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Teaching collaborative argumentation is an advanced skill that many K-12 teachers struggle to develop. To address this, we have developed Discussion Tracker, a classroom discussion analytics system based on novel algorithms for classifying…

Computation and Language · Computer Science 2021-02-23 Luca Lugini , Christopher Olshefski , Ravneet Singh , Diane Litman , Amanda Godley

The process of debating is essential in our daily lives, whether in studying, work activities, simple everyday discussions, political debates on TV, or online discussions on social networks. The range of uses for debates is broad. Due to…

Though preceding work in computational argument quality (AQ) mostly focuses on assessing overall AQ, researchers agree that writers would benefit from feedback targeting individual dimensions of argumentation theory. However, a large-scale…

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

Recent trends in natural language processing research and annotation tasks affirm a paradigm shift from the traditional reliance on a single ground truth to a focus on individual perspectives, particularly in subjective tasks. In scenarios…

Computation and Language · Computer Science 2024-04-18 Olufunke O. Sarumi , Béla Neuendorf , Joan Plepi , Lucie Flek , Jörg Schlötterer , Charles Welch

We present a novel corpus of 445 human- and computer-generated documents, comprising about 27,000 clauses, annotated for semantic clause types and coherence relations that allow for nuanced comparison of artificial and natural discourse…

Many computational argumentation tasks, like stance classification, are topic-dependent: the effectiveness of approaches to these tasks significantly depends on whether the approaches were trained on arguments from the same topics as those…

Computation and Language · Computer Science 2023-01-25 Yamen Ajjour , Johannes Kiesel , Benno Stein , Martin Potthast

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…

This paper describes an English audio and textual dataset of debating speeches, a unique resource for the growing research field of computational argumentation and debating technologies. We detail the process of speech recording by…

Computation and Language · Computer Science 2018-03-28 Shachar Mirkin , Michal Jacovi , Tamar Lavee , Hong-Kwang Kuo , Samuel Thomas , Leslie Sager , Lili Kotlerman , Elad Venezian , Noam Slonim

People spend a substantial portion of their lives engaged in conversation, and yet our scientific understanding of conversation is still in its infancy. In this report we advance an interdisciplinary science of conversation, with findings…

Computation and Language · Computer Science 2022-03-02 Andrew Reece , Gus Cooney , Peter Bull , Christine Chung , Bryn Dawson , Casey Fitzpatrick , Tamara Glazer , Dean Knox , Alex Liebscher , Sebastian Marin

The study investigates the efficacy of pre-trained language models (PLMs) in analyzing argumentative moves in a longitudinal learner corpus. Prior studies on argumentative moves often rely on qualitative analysis and manual coding, limiting…

Computation and Language · Computer Science 2025-06-04 Wenjuan Qin , Weiran Wang , Yuming Yang , Tao Gui

Particularly in the structure of global discourse, coherence plays a pivotal role in human text comprehension and is a hallmark of high-quality text. This is especially true for persuasive texts, where coherent argument structures support…

Computation and Language · Computer Science 2025-02-13 Christopher van Le

Rigorous and interactive class discussions that support students to engage in high-level thinking and reasoning are essential to learning and are a central component of most teaching interventions. However, formally assessing discussion…

Computation and Language · Computer Science 2023-06-28 Nhat Tran , Benjamin Pierce , Diane Litman , Richard Correnti , Lindsay Clare Matsumura

Mathematics is a highly specialized domain with its own unique set of challenges. Despite this, there has been relatively little research on natural language processing for mathematical texts, and there are few mathematical language…

Computation and Language · Computer Science 2024-06-18 Jacob Collard , Valeria de Paiva , Eswaran Subrahmanian

Lectures translation is a case of spoken language translation and there is a lack of publicly available parallel corpora for this purpose. To address this, we examine a language independent framework for parallel corpus mining which is a…

Computation and Language · Computer Science 2020-01-15 Haiyue Song , Raj Dabre , Atsushi Fujita , Sadao Kurohashi

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

Learning argumentative writing is challenging. Besides writing fundamentals such as syntax and grammar, learners must select and arrange argument components meaningfully to create high-quality essays. To support argumentative writing…

Computation and Language · Computer Science 2024-04-04 Maja Stahl , Nadine Michel , Sebastian Kilsbach , Julian Schmidtke , Sara Rezat , Henning Wachsmuth

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

Some of the major limitations identified in the areas of argument mining, argument generation, and natural language argument analysis are related to the complexity of annotating argumentatively rich data, the limited size of these corpora,…

Computation and Language · Computer Science 2024-02-23 Ramon Ruiz-Dolz , Joaquin Taverner , John Lawrence , Chris Reed

We present a corpus of 5,000 richly annotated abstracts of medical articles describing clinical randomized controlled trials. Annotations include demarcations of text spans that describe the Patient population enrolled, the Interventions…

Computation and Language · Computer Science 2018-06-13 Benjamin Nye , Junyi Jessy Li , Roma Patel , Yinfei Yang , Iain J. Marshall , Ani Nenkova , Byron C. Wallace

It is now a common practice to compare models of human language processing by predicting participant reactions (such as reading times) to corpora consisting of rich naturalistic linguistic materials. However, many of the corpora used in…

Computation and Language · Computer Science 2017-08-22 Richard Futrell , Edward Gibson , Hal Tily , Idan Blank , Anastasia Vishnevetsky , Steven T. Piantadosi , Evelina Fedorenko
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