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Related papers: User Attitudes to Content Moderation in Web Search

200 papers

Extensive efforts in automated approaches for content moderation have been focused on developing models to identify toxic, offensive, and hateful content with the aim of lightening the load for moderators. Yet, it remains uncertain whether…

Computation and Language · Computer Science 2024-11-14 Yang Trista Cao , Lovely-Frances Domingo , Sarah Ann Gilbert , Michelle Mazurek , Katie Shilton , Hal Daumé

Internet search affects people's cognition of the world, so mitigating biases in search results and learning fair models is imperative for social good. We study a unique gender bias in image search in this work: the search images are often…

Computer Vision and Pattern Recognition · Computer Science 2021-09-14 Jialu Wang , Yang Liu , Xin Eric Wang

It is widely known that people become better at an activity if they perform this activity long and often. Yet, the question is whether being active in related areas like communicating online, writing blog articles or commenting on community…

Information Retrieval · Computer Science 2015-11-19 Georg Singer , Pille Pruulmann-Vengerfeldt , Ulrich Norbisrath , Dirk Lewandowski

Search engine results often misalign with users' goals due to opaque algorithms, leading to unhelpful or detrimental information consumption. To address this, we developed a Google Chrome plugin that provides "content labels" for webpages…

Human-Computer Interaction · Computer Science 2024-10-08 Christopher Kelly , Jonatan Fontanez , Tali Sharot

Search engines provide cached copies of indexed content so users will have something to "click on" if the remote resource is temporarily or permanently unavailable. Depending on their proprietary caching strategies, search engines will…

Digital Libraries · Computer Science 2007-05-23 Frank McCown , Michael L. Nelson

This publication describes the motivation and generation of $Q_{bias}$, a large dataset of Google and Bing search queries, a scraping tool and dataset for biased news articles, as well as language models for the investigation of bias in…

Information Retrieval · Computer Science 2023-11-30 Fabian Haak , Philipp Schaer

Recommendation systems have become central gatekeepers of online information, shaping user behaviour across a wide range of activities. In response, users increasingly organize and coordinate to steer algorithmic outcomes toward diverse…

Information Retrieval · Computer Science 2026-03-31 Giovanni De Toni , Cristian Consonni , Erasmo Purificato , Emilia Gomez , Bruno Lepri

While research continues to investigate and improve the accuracy, fairness, and normative appropriateness of content moderation processes on large social media platforms, even the best process cannot be effective if users reject its…

Human-Computer Interaction · Computer Science 2022-10-07 Christina A. Pan , Sahil Yakhmi , Tara P. Iyer , Evan Strasnick , Amy X. Zhang , Michael S. Bernstein

Warning: This paper contains content that may be offensive or upsetting. Online search engine auto-completions make it faster for users to search and access information. However, they also have the potential to reinforce and promote…

Computers and Society · Computer Science 2024-05-06 Geng Liu , Pietro Pinoli , Stefano Ceri , Francesco Pierri

Content moderation research typically prioritizes representing and addressing challenges for one group of stakeholders or communities in one type of context. While taking a focused approach is reasonable or even favorable for empirical case…

Human-Computer Interaction · Computer Science 2022-06-08 Jialun Aaron Jiang , Peipei Nie , Jed R. Brubaker , Casey Fiesler

In this paper, we assess existing technical proposals for content moderation in End-to-End Encryption (E2EE) services. First, we explain the various tools in the content moderation toolbox, how they are used, and the different phases of the…

Cryptography and Security · Computer Science 2022-02-10 Seny Kamara , Mallory Knodel , Emma Llansó , Greg Nojeim , Lucy Qin , Dhanaraj Thakur , Caitlin Vogus

Online platforms face the challenge of moderating an ever-increasing volume of content, including harmful hate speech. In the absence of clear legal definitions and a lack of transparency regarding the role of algorithms in shaping…

Computers and Society · Computer Science 2024-06-21 David Hartmann , Amin Oueslati , Dimitri Staufer

Automated content moderation has long been used to help identify and filter undesired user-generated content online. But such systems have a history of incorrectly flagging content by and about marginalized identities for removal.…

Computation and Language · Computer Science 2025-07-25 Grace Proebsting , Oghenefejiro Isaacs Anigboro , Charlie M. Crawford , Danaé Metaxa , Sorelle A. Friedler

To address the widespread problem of uncivil behavior, many online discussion platforms employ human moderators to take action against objectionable content, such as removing it or placing sanctions on its authors. This reactive paradigm of…

Computers and Society · Computer Science 2022-12-01 Charlotte Schluger , Jonathan P. Chang , Cristian Danescu-Niculescu-Mizil , Karen Levy

Given the prevalence of online misinformation and our scarce cognitive capacity, Internet users have been shown to frequently fall victim to such information. As some studies have investigated psychological factors that make people…

Human-Computer Interaction · Computer Science 2022-10-24 Nattapat Boonprakong , Benjamin Tag , Tilman Dingler

The search task and the system both affect the demand on cognitive resources during information search. In some situations, the demands may become too high for a person. This article has a three-fold goal. First, it presents and critiques…

Human-Computer Interaction · Computer Science 2010-05-18 Jacek Gwizdka

Content moderation on social media platforms shapes the dynamics of online discourse, influencing whose voices are amplified and whose are suppressed. Recent studies have raised concerns about the fairness of content moderation practices,…

Computation and Language · Computer Science 2024-06-25 Rebecca Dorn , Lee Kezar , Fred Morstatter , Kristina Lerman

Disinformation is proliferating on the internet, and platforms are responding by attaching warnings to content. There is little evidence, however, that these warnings help users identify or avoid disinformation. In this work, we adapt…

Human-Computer Interaction · Computer Science 2021-08-18 Ben Kaiser , Jerry Wei , Eli Lucherini , Kevin Lee , J. Nathan Matias , Jonathan Mayer

Clarification is increasingly becoming a vital factor in various topics of information retrieval, such as conversational search and modern Web search engines. Prompting the user for clarification in a search session can be very beneficial…

Information Retrieval · Computer Science 2021-02-09 Ivan Sekulić , Mohammad Aliannejadi , Fabio Crestani

The expansion of the attention economy has led to the growing issue of inappropriate content being posted by profit-driven users. Previous countermeasures against inappropriate content have relied on moderation, which raises ethical…

Social and Information Networks · Computer Science 2025-04-03 Naoki Hirakura