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AI systems have been shown to produce unfair results for certain subgroups of population, highlighting the need to understand bias on certain sensitive attributes. Current research often falls short, primarily focusing on the subgroups…

Machine Learning · Computer Science 2024-06-10 Gezheng Xu , Qi Chen , Charles Ling , Boyu Wang , Changjian Shui

In a sponsored search engine, generative retrieval models are recently proposed to mine relevant advertisement keywords for users' input queries. Generative retrieval models generate outputs token by token on a path of the target library…

Information Retrieval · Computer Science 2020-10-22 Weizhen Qi , Yeyun Gong , Yu Yan , Jian Jiao , Bo Shao , Ruofei Zhang , Houqiang Li , Nan Duan , Ming Zhou

This report aims to report my thesis progress so far. My work attempts to show the differences in the perspectives of two search engines, Bing and Google on several selected controversial topics. In this work, we try to make a distinction…

Information Retrieval · Computer Science 2022-11-22 Gizem Gezici

In social sciences, there is currently no consensus on the mechanism for cultural evolution. The evolution of first names of newborn babies offers a remarkable example for the researches in the field. Here we perform statistical analyses on…

Physics and Society · Physics 2012-12-04 Ning Xi , Zi-Ke Zhang , Yi-Cheng Zhang

Ranking algorithms are deployed widely to order a set of items in applications such as search engines, news feeds, and recommendation systems. Recent studies, however, have shown that, left unchecked, the output of ranking algorithms can…

Data Structures and Algorithms · Computer Science 2018-07-31 L. Elisa Celis , Damian Straszak , Nisheeth K. Vishnoi

Depressive disorder is one of the most prevalent mental illnesses among the global population. However, traditional screening methods require exacting in-person interviews and may fail to provide immediate interventions. In this work, we…

Computers and Society · Computer Science 2020-10-30 Boyu Zhang , Anis Zaman , Rupam Acharyya , Ehsan Hoque , Vincent Silenzio , Henry Kautz

Internet research on search engine quality and validity of results demand much concern. Thus, the focus in our study has been to measure the impact of quotation marks usage on the internet search outputs in terms of google search outcomes…

We present a model of competition between web search algorithms, and study the impact of such competition on user welfare. In our model, search providers compete for customers by strategically selecting which search results to display in…

Computer Science and Game Theory · Computer Science 2013-10-16 David Kempe , Brendan Lucier

Personalized advertisement is a crucial task for many of the online businesses and video broadcasters. Many of today's broadcasters use the same commercial for all customers, but as one can imagine different viewers have different interests…

Computer Vision and Pattern Recognition · Computer Science 2018-06-25 Shervin Minaee , Imed Bouazizi , Prakash Kolan , Hossein Najafzadeh

As AI advances in text generation, human trust in AI generated content remains constrained by biases that go beyond concerns of accuracy. This study explores how bias shapes the perception of AI versus human generated content. Through three…

Computation and Language · Computer Science 2025-08-07 Tiffany Zhu , Iain Weissburg , Kexun Zhang , William Yang Wang

Searching for a person's name is a common online activity. However, Web search engines provide few accurate results to queries containing names. In contrast to a general word which has only one correct spelling, there are several legitimate…

Information Retrieval · Computer Science 2021-02-02 Aviad Elyashar , Rami Puzis , Michael Fire

With the advancement of generation models, AI-generated content (AIGC) is becoming more realistic, flooding the Internet. A recent study suggests that this phenomenon causes source bias in text retrieval for web search. Specifically, neural…

Information Retrieval · Computer Science 2024-05-28 Shicheng Xu , Danyang Hou , Liang Pang , Jingcheng Deng , Jun Xu , Huawei Shen , Xueqi Cheng

A consumer-dependent (business-to-consumer) organization tends to present itself as possessing a set of human qualities, which is termed as the brand personality of the company. The perception is impressed upon the consumer through the…

Computation and Language · Computer Science 2021-08-17 Soumyadeep Roy , Shamik Sural , Niyati Chhaya , Anandhavelu Natarajan , Niloy Ganguly

Past research has identified discriminatory automatic speech recognition (ASR) performance as a function of the racial group and nationality of the speaker. In this paper, we expand the discussion beyond bias as a function of the individual…

Computation and Language · Computer Science 2023-02-10 Alex DiChristofano , Henry Shuster , Shefali Chandra , Neal Patwari

The content moderation systems used by social media sites are a topic of widespread interest and research, but less is known about the use of similar systems by web search engines. For example, Google Search attempts to help its users…

Social and Information Networks · Computer Science 2025-02-26 Ronald E. Robertson , Evan M. Williams , Kathleen M. Carley , David Thiel

As social issues related to gender bias attract closer scrutiny, accurate tools to determine the gender profile of large groups become essential. When explicit data is unavailable, gender is often inferred from names. Current methods follow…

Cultural traits such as words, names, decorative styles, and technical standards often assume arbitrary values and are thought to evolve neutrally. But neutral evolution cannot explain why some traits come and go in cycles of popularity…

Populations and Evolution · Quantitative Biology 2021-04-01 Mitchell G. Newberry , Joshua B. Plotkin

Google Search increasingly surfaces AI-generated content through features like AI Overviews (AIO) and Featured Snippets (FS), which users frequently rely on despite having no control over their presentation. Through a systematic algorithm…

Computation and Language · Computer Science 2026-03-24 Desheng Hu , Joachim Baumann , Aleksandra Urman , Elsa Lichtenegger , Robin Forsberg , Aniko Hannak , Christo Wilson

A reader browsing through an online article is highly likely to encounter an advertorial, often without realizing it. Advertorials represent a relatively new marketing strategy where advertisements are deliberately designed to resemble the…

Computers and Society · Computer Science 2026-02-16 Emmanouil Papadogiannakis , Panagiotis Papadopoulos , Nicolas Kourtellis , Evangelos Markatos

The wide use of social media sites and other digital technologies have resulted in an unprecedented availability of digital data that are being used to study human behavior across research domains. Although unsolicited opinions and…

Social and Information Networks · Computer Science 2018-06-01 Nina Cesare , Christan Grant , Quynh Nguyen , Hedwig Lee , Elaine O. Nsoesie