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With the uptake of algorithmic personalization in the news domain, news organizations increasingly trust automated systems with previously considered editorial responsibilities, e.g., prioritizing news to readers. In this paper we study an…

信息检索 · 计算机科学 2020-04-22 Feng Lu , Anca Dumitrache , David Graus

In Communication Theory, intermedia agenda-setting refers to the influence that different news sources may have on each other, and how this subsequently affects the breadth of information that is presented to the public. Several studies…

物理与社会 · 物理学 2020-06-23 Samuel Stern , Giacomo Livan , Robert E. Smith

Collecting diverse human opinions is costly and challenging. This leads to a recent trend in exploiting large language models (LLMs) for generating diverse data for potential scalable and efficient solutions. However, the extent to which…

计算与语言 · 计算机科学 2024-10-15 Shirley Anugrah Hayati , Minhwa Lee , Dheeraj Rajagopal , Dongyeop Kang

Most existing personalization systems promote items that match a user's previous choices or those that are popular among similar users. This results in recommendations that are highly similar to the ones users are already exposed to,…

社会与信息网络 · 计算机科学 2021-02-26 Bibek Paudel , Abraham Bernstein

Global partisan hostility and polarization has increased, and this polarization is heightened around presidential elections. Models capable of generating accurate summaries of diverse perspectives can help reduce such polarization by…

计算与语言 · 计算机科学 2025-07-29 Nicholas Deas , Kathleen McKeown

The Web has evolved to a dominant platform where everyone has the opportunity to express their opinions, to interact with other users, and to debate on emerging events happening around the world. On the one hand, this has enabled the…

社会与信息网络 · 计算机科学 2021-07-30 Mainul Quraishi , Pavlos Fafalios , Eelco Herder

The MIND dataset is at the moment of writing the most extensive dataset available for the research and development of news recommender systems. This work analyzes the suitability of the dataset for research on diverse news recommendations.…

信息检索 · 计算机科学 2023-05-04 Sanne Vrijenhoek

Within the United States, the majority of the populace receives their news online. U.S mainstream media outlets both generate and influence the news consumed by U.S citizens. Many of these citizens have their personal beliefs about these…

人机交互 · 计算机科学 2024-03-04 Keshav Dasu , Sam Yu-Te Lee , Ying-Cheng Chen , Kwan-Liu Ma

News recommender systems (NRs) have been shown to shape public discourse and to enforce behaviors that have a critical, oftentimes detrimental effect on democracies. Earlier research on the impact of media bias has revealed their strong…

计算机与社会 · 计算机科学 2022-09-19 Thomas Elmar Kolb , Irina Nalis , Mete Sertkan , Julia Neidhardt

Providing recommendations that are both relevant and diverse is a key consideration of modern recommender systems. Optimizing both of these measures presents a fundamental trade-off, as higher diversity typically comes at the cost of…

信息检索 · 计算机科学 2024-08-08 Erica Coppolillo , Giuseppe Manco , Aristides Gionis

One key consequence of the information revolution is a significant increase and a contamination of our information supply. The practice of fact checking won't suffice to eliminate the biases in text data we observe, as the degree of…

计算与语言 · 计算机科学 2019-06-11 Sihao Chen , Daniel Khashabi , Wenpeng Yin , Chris Callison-Burch , Dan Roth

Access to diverse perspectives is essential for understanding real-world events, yet most news retrieval systems prioritize textual relevance, leading to redundant results and limited viewpoint exposure. We propose NEWSCOPE, a two-stage…

计算与语言 · 计算机科学 2025-09-01 Yixuan Tang , Yuanyuan Shi , Yiqun Sun , Anthony Kum Hoe Tung

What kinds of arguments do people make, and what effect do they have on others? Normative constraints on argument-making are as old as philosophy itself, but little is known about the diversity of arguments made in practice. We use NLP…

计算与语言 · 计算机科学 2022-12-12 Robin W. Na , Simon DeDeo

News recommender systems are used by online news providers to alleviate information overload and to provide personalized content to users. However, algorithmic news curation has been hypothesized to create filter bubbles and to intensify…

信息检索 · 计算机科学 2022-03-14 Mehwish Alam , Andreea Iana , Alexander Grote , Katharina Ludwig , Philipp Müller , Heiko Paulheim

Mainstream news organizations shape public perception not only directly through the articles they publish but also through the choices they make about which topics to cover (or ignore) and how to frame the issues they do decide to cover.…

In the contemporary media landscape, with the vast and diverse supply of news, it is increasingly challenging to study such an enormous amount of items without a standardized framework. Although attempts have been made to organize and…

计算与语言 · 计算机科学 2022-12-09 Zilin Lin , Kasper Welbers , Susan Vermeer , Damian Trilling

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…

计算与语言 · 计算机科学 2022-01-25 Timo Spinde

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…

计算与语言 · 计算机科学 2024-04-30 Nikhil Mehta , Dan Goldwasser

Insights are relative - influenced by a range of factors such as assumptions, scopes, or methods that together define a research perspective. In normative and empirical fields alike, this insight has led to the conclusion that no single…

社会与信息网络 · 计算机科学 2025-12-08 Titus Pünder , Corinna Coupette

Recently, in the area of big data, some popular applications such as web search engines and recommendation systems, face the problem to diversify results during query processing. In this sense, it is both significant and essential to…

数据库 · 计算机科学 2018-08-06 Meifan Zhang , Hongzhi Wang , Jianzhong Li , Hong Gao