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Related papers: Framing the News:From Human Perception to Large La…

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Large Language Models (LLMs) are increasingly embedded in evaluative processes, from information filtering to assessing and addressing knowledge gaps through explanation and credibility judgments. This raises the need to examine how such…

Analyzing ideological discourse even in the age of LLMs remains a challenge, as these models often struggle to capture the key elements that shape real-world narratives. Specifically, LLMs fail to focus on characteristic elements driving…

Computation and Language · Computer Science 2025-04-11 Nishanth Nakshatri , Nikhil Mehta , Siyi Liu , Sihao Chen , Daniel J. Hopkins , Dan Roth , Dan Goldwasser

News articles both shape and reflect public opinion across the political spectrum. Analyzing them for social bias can thus provide valuable insights, such as prevailing stereotypes in society and the media, which are often adopted by NLP…

Computation and Language · Computer Science 2022-11-08 Maximilian Spliethöver , Maximilian Keiff , Henning Wachsmuth

With rapidly evolving media narratives, it has become increasingly critical to not just extract narratives from a given corpus but rather investigate, how they develop over time. While popular narrative extraction methods such as Large…

Computation and Language · Computer Science 2025-06-26 Kai-Robin Lange , Tobias Schmidt , Matthias Reccius , Henrik Müller , Michael Roos , Carsten Jentsch

Considerable advancements have been made to tackle the misrepresentation of information derived from reference articles in the domains of fact-checking and faithful summarization. However, an unaddressed aspect remains - the identification…

Computation and Language · Computer Science 2024-12-03 Kung-Hsiang Huang , Hou Pong Chan , Kathleen McKeown , Heng Ji

In 2019, outbreaks of vaccine-preventable diseases reached the highest number in the US since 1992. Medical misinformation, such as antivaccine content propagating through social media, is associated with increases in vaccine delay and…

Multimedia · Computer Science 2020-12-29 Zuhui Wang , Zhaozheng Yin , Young Anna Argyris

Metaphors are powerful framing devices, yet their source domains alone do not fully explain the specific associations they evoke. We argue that the interplay between source domains and semantic frames determines how metaphors shape…

Computation and Language · Computer Science 2026-04-23 Yulia Otmakhova , Matteo Guida , Lea Frermann

Automatic headline generation enables users to comprehend ongoing news events promptly and has recently become an important task in web mining and natural language processing. With the growing need for news headline generation, we argue…

Computation and Language · Computer Science 2023-02-14 Jiaming Shen , Jialu Liu , Dan Finnie , Negar Rahmati , Michael Bendersky , Marc Najork

Identifying the relationship between two articles, e.g., whether two articles published from different sources describe the same breaking news, is critical to many document understanding tasks. Existing approaches for modeling and matching…

Computation and Language · Computer Science 2019-05-29 Bang Liu , Di Niu , Haojie Wei , Jinghong Lin , Yancheng He , Kunfeng Lai , Yu Xu

In todays age of freely available information, policy makers have to take into account a huge amount of information while making decisions affecting relevant stakeholders. While increase in the amount of information sources and documents…

Information Retrieval · Computer Science 2025-02-06 Meheli Basu , Aniruddha Dutta , Purvi Shah

Media organizations bear great reponsibility because of their considerable influence on shaping beliefs and positions of our society. Any form of media can contain overly biased content, e.g., by reporting on political events in a selective…

Computation and Language · Computer Science 2020-10-22 Wei-Fan Chen , Khalid Al-Khatib , Henning Wachsmuth , Benno Stein

We propose Visual News Captioner, an entity-aware model for the task of news image captioning. We also introduce Visual News, a large-scale benchmark consisting of more than one million news images along with associated news articles, image…

Computer Vision and Pattern Recognition · Computer Science 2021-09-15 Fuxiao Liu , Yinghan Wang , Tianlu Wang , Vicente Ordonez

News articles capture a variety of topics about our society. They reflect not only the socioeconomic activities that happened in our physical world, but also some of the cultures, human interests, and public concerns that exist only in the…

Social and Information Networks · Computer Science 2018-09-11 Yingjie Hu , Xinyue Ye , Shih-Lung Shaw

Easier access to the internet and social media has made disseminating information through online sources very easy. Sources like Facebook, Twitter, online news sites and personal blogs of self-proclaimed journalists have become significant…

Computation and Language · Computer Science 2021-09-28 Shaily Bhatt , Sakshi Kalra , Naman Goenka , Yashvardhan Sharma

Investigative journalists routinely confront large document collections. Large language models (LLMs) with retrieval-augmented generation (RAG) capabilities promise to accelerate the process of document discovery, but newsroom adoption…

Information Retrieval · Computer Science 2025-10-01 Nick Hagar , Nicholas Diakopoulos , Jeremy Gilbert

In today's visually dominated social media landscape, predicting the perceived credibility of visual content and understanding what drives human judgment are crucial for countering misinformation. However, these tasks are challenging due to…

Computer Vision and Pattern Recognition · Computer Science 2025-04-16 Yilang Peng , Sijia Qian , Yingdan Lu , Cuihua Shen

Media news framing bias can increase political polarization and undermine civil society. The need for automatic mitigation methods is therefore growing. We propose a new task, a neutral summary generation from multiple news articles of the…

Computation and Language · Computer Science 2022-05-04 Nayeon Lee , Yejin Bang , Tiezheng Yu , Andrea Madotto , Pascale Fung

Scientific facts are often spun in the popular press with the intent to influence public opinion and action, as was evidenced during the COVID-19 pandemic. Automatic detection of misinformation in the scientific domain is challenging…

Computation and Language · Computer Science 2025-11-25 Yupeng Cao , Aishwarya Muralidharan Nair , Nastaran Jamalipour Soofi , Elyon Eyimife , K. P. Subbalakshmi

Diplomatic events consistently prompt widespread public discussion and debate. Public sentiment plays a critical role in diplomacy, as a good sentiment provides vital support for policy implementation, helps resolve international issues,…

Computation and Language · Computer Science 2025-09-26 Leyi Ouyang

Digital media have become central to how labor unions communicate, organize, and sustain collective action. Yet little is known about how unions' online discourse relates to concrete outcomes such as representation elections. This study…

Computers and Society · Computer Science 2026-04-09 Arianna Pera , Veronica Jude , Ceren Budak , Luca Maria Aiello
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