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Humans and intelligent animals can internalize new information and accurately internalize their implications to perform downstream tasks. While large language models (LLMs) can achieve this through in-context learning (ICL) when the…

Computation and Language · Computer Science 2025-11-17 Core Francisco Park , Zechen Zhang , Hidenori Tanaka

Media bias is a multi-faceted construct influencing individual behavior and collective decision-making. Slanted news reporting is the result of one-sided and polarized writing which can occur in various forms. In this work, we focus on an…

Computation and Language · Computer Science 2022-05-24 Jan-David Krieger , Timo Spinde , Terry Ruas , Juhi Kulshrestha , Bela Gipp

With the increasing usage of the internet, more and more data is being digitized including parliamentary debates but they are in an unstructured format. There is a need to convert them into a structured format for linguistic analysis. Much…

Computation and Language · Computer Science 2018-08-22 Sakala Venkata Krishna Rohit , Navjyoti Singh

Detecting organized political campaigns is of paramount importance in fighting against disinformation on social media. Existing approaches for the identification of such organized actions employ techniques mostly from network science, graph…

Computation and Language · Computer Science 2025-02-19 Nikos Kanakaris , Heng Ping , Xiongye Xiao , Nesreen K. Ahmed , Luca Luceri , Emilio Ferrara , Paul Bogdan

Stance detection in fake news is an important component in news veracity assessment because this process helps fact-checking by understanding stance to a central claim from different information sources. The Fake News Challenge Stage 1…

Computation and Language · Computer Science 2019-09-27 Wenjun Liao , Chenghua Lin

In covering elections, journalists often use conflict frames which depict events and issues as adversarial, often highlighting confrontations between opposing parties. Although conflict frames result in more citizen engagement, they may…

Social and Information Networks · Computer Science 2025-03-03 Tejasvi Chebrolu , Rohan Chowdary , N Harsha Vardhan , Ponnurangam Kumaraguru , Ashwin Rajadesingan

Increasing amounts of freely available data both in textual and relational form offers exploration of richer document representations, potentially improving the model performance and robustness. An emerging problem in the modern era is fake…

Computation and Language · Computer Science 2022-02-16 Boshko Koloski , Timen Stepišnik-Perdih , Marko Robnik-Šikonja , Senja Pollak , Blaž Škrlj

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

In the recent political climate, the topic of news quality has drawn attention both from the public and the academic communities. The growing distrust of traditional news media makes it harder to find a common base of accepted truth. In…

Social and Information Networks · Computer Science 2019-05-14 Junting Ye , Steven Skiena

The growing complexity and diversity of news coverage have made framing analysis a crucial yet challenging task in computational social science. Traditional approaches, including manual annotation and fine-tuned models, remain limited by…

Computation and Language · Computer Science 2026-05-22 Valeria Pastorino , Jasivan A. Sivakumar , Nafise Sadat Moosavi

With the growing prevalence of multimodal news content, effective news topic classification demands models capable of jointly understanding and reasoning over heterogeneous data such as text and images. Existing methods often process…

Computation and Language · Computer Science 2026-04-07 Tailong Luo , Hao Li , Rong Fu , Xinyue Jiang , Huaxuan Ding , Yiduo Zhang , Zilin Zhao , Simon Fong , Guangyin Jin , Jianyuan Ni

The recent rise of social media has led to the spread of large amounts of fake and biased news, content published with the intent to sway beliefs. While detecting and profiling the sources that spread this news is important to maintain a…

Computation and Language · Computer Science 2024-04-30 Nikhil Mehta , Dan Goldwasser

The way the media presents events can significantly affect public perception, which in turn can alter people's beliefs and views. Media bias describes a one-sided or polarizing perspective on a topic. This article summarizes the research on…

Computation and Language · Computer Science 2024-01-12 Timo Spinde , Smi Hinterreiter , Fabian Haak , Terry Ruas , Helge Giese , Norman Meuschke , Bela Gipp

A series of datasets and models have been proposed for summaries generated for well-formatted documents such as news articles. Dialogue summaries, however, have been under explored. In this paper, we present the first dataset with…

Computation and Language · Computer Science 2023-05-29 Rongxin Zhu , Jianzhong Qi , Jey Han Lau

Media bias can significantly impact the formation and development of opinions and sentiments in a population. It is thus important to study the emergence and development of partisan media and political polarization. However, it is…

Physics and Society · Physics 2022-12-05 Zehan Chao , Denali Molitor , Deanna Needell , Mason A. Porter

This paper presents computational approaches for automatically detecting critical plot twists in reviews of media products. First, we created a large-scale book review dataset that includes fine-grained spoiler annotations at the…

Computation and Language · Computer Science 2019-06-03 Mengting Wan , Rishabh Misra , Ndapa Nakashole , Julian McAuley

Media coverage has a substantial effect on the public perception of events. Nevertheless, media outlets are often biased. One way to bias news articles is by altering the word choice. The automatic identification of bias by word choice is…

Computation and Language · Computer Science 2022-01-25 Timo Spinde

Since fake news poses a serious threat to society and individuals, numerous studies have been brought by considering text, propagation and user profiles. Due to the data collection problem, these methods based on propagation and user…

Computation and Language · Computer Science 2022-05-31 Yuhang Wang , Li Wang , Yanjie Yang , Yilin Zhang

News headlines often evoke sentiment by intentionally portraying entities in particular ways, making targeted sentiment analysis (TSA) of headlines a worthwhile but difficult task. Due to its subjectivity, creating TSA datasets can involve…

Computation and Language · Computer Science 2024-10-31 Jana Juroš , Laura Majer , Jan Šnajder

Growing polarization of the news media has been blamed for fanning disagreement, controversy and even violence. Early identification of polarized topics is thus an urgent matter that can help mitigate conflict. However, accurate measurement…

Computation and Language · Computer Science 2021-09-14 Zihao He , Negar Mokhberian , Antonio Camara , Andres Abeliuk , Kristina Lerman