science 2023-07-06 Amirhossein Farzam , Shashank Shekhar , Isaac Mehlhaff , Marco Morucci

Despite the maturity already achieved by recommender systems algorithms, little is known about how to obtain and provide users with a proper rationale for a recommendation. Transparency and effectiveness of recommender systems may be…

Information Retrieval · Computer Science 2020-10-14 D. C. Hernandez-Bocanegra , J. Ziegler

A new opinion extraction method is proposed to summarize unstructured, user-generated content (i.e., online customer reviews) in the fixed topic domains. To differentiate the current approach from other opinion extraction approaches, which…

Computation and Language · Computer Science 2019-07-31 Jongho Im , Taikgun Song , Youngsu Lee , Jewoo Kim

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…

Computation and Language · Computer Science 2023-09-19 Lang Cao

Using crowdsourcing, we collected more than 10,000 URL pairs (parallel top page pairs) of bilingual websites that contain parallel documents and created a Japanese-Chinese parallel corpus of 4.6M sentence pairs from these websites. We used…

Computation and Language · Computer Science 2024-05-16 Masaaki Nagata , Makoto Morishita , Katsuki Chousa , Norihito Yasuda

Argument Mining is defined as the task of automatically identifying and extracting argumentative components (e.g., premises, claims, etc.) and detecting the existing relations among them (i.e., support, attack, rephrase, no relation). One…

Computation and Language · Computer Science 2021-04-16 Ramon Ruiz-Dolz , Stella Heras , Jose Alemany , Ana García-Fornes

Most of the existing work that focus on the identification of implicit knowledge in arguments generally represent implicit knowledge in the form of commonsense or factual knowledge. However, such knowledge is not sufficient to understand…

Computation and Language · Computer Science 2021-10-27 Keshav Singh , Naoya Inoue , Farjana Sultana Mim , Shoichi Naitoh , Kentaro Inui

In this paper, we present a novel annotation approach to capture claims and premises of arguments and their relations in student-written persuasive peer reviews on business models in German language. We propose an annotation scheme based on…

Computation and Language · Computer Science 2020-10-27 Thiemo Wambsganss , Christina Niklaus , Matthias Söllner , Siegfried Handschuh , Jan Marco Leimeister

With an increasingly large number of Chinese tourists in Japan, the hotel industry is in need of an affordable market research tool that does not rely on expensive and time-consuming surveys or interviews. Because this problem is real and…

Information Retrieval · Computer Science 2019-05-02 Elisa Claire Alemán Carreón , Hirofumi Nonaka , Toru Hiraoka

Argumentation mining (AM) requires the identification of complex discourse structures and has lately been applied with success monolingually. In this work, we show that the existing resources are, however, not adequate for assessing…

Computation and Language · Computer Science 2018-07-25 Steffen Eger , Johannes Daxenberger , Christian Stab , Iryna Gurevych

In this article, how word embeddings can be used as features in Chinese sentiment classification is presented. Firstly, a Chinese opinion corpus is built with a million comments from hotel review websites. Then the word embeddings which…

Computation and Language · Computer Science 2015-11-06 Yiou Lin , Hang Lei , Jia Wu , Xiaoyu Li

This work presents an Argument Mining process that extracts argumentative entities from clinical texts and identifies their relationships using token classification and Natural Language Inference techniques. Compared to straightforward…

Computation and Language · Computer Science 2025-06-17 Maitane Urruela , Sergio Martín , Iker De la Iglesia , Ander Barrena

Cognitive computing systems require human labeled data for evaluation, and often for training. The standard practice used in gathering this data minimizes disagreement between annotators, and we have found this results in data that fails to…

Computation and Language · Computer Science 2018-09-27 Anca Dumitrache , Lora Aroyo , Chris Welty

Crowdsourcing platforms use various truth discovery algorithms to aggregate annotations from multiple labelers. In an online setting, however, the main challenge is to decide whether to ask for more annotations for each item to efficiently…

Human-Computer Interaction · Computer Science 2024-01-30 Reshef Meir , Viet-An Nguyen , Xu Chen , Jagdish Ramakrishnan , Udi Weinsberg

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…

Computation and Language · Computer Science 2024-04-02 Marc Feger , Stefan Dietze

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…

Computation and Language · Computer Science 2019-08-27 Michael Fromm , Evgeniy Faerman , Thomas Seidl

Prior work in Argument Mining frequently alludes to its potential applications in automatic debating systems. Despite this focus, almost no datasets or models exist which apply natural language processing techniques to problems found within…

Computation and Language · Computer Science 2020-11-17 Allen Roush , Arvind Balaji

Computational models of argument quality (AQ) have focused primarily on assessing the overall quality or just one specific characteristic of an argument, such as its convincingness or its clarity. However, previous work has claimed that…

Computation and Language · Computer Science 2020-11-04 Lily Ng , Anne Lauscher , Joel Tetreault , Courtney Napoles

Even though considerable attention has been given to the polarity of words (positive and negative) and the creation of large polarity lexicons, research in emotion analysis has had to rely on limited and small emotion lexicons. In this…

Computation and Language · Computer Science 2013-08-30 Saif M. Mohammad , Peter D. Turney