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Our society is plagued by several biases, including racial biases, caste biases, and gender bias. As a matter of fact, several years ago, most of these notions were unheard of. These biases passed through generations along with…

Computer Vision and Pattern Recognition · Computer Science 2023-05-04 Lavisha Aggarwal , Shruti Bhargava

Context: Architecture Tactics (ATs) are architectural building blocks that provide general architectural solutions for addressing Quality Attributes (QAs) issues. Mining and analyzing QA-AT knowledge can help the software architecture…

Software Engineering · Computer Science 2021-05-18 Tingting Bi , Peng Liang , Antony Tang , Xin Xia

The goal of question answering (QA) is to answer any question. However, major QA datasets have skewed distributions over gender, profession, and nationality. Despite that skew, model accuracy analysis reveals little evidence that accuracy…

Computation and Language · Computer Science 2021-09-14 Maharshi Gor , Kellie Webster , Jordan Boyd-Graber

We analyze gendered communities defined in three different ways: text, users, and sentiment. Differences across these representations reveal facets of communities' distinctive identities, such as social group, topic, and attitudes. Two…

Computation and Language · Computer Science 2018-11-20 Li Lucy , Julia Mendelsohn

Online platforms often have conflicting goals: they face tradeoffs between increasing efficiency and reducing disparities, where the latter may relate to objectives such as the longer-term health of the marketplace or the organization's…

General Economics · Economics 2025-03-05 Susan Athey , Dean Karlan , Emil Palikot , Yuan Yuan

Do question answering (QA) modeling improvements (e.g., choice of architecture and training procedure) hold consistently across the diverse landscape of QA benchmarks? To study this question, we introduce the notion of concurrence -- two…

Computation and Language · Computer Science 2023-06-01 Nelson F. Liu , Tony Lee , Robin Jia , Percy Liang

Making online social communities 'better' is a challenging undertaking, as online communities are extraordinarily varied in their size, topical focus, and governance. As such, what is valued by one community may not be valued by another.…

Social and Information Networks · Computer Science 2022-05-11 Galen Weld , Amy X. Zhang , Tim Althoff

As post hoc explanation methods are increasingly being leveraged to explain complex models in high-stakes settings, it becomes critical to ensure that the quality of the resulting explanations is consistently high across various population…

Machine Learning · Computer Science 2022-07-05 Jessica Dai , Sohini Upadhyay , Ulrich Aivodji , Stephen H. Bach , Himabindu Lakkaraju

The content quality of shared knowledge in Stack Overflow (SO) is crucial in supporting software developers with their programming problems. Thus, SO allows its users to suggest edits to improve the quality of a post (i.e., question and…

Software Engineering · Computer Science 2022-10-10 Saikat Mondal , Gias Uddin , Chanchal Roy

Comments play an important role in updating Stack Overflow (SO) posts. They are used to point out a problem (e.g., obsolete answer and buggy code) in a SO answer or ask for more details about a proposed answer. We refer to this type of…

Software Engineering · Computer Science 2023-04-18 Mohammad Sadegh Sheikhaei , Yuan Tian , Shaowei Wang

The increasing reliance on digital information necessitates advancements in conversational search systems, particularly in terms of information transparency. While prior research in conversational information-seeking has concentrated on…

Information Retrieval · Computer Science 2024-05-07 Weronika Łajewska , Damiano Spina , Johanne Trippas , Krisztian Balog

The rapid development of SpeechLLM-based conversational AI systems has created a need for robustly benchmarking these efforts, including aspects of fairness and bias. At present, such benchmarks typically rely on multiple choice question…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-06 Shree Harsha Bokkahalli Satish , Gustav Eje Henter , Éva Székely

Advice forums are a crowdsourced way to reinforce cultural norms and moral behavior. Sites like Reddit contain massive amounts of natural language human interaction, with rules and norms unique to each individual subreddit community. To…

Human-Computer Interaction · Computer Science 2021-09-21 Emily Cannon , Bianca Crouse , Souvick Ghosh , Nicholas Rihn , Kristen Chua

We explore the dynamics of user performance in collaborative knowledge production by studying the quality of answers to questions posted on Stack Exchange. We propose four indicators of answer quality: answer length, the number of code…

Social and Information Networks · Computer Science 2017-06-13 Emilio Ferrara , Nazanin Alipourfard , Keith Burghardt , Chiranth Gopal , Kristina Lerman

Sense of Community (SOC) is vital to individual and collective well-being. Although social interactions have moved increasingly online, still little is known about the specific relationships between the nature of these interactions and…

Social and Information Networks · Computer Science 2026-04-22 Galen Weld , Carl Pearson , Bradley Spahn , Tim Althoff , Amy X. Zhang , Sanjay Kairam

Developers continuously interact in crowd-sourced community-based question-answer (Q&A) sites. Reportedly, 30% of all software professionals visit the most popular Q&A site StackOverflow (SO) every day. Software engineering (SE) research…

Software Engineering · Computer Science 2024-08-16 Minaoar Tanzil , Shaiful Chowdhury , Somayeh Modaberi , Gias Uddin , Hadi Hemmati

Software developers often submit questions to technical Q&A sites like Stack Overflow (SO) to resolve code-level problems. In practice, they include example code snippets with questions to explain the programming issues. Existing research…

Software Engineering · Computer Science 2024-07-16 Saikat Mondal , Banani Roy

The rapid growth of Speech Emotion Recognition (SER) has diverse global applications, from improving human-computer interactions to aiding mental health diagnostics. However, SER models might contain social bias toward gender, leading to…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-06 Yi-Cheng Lin , Haibin Wu , Huang-Cheng Chou , Chi-Chun Lee , Hung-yi Lee

Information-seeking dialogues span a wide range of questions, from simple factoid to complex queries that require exploring multiple facets and viewpoints. When performing exploratory searches in unfamiliar domains, users may lack…

Information Retrieval · Computer Science 2024-10-30 Weronika Łajewska , Krisztian Balog , Damiano Spina , Johanne Trippas

With the rise of human-machine communication, machines are increasingly designed with humanlike characteristics, such as gender, which can inadvertently trigger cognitive biases. Many conversational agents (CAs), such as voice assistants…

Human-Computer Interaction · Computer Science 2024-01-09 Weizi Liu