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Many people consider news articles to be a reliable source of information on current events. However, due to the range of factors influencing news agencies, such coverage may not always be impartial. Media bias, or slanted news coverage,…

计算与语言 · 计算机科学 2021-05-26 T. Spinde , L. Rudnitckaia , K. Sinha , F. Hamborg , B. Gipp , K. Donnay

Slanted news coverage strongly affects public opinion. This is especially true for coverage on politics and related issues, where studies have shown that bias in the news may influence elections and other collective decisions. Due to its…

计算机与社会 · 计算机科学 2021-10-19 Felix Hamborg , Timo Spinde , Kim Heinser , Karsten Donnay , Bela Gipp

The concept of fairness is gaining popularity in academia and industry. Social media is especially vulnerable to media biases and toxic language and comments. We propose a fair ML pipeline that takes a text as input and determines whether…

计算与语言 · 计算机科学 2023-03-14 Shaina Raza , Syed Raza Bashir , Sneha , Urooj Qamar

Automated frame analysis of political communication is a popular task in computational social science that is used to study how authors select aspects of a topic to frame its reception. So far, such studies have been narrow, in that they…

计算与语言 · 计算机科学 2025-05-30 Arnav Arora , Srishti Yadav , Maria Antoniak , Serge Belongie , Isabelle Augenstein

Modern models for common NLP tasks often employ machine learning techniques and train on journalistic, social media, or other culturally-derived text. These have recently been scrutinized for racial and gender biases, rooting from inherent…

计算与语言 · 计算机科学 2026-01-27 Scott Friedman , Sonja Schmer-Galunder , Anthony Chen , Jeffrey Rye

Language carries implicit human biases, functioning both as a reflection and a perpetuation of stereotypes that people carry with them. Recently, ML-based NLP methods such as word embeddings have been shown to learn such language biases…

计算与语言 · 计算机科学 2022-01-26 Xavier Ferrer-Aran , Tom van Nuenen , Natalia Criado , Jose M. Such

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…

物理与社会 · 物理学 2022-12-05 Zehan Chao , Denali Molitor , Deanna Needell , Mason A. Porter

Media bias significantly shapes public perception by reinforcing stereotypes and exacerbating societal divisions. Prior research has often focused on isolated media bias dimensions such as \textit{political bias} or \textit{racial bias},…

社会与信息网络 · 计算机科学 2024-08-29 Yifan Liu , Yike Li , Dong Wang

Rapid development of Internet technologies promotes traditional newspapers to report news on social networks. However, people on social networks may have different needs which naturally arises the question: whether can we analyze the…

计算与语言 · 计算机科学 2021-04-22 Yuting Yang , Juan Cao , Mingyan Lu , Jintao Li , Chia-Wen Lin

The manifestation and effect of bias in news reporting have been central topics in the social sciences for decades, and have received increasing attention in the NLP community recently. While NLP can help to scale up analyses or contribute…

计算与语言 · 计算机科学 2024-06-21 Gisela Vallejo , Timothy Baldwin , Lea Frermann

It is well known that textual data on the internet and other digital platforms contain significant levels of bias and stereotypes. Although many such texts contain stereotypes and biases that inherently exist in natural language for reasons…

计算与语言 · 计算机科学 2022-01-24 Ewoenam Kwaku Tokpo , Toon Calders

The authorship attribution is a problem of considerable practical and technical interest. Several methods have been designed to infer the authorship of disputed documents in multiple contexts. While traditional statistical methods based…

计算与语言 · 计算机科学 2018-03-28 Jeaneth Machicao , Edilson A. Corrêa , Gisele H. B. Miranda , Diego R. Amancio , Odemir M. Bruno

Predicting the political bias and the factuality of reporting of entire news outlets are critical elements of media profiling, which is an understudied but an increasingly important research direction. The present level of proliferation of…

计算与语言 · 计算机科学 2020-05-12 Ramy Baly , Georgi Karadzhov , Jisun An , Haewoon Kwak , Yoan Dinkov , Ahmed Ali , James Glass , Preslav Nakov

News Articles provides crucial information about various events happening in the society but they unfortunately come with different kind of biases. These biases can significantly distort public opinion and trust in the media, making it…

计算与语言 · 计算机科学 2025-01-07 Bhushan Santosh Shah , Deven Santosh Shah , Vahida Attar

The rapid advancement of Language Model technologies has opened new opportunities, but also introduced new challenges related to bias and fairness. This paper explores the uncharted territory of potential biases in state-of-the-art…

信息检索 · 计算机科学 2024-12-13 Hongliu Cao

News outlets are now more than ever incentivized to provide their audience with slanted news, while the intrinsic homophilic nature of online social media may exacerbate polarized opinions. Here, we propose a new dynamic latent space model…

应用统计 · 统计学 2025-09-19 Roberto Casarin , Antonio Peruzzi , Mark F. J. Steel

Most research on natural language processing treats bias as an absolute concept: Based on a (probably complex) algorithmic analysis, a sentence, an article, or a text is classified as biased or not. Given the fact that for humans the…

计算与语言 · 计算机科学 2022-10-14 Alonso Palomino , Martin Potthast , Khalid Al-Khatib , Benno Stein

Detecting online toxicity has always been a challenge due to its inherent subjectivity. Factors such as the context, geography, socio-political climate, and background of the producers and consumers of the posts play a crucial role in…

社会与信息网络 · 计算机科学 2023-01-18 Tanmay Garg , Sarah Masud , Tharun Suresh , Tanmoy Chakraborty

Recent advancements in natural language generation has raised serious concerns. High-performance language models are widely used for language generation tasks because they are able to produce fluent and meaningful sentences. These models…

计算与语言 · 计算机科学 2020-10-06 Saurabh Gupta , Huy H. Nguyen , Junichi Yamagishi , Isao Echizen

We present our approach for computer-aided social media text authorship attribution based on recent advances in short text authorship verification. We use various natural language techniques to create word-level and character-level models…

计算与语言 · 计算机科学 2017-12-27 Himank Yadav , Juliang Li