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Related papers: Actors, Frames and Arguments: A Multi-Decade Compu…

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Narrative frames are a powerful way of conceptualizing and communicating complex, controversial ideas, however automated frame analysis to date has mostly overlooked this framing device. In this paper, we connect elements of narrativity…

Computation and Language · Computer Science 2025-06-03 Yulia Otmakhova , Lea Frermann

When a news article describes immigration as an "economic burden" or a "humanitarian crisis," it selectively emphasizes certain aspects of the issue. Although \textit{framing} shapes how the public interprets such issues, audiences do not…

Computation and Language · Computer Science 2025-10-02 Matteo Guida , Yulia Otmakhova , Eduard Hovy , Lea Frermann

Online communication about climate change is central to public discourse around this contested issue. Facebook is a dominant social media platform known to be a major source of information and online influence, yet discussion of climate…

Applications · Statistics 2022-11-28 Iain Weaver , Ned Westwood , Travis Coan , Saffron O'Neill , Hywel T. P. Williams

Public discourse around climate change remains polarized despite scientific consensus on anthropogenic climate change (ACC). This study examines how "believers" and "skeptics" of ACC differ in their YouTube comment discourse. We analyzed…

Social and Information Networks · Computer Science 2026-05-27 Yuheun Kim , Qiaoyi Liu , Jeff Hemsley

Climate change is a far-reaching, global phenomenon that will impact many aspects of our society, including the global stock market \cite{dietz2016climate}. In recent years, companies have increasingly been aiming to both mitigate their…

Computation and Language · Computer Science 2020-11-18 Alexandra Luccioni , Emily Baylor , Nicolas Duchene

Democratic societies need reliable information. Misinformation in popular media, such as news articles or videos, threatens to impair civic discourse. Citizens are, unfortunately, not equipped to verify the flood of content consumed daily…

Computation and Language · Computer Science 2026-03-06 Tim Wittenborg , Constantin Sebastian Tremel , Markus Stocker , Sören Auer

Climate change has increased demands for transparent and comparable corporate climate disclosures, yet imitation and symbolic reporting often undermine their value. This paper develops a multidimensional framework to assess disclosure…

Computation and Language · Computer Science 2025-10-03 Bertrand Kian Hassani , Yacoub Bahini , Rizwan Mushtaq

The increasing capability of Large Language Models to act as human-like social agents raises two important questions in the area of opinion dynamics. First, whether these agents can generate effective arguments that could be injected into…

Computers and Society · Computer Science 2023-12-27 Simon Martin Breum , Daniel Vædele Egdal , Victor Gram Mortensen , Anders Giovanni Møller , Luca Maria Aiello

As Large Language Models (LLMs) rise in popularity, it is necessary to assess their capability in critically relevant domains. We present a comprehensive evaluation framework, grounded in science communication research, to assess LLM…

Longitudinal network data are essential for analyzing political, economic, and social systems and processes. In political science, these datasets are often generated through human annotation or supervised machine learning applied to…

Computation and Language · Computer Science 2025-03-04 Xiao Liu , Zirui Wu , Jiayi Li , Zhicheng Shao , Xun Pang , Yansong Feng

Large language models (LLMs) have significantly transformed the landscape of artificial intelligence by demonstrating their ability in generating human-like text across diverse topics. However, despite their impressive capabilities, LLMs…

Citing opinions is a powerful yet understudied strategy in argumentation. For example, an environmental activist might say, "Leading scientists agree that global warming is a serious concern," framing a clause which affirms their own stance…

Computation and Language · Computer Science 2021-01-19 Yiwei Luo , Dallas Card , Dan Jurafsky

Climate discourse online plays a crucial role in shaping public understanding of climate change and influencing political and policy outcomes. However, climate communication unfolds across structurally distinct platforms with fundamentally…

Computation and Language · Computer Science 2026-01-21 Samantha Sudhoff , Pranav Perumal , Zhaoqing Wu , Tunazzina Islam

As large language models (LLMs) become increasingly integrated into online platforms and digital communication spaces, their potential to influence public discourse - particularly in contentious areas like climate change - requires…

Computers and Society · Computer Science 2025-06-17 Wenlu Fan , Wentao Xu

The rise of Large Language Models (LLMs) has raised questions about their ability to understand climate-related contexts. Though climate change dominates social media, analyzing its multimodal expressions is understudied, and current tools…

Computation and Language · Computer Science 2025-04-08 Abhilekh Borah , Hasnat Md Abdullah , Kangda Wei , Ruihong Huang

The complex interaction between social behaviors and climate change requires more than traditional data-driven prediction; it demands interpretable and adaptive analytical frameworks capable of integrating heterogeneous sources of…

Multiagent Systems · Computer Science 2026-03-17 Shan Shan

LLMs are ideal for decision-making thanks to their ability to reason over long contexts. However, challenges arise when processing speech transcripts that describe complex scenarios, as they are verbose and include repetition, hedging, and…

Computation and Language · Computer Science 2025-07-18 Yebowen Hu , Xiaoyang Wang , Wenlin Yao , Yiming Lu , Daoan Zhang , Hassan Foroosh , Dong Yu , Fei Liu

Effective decision-making in complex systems requires synthesizing diverse perspectives to address multifaceted challenges under uncertainty. This study introduces an agentic Large Language Models (LLMs) framework for simulating decision…

Artificial Intelligence · Computer Science 2026-03-20 Antoine Dolant , Praveen Kumar

Despite increasing interest in the automatic detection of media frames in NLP, the problem is typically simplified as single-label classification and adopts a topic-like view on frames, evading modelling the broader document-level…

Computation and Language · Computer Science 2024-01-04 Lea Frermann , Jiatong Li , Shima Khanehzar , Gosia Mikolajczak

Climate change is expected to significantly affect the physical, financial, and economic environments over the long term, posing risks to the financial health of general insurers. While general insurers typically use Dynamic Financial…

Applications · Statistics 2026-05-27 Benjamin Avanzi , Yanfeng Li , Greg Taylor , Bernard Wong
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