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Related papers: Promoting Constructive Deliberation: Reframing for…

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Humans are influenced by how information is presented, a phenomenon known as the framing effect. Prior work suggests that LLMs may also be susceptible to framing, but it has relied on synthetic data and did not compare to human behavior. To…

Computation and Language · Computer Science 2026-01-21 Gili Lior , Liron Nacchace , Gabriel Stanovsky

LLMs are increasingly used as third-party judges, yet their reliability when evaluating speakers in dialogue remains poorly understood. We show that LLMs judge identical claims differently depending on framing: the same content elicits…

Computation and Language · Computer Science 2026-01-19 Parisa Rabbani , Priyam Sahoo , Ruben Mathew , Aishee Mondal , Harshita Ketharaman , Nimet Beyza Bozdag , Dilek Hakkani-Tür

Large language models (LLMs) are increasingly used to promote prosocial and constructive discourse online. Yet little is known about how these models negotiate and shape underlying values when reframing people's arguments on value-laden…

Human-Computer Interaction · Computer Science 2026-01-23 Farhana Shahid , Stella Zhang , Aditya Vashistha

Large Language Models (LLMs) have recently emerged as powerful tools for natural language generation, with applications spanning from content creation to social simulations. Their ability to mimic human interactions raises both…

Computation and Language · Computer Science 2025-06-30 Daniele Cirulli , Giulio Cimini , Giovanni Palermo

This paper presents a novel approach for modeling threaded discussions on social media using a graph-structured bidirectional LSTM which represents both hierarchical and temporal conversation structure. In experiments with a task of…

Computation and Language · Computer Science 2017-04-10 Vicky Zayats , Mari Ostendorf

In recent times, social media sites such as Twitter have been extensively used for debating politics and public policies. These debates span millions of tweets and numerous topics of public importance. Thus, it is imperative that this vast…

Social and Information Networks · Computer Science 2014-04-11 Ashwin Rajadesingan , Huan Liu

Extensive research has investigated the integration of large language models (LLMs) with knowledge graphs to enhance the reasoning process. However, understanding how models perform reasoning utilizing structured graph knowledge remains…

Computation and Language · Computer Science 2025-02-24 Han Zhang , Langshi Zhou , Hanfang Yang

Reframing a negative into a positive thought is at the crux of several cognitive approaches to mental health and psychotherapy that could be made more accessible by large language model-based solutions. Such reframing is typically…

Computation and Language · Computer Science 2025-03-21 Anmol Goel , Nico Daheim , Christian Montag , Iryna Gurevych

Growing literature explores toxicity and polarization in discourse, with comparatively less work on characterizing what makes dialogue prosocial and constructive. We explore conversational discourse and investigate a method for…

Computation and Language · Computer Science 2025-11-04 Margaret Hughes , Brandon Roy , Elinor Poole-Dayan , Deb Roy , Jad Kabbara

The increasing sophistication of large language models (LLMs) has sparked growing concerns regarding their potential role in exacerbating ideological polarization through the automated generation of persuasive and biased content. This study…

Computation and Language · Computer Science 2025-06-18 . Pazzaglia , V. Vendetti , L. D. Comencini , F. Deriu , V. Modugno

The rise of AI has fueled growing concerns about ``hype'' in machine learning papers, yet a reliable way to quantify rhetorical style independently of substantive content has remained elusive. Because bold language can stem from either…

Computation and Language · Computer Science 2025-12-24 Jingyi Qiu , Hong Chen , Zongyi Li

Despite their remarkable capabilities, large language models (LLMs) often produce responses containing factual inaccuracies due to their sole reliance on the parametric knowledge they encapsulate. Retrieval-Augmented Generation (RAG), an ad…

Computation and Language · Computer Science 2023-10-19 Akari Asai , Zeqiu Wu , Yizhong Wang , Avirup Sil , Hannaneh Hajishirzi

How can we capture the dynamics of deliberation in a debate? In an increasingly divided and misinformed world, understanding the relationship between who is arguing and what they are arguing about is becoming critical for fostering a…

Social and Information Networks · Computer Science 2025-03-27 Arman Irani , Ju Yeon Park , Kevin Esterling , Michalis Faloutsos

As conspiracy theories gain traction, it has become crucial to research effective intervention strategies that can foster evidence and science-based discussions in conspiracy theory communities online. This study presents a novel framework…

Human-Computer Interaction · Computer Science 2025-08-12 Ruican Zhong , Shruti Phadke , Beth Goldberg , Tanushree Mitra

Framing theory posits that how information is presented shapes audience responses, but computational work has largely ignored audience reactions. While recent work showed that article framing systematically shapes the content of reader…

Computation and Language · Computer Science 2026-04-22 Matteo Guida , Yulia Otmakhova , Eduard Hovy , Lea Frermann

Changing someone's opinion is arguably one of the most important challenges of social interaction. The underlying process proves difficult to study: it is hard to know how someone's opinions are formed and whether and how someone's views…

Social and Information Networks · Computer Science 2016-02-09 Chenhao Tan , Vlad Niculae , Cristian Danescu-Niculescu-Mizil , Lillian Lee

Large language models (LLMs) have offered new opportunities for emotional support, and recent work has shown that they can produce empathic responses to people in distress. However, long-term mental well-being requires emotional…

Computation and Language · Computer Science 2024-08-09 Hongli Zhan , Allen Zheng , Yoon Kyung Lee , Jina Suh , Junyi Jessy Li , Desmond C. Ong

Research on dialogue constructiveness assessment focuses on (i) analysing conversational factors that influence individuals to take specific actions, win debates, change their perspectives or broaden their open-mindedness and (ii)…

Computation and Language · Computer Science 2024-10-03 Lexin Zhou , Youmna Farag , Andreas Vlachos

Many cognitive approaches to well-being, such as recognizing and reframing unhelpful thoughts, have received considerable empirical support over the past decades, yet still lack truly widespread adoption in self-help format. A barrier to…

Computation and Language · Computer Science 2023-07-07 Mounica Maddela , Megan Ung , Jing Xu , Andrea Madotto , Heather Foran , Y-Lan Boureau

Modelling persuasion strategies as predictors of task outcome has several real-world applications and has received considerable attention from the computational linguistics community. However, previous research has failed to account for the…

Computation and Language · Computer Science 2021-01-27 Ritam Dutt , Sayan Sinha , Rishabh Joshi , Surya Shekhar Chakraborty , Meredith Riggs , Xinru Yan , Haogang Bao , Carolyn Penstein Rosé