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Search engines play a crucial role in shaping public discourse by influencing how information is accessed and framed. While prior research has extensively examined various dimensions of search bias -- such as content prioritization,…

Computation and Language · Computer Science 2025-07-18 Amrit Poudel , Tim Weninger

In competitive search settings such as the Web, many documents' authors (publishers) opt to have their documents highly ranked for some queries. To this end, they modify the documents - specifically, their content - in response to induced…

Information Retrieval · Computer Science 2021-10-22 Gregory Goren , Oren Kurland , Moshe Tennenholtz , Fiana Raiber

News media structure their reporting of events or issues using certain perspectives. When describing an incident involving gun violence, for example, some journalists may focus on mental health or gun regulation, while others may emphasize…

News has traditionally been well researched, with studies ranging from sentiment analysis to event detection and topic tracking. We extend the focus to two surprisingly under-researched aspects of news: \emph{framing} and \emph{predictive…

Computers and Society · Computer Science 2018-02-19 Karthik Sheshadri , Chung-Wei Hang , Munindar Singh

While it is often assumed that searching for information to evaluate misinformation will help identify false claims, recent work suggests that search behaviours can instead reinforce belief in misleading news, particularly when users…

The framing of political issues can influence policy and public opinion. Even though the public plays a key role in creating and spreading frames, little is known about how ordinary people on social media frame political issues. By creating…

Computation and Language · Computer Science 2021-09-09 Julia Mendelsohn , Ceren Budak , David Jurgens

People use search engines to find answers to questions related to their health, finances, or other socially relevant issues. However, most users are unaware that search results are considerably influenced by search engine marketing (SEM).…

Information Retrieval · Computer Science 2023-01-25 Sebastian Schultheiß

We demonstrate that framing, a subjective aspect of news, is a causal precursor to both significant public perception changes, and to federal legislation. We posit, counter-intuitively, that topic news volume and mean article similarity…

Computers and Society · Computer Science 2018-02-19 Karthik Sheshadri , Chung-Wei Hang , Munindar Singh

Online platforms have transformed the way in which individuals access and interact with news, with a high degree of trust particularly placed in search engine results. We use web tracked behavioral data across a 2-month period and analyze…

Computers and Society · Computer Science 2023-04-06 Roberto Ulloa , Celina Sylwia Kacperski

In many real-world applications, large language models (LLMs) operate as independent agents without interaction, thereby limiting coordination. In this setting, we examine how prompt framing influences decisions in a threshold voting task…

Computation and Language · Computer Science 2026-04-08 Zice Wang , Zhenyu Zhang

Search query suggestions affect users' interactions with search engines, which then influences the information they encounter. Thus, bias in search query suggestions can lead to exposure to biased search results and can impact opinion…

Information Retrieval · Computer Science 2024-11-01 Fabian Haak , Björn Engelmann , Christin Katharina Kreutz , Philipp Schaer

People use web search engines to find information before forming opinions, which can lead to practical decisions with different levels of impact. The cognitive effort of search can leave opinionated users vulnerable to cognitive biases,…

Information Retrieval · Computer Science 2023-09-18 Z. Wu , T. Draws , F. Cau , F. Barile , A. Rieger , N. Tintarev

Users rely on search engines for information in critical contexts, such as public health emergencies. Understanding how users evaluate the trustworthiness of search results is therefore essential. Research has identified rank and the…

Human-Computer Interaction · Computer Science 2023-09-21 Sterling Williams-Ceci , Michael Macy , Mor Naaman

Query in a search engine is generally based on natural language. A query can be expressed in more than one way without changing its meaning as it depends on thinking of human being at a particular moment. Aim of the searcher is to get most…

Information Retrieval · Computer Science 2013-03-08 Raj Kishor Bisht , Ila Pant Bisht

Warning: this paper contains content that may be offensive or upsetting. Language has the power to reinforce stereotypes and project social biases onto others. At the core of the challenge is that it is rarely what is stated explicitly, but…

Computation and Language · Computer Science 2020-04-27 Maarten Sap , Saadia Gabriel , Lianhui Qin , Dan Jurafsky , Noah A. Smith , Yejin Choi

It has been suggested that online search and retrieval contributes to the intellectual isolation of users within their preexisting ideologies, where people's prior views are strengthened and alternative viewpoints are infrequently…

Information Retrieval · Computer Science 2014-05-08 Danai Koutra , Paul Bennett , Eric Horvitz

When interacting with information retrieval (IR) systems, users, affected by confirmation biases, tend to select search results that confirm their existing beliefs on socially significant contentious issues. To understand the judgments and…

Information Retrieval · Computer Science 2024-06-18 Ben Wang , Jiqun Liu

Large language models (LLMs) are known to produce varying responses depending on prompt phrasing, indicating that subtle guidance in phrasing can steer their answers. However, the impact of this framing bias on LLM-based evaluation, where…

Computation and Language · Computer Science 2026-01-21 Yerin Hwang , Dongryeol Lee , Taegwan Kang , Minwoo Lee , Kyomin Jung

This study explores strategies for optimizing news headline recommendations through preference-based learning. Using real-world data of user interactions with French-language online news posts, we learn a headline recommender agent under a…

Information Retrieval · Computer Science 2025-06-10 Alexandre Bouras , Audrey Durand , Richard Khoury

Narratives serve as fundamental frameworks in our understanding of the world and play a crucial role in collaborative sensemaking, providing a versatile foundation for sensemaking. Framing is a subtle yet potent mechanism that influences…

Computation and Language · Computer Science 2024-05-07 Sebastián Concha Macías , Brian Keith Norambuena
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