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Automated decision making is used routinely throughout our everyday life. Recommender systems decide which jobs, movies, or other user profiles might be interesting to us. Spell checkers help us to make good use of language. Fraud detection…

Machine Learning · Computer Science 2020-07-15 Alexander Jung , Pedro H. J. Nardelli

Synthetic personae experiments have become a prominent method in Large Language Model alignment research, yet the representativeness and ecological validity of these personae vary considerably between studies. Through a review of 63…

Computers and Society · Computer Science 2025-12-02 Jan Batzner , Volker Stocker , Bingjun Tang , Anusha Natarajan , Qinhao Chen , Stefan Schmid , Gjergji Kasneci

Synthetic personas are widely used to condition large language models (LLMs) for social simulation, yet most personas are still constructed from coarse sociodemographic attributes or summaries. We revisit persona creation by introducing…

Computation and Language · Computer Science 2026-01-27 Pranav Narayanan Venkit , Yu Li , Yada Pruksachatkun , Chien-Sheng Wu

Explainable Artificial Intelligence (XAI) has re-emerged in response to the development of modern AI and ML systems. These systems are complex and sometimes biased, but they nevertheless make decisions that impact our lives. XAI systems are…

Artificial Intelligence · Computer Science 2021-02-10 Shane T. Mueller , Elizabeth S. Veinott , Robert R. Hoffman , Gary Klein , Lamia Alam , Tauseef Mamun , William J. Clancey

Software analytics has been the subject of considerable recent attention but is yet to receive significant industry traction. One of the key reasons is that software practitioners are reluctant to trust predictions produced by the analytics…

Software Engineering · Computer Science 2018-02-05 Hoa Khanh Dam , Truyen Tran , Aditya Ghose

Humanness is core to speech interface design. Yet little is known about how users conceptualise perceptions of humanness and how people define their interaction with speech interfaces through this. To map these perceptions n=21 participants…

Human-Computer Interaction · Computer Science 2019-07-30 Philip R. Doyle , Justin Edwards , Odile Dumbleton , Leigh Clark , Benjamin R. Cowan

The most meaningful connections between people are often fostered through expression of shared vulnerability and emotional experiences in personal narratives. We introduce a new task of identifying similarity in personal stories based on…

Computation and Language · Computer Science 2023-12-07 Jocelyn Shen , Maarten Sap , Pedro Colon-Hernandez , Hae Won Park , Cynthia Breazeal

This paper reports a case study on how explainability requirements were elicited during the development of an AI system for predicting cerebral palsy (CP) risk in infants. Over 18 months, we followed a development team and hospital…

Software Engineering · Computer Science 2026-01-06 Tor Sporsem , Stine Rasdal Finserås , Lars Adde , Inga Strümke

Prior efforts to create an autonomous computer system capable of predicting what a human being is thinking or feeling from facial expression data have been largely based on outdated, inaccurate models of how emotions work that rely on many…

Artificial Intelligence · Computer Science 2018-08-06 Trevor Buteau , Damian Lyons

High-stakes applications require AI-generated models to be interpretable. Current algorithms for the synthesis of potentially interpretable models rely on objectives or regularization terms that represent interpretability only coarsely…

Machine Learning · Computer Science 2021-04-28 Marco Virgolin , Andrea De Lorenzo , Francesca Randone , Eric Medvet , Mattias Wahde

Simulating human profiles by instilling personas into large language models (LLMs) is rapidly transforming research in agentic behavioral simulation, LLM personalization, and human-AI alignment. However, most existing synthetic personas…

Artificial Intelligence · Computer Science 2025-12-02 Zhen Wang , Yufan Zhou , Zhongyan Luo , Lyumanshan Ye , Adam Wood , Man Yao , Saab Mansour , Luoshang Pan

Personality recognition aims to identify the personality traits implied in user data such as dialogues and social media posts. Current research predominantly treats personality recognition as a classification task, failing to reveal the…

Computation and Language · Computer Science 2024-10-01 Lei Sun , Jinming Zhao , Qin Jin

Sensor data collected from smartphones provides the possibility to passively infer a user's personality traits. Such models can be used to enable technology personalization, while contributing to our substantive understanding of how human…

Human-Computer Interaction · Computer Science 2019-08-14 Mohammed Khwaja , Sumer S. Vaid , Sara Zannone , Gabriella M. Harari , A. Aldo Faisal , Aleksandar Matic

Software engineering (SE) requires developers to collaborate with stakeholders, and understanding their emotions and perspectives is often vital. Empathy is a concept characterising a person's ability to understand and share the feelings of…

Software Engineering · Computer Science 2024-01-18 Hashini Gunatilake , John Grundy , Rashina Hoda , Ingo Mueller

Existing work on personality traits in software development excludes game developers as a discrete group. Whilst games are software, game development has unique considerations, so game developers may exhibit different personality traits…

Software Engineering · Computer Science 2022-04-26 Miriam Sturdee , Matthew Ivory , David Ellis , Patrick Stacey , Paul Ralph

In human-centered design, developing a comprehensive and in-depth understanding of user experiences, i.e., empathic understanding, is paramount for designing products that truly meet human needs. Nevertheless, accurately comprehending the…

Human-Computer Interaction · Computer Science 2024-03-21 Qihao Zhu , Leah Chong , Maria Yang , Jianxi Luo

Human values (e.g., pleasure, privacy, and social justice) are what a person or a society considers important. The inability to address them in software-intensive systems can result in numerous undesired consequences (e.g., financial…

Software Engineering · Computer Science 2022-07-27 Mojtaba Shahin , Waqar Hussain , Arif Nurwidyantoro , Harsha Perera , Rifat Shams , John Grundy , Jon Whittle

Understanding complex user behaviour under various conditions, scenarios and journeys can be fundamental to the improvement of the user-experience for a given system. Predictive models of user reactions, responses -- and in particular,…

Human-Computer Interaction · Computer Science 2016-08-11 Mohamed Mostafa , Tom Crick , Ana C. Calderon , Giles Oatley

As software systems grow increasingly complex, explainability has become a crucial non-functional requirement for transparency, user trust, and regulatory compliance. Eliciting explainability requirements is challenging, as different…

Software Engineering · Computer Science 2025-09-05 Martin Obaidi , Jakob Droste , Hannah Deters , Marc Herrmann , Raymond Ochsner , Jil Klünder , Kurt Schneider

Context: Empirical studies in software engineering are typically centered on human subjects, ranging from novice to experienced developers. The experience of these individuals is a key context factor that should be properly characterized…

Software Engineering · Computer Science 2021-10-07 Rafael de Mello , Matheus Coelho