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AI evaluations are an important component of the AI governance toolkit, underlying current approaches to safety cases for preventing catastrophic risks. Our paper examines what these evaluations can and cannot tell us. Evaluations can…

Computers and Society · Computer Science 2024-12-13 Peter Barnett , Lisa Thiergart

Affective reactions have deep biological foundations, however in humans the development of emotion concepts is also shaped by language and higher-order cognition. A recent breakthrough in AI has been the creation of multimodal language…

Human-Computer Interaction · Computer Science 2025-07-29 Zaira Romeo , Alberto Testolin

Evaluations of generative models are now ubiquitous, and their outcomes critically shape public and scientific expectations of AI's capabilities. Yet skepticism about their reliability continues to grow. How can we know that a reported…

Artificial Intelligence · Computer Science 2026-05-19 Nathanael Jo , Ashia Wilson

As AI systems continue to evolve, their rigorous evaluation becomes crucial for their development and deployment. Researchers have constructed various large-scale benchmarks to determine their capabilities, typically against a gold-standard…

Computation and Language · Computer Science 2025-05-09 Yan Zhuang , Qi Liu , Zachary A. Pardos , Patrick C. Kyllonen , Jiyun Zu , Zhenya Huang , Shijin Wang , Enhong Chen

Biological as well as advanced artificial intelligences (AIs) need to decide which goals to pursue. We review nature's solution to the time allocation problem, which is based on a continuously readjusted categorical weighting mechanism we…

Neurons and Cognition · Quantitative Biology 2021-12-01 Claudius Gros

Narratives about artificial intelligence (AI) entangle autonomy, the capacity to self-govern, with sentience, the capacity to sense and feel. AI agents that perform tasks autonomously and companions that recognize and express emotions may…

Human-Computer Interaction · Computer Science 2026-03-03 Janet V. T. Pauketat , Daniel B. Shank , Aikaterina Manoli , Jacy Reese Anthis

With the integration of multimodal large language models (MLLMs) into robotic systems and AI applications, embedding emotional intelligence (EI) capabilities is essential for enabling these models to perceive, interpret, and respond to…

Computation and Language · Computer Science 2026-04-28 He Hu , Lianzhong You , Hongbo Xu , Qianning Wang , Fei Richard Yu , Fei Ma , Zebang Cheng , Zheng Lian , Yucheng Zhou , Laizhong Cui

As large language models (LLMs) are increasingly integrated into emotionally sensitive domains, the structural integrity of their emotional intelligence (EI) becomes a critical frontier for safety and alignment. Current benchmarks often…

Artificial Intelligence · Computer Science 2026-05-26 Minghao Lv , Lu Chen , Enchang Zhang , Anji Zhou , Xiaoran Xue , Hanyi Zhang , Fenghua Tang , Zhuo Rachel Han , Mengyue Wu

Recent debates on artificial intelligence increasingly emphasise questions of AI consciousness and moral status, yet there remains little agreement on how such properties should be evaluated. In this paper, we argue that awareness offers a…

Artificial Intelligence · Computer Science 2026-01-22 Nadine Meertens , Suet Lee , Ophelia Deroy

While the operationalisation of high-level AI ethics principles into practical AI/ML systems has made progress, there is still a theory-practice gap in managing tensions between the underlying AI ethics aspects. We cover five approaches for…

Computers and Society · Computer Science 2024-12-25 Conrad Sanderson , Emma Schleiger , David Douglas , Petra Kuhnert , Qinghua Lu

Emotional intelligence (EI), the ability to perceive, understand, and respond appropriately to others' emotional states, is central to human communication, and increasingly important to assess as LLMs assume conversational roles in everyday…

Artificial Intelligence · Computer Science 2026-05-29 Kate M. Lubrano , Faisal Sayed , Ankita Rathod , Akshansh , Craver Corbyn Thomas-Smith , Mark E. Whiting , Karina Nguyen

As emotion plays a growing role in robotic research it is crucial to develop methods to analyze and compare among the wide range of approaches. To this end we present a survey of 1427 IEEE and ACM publications that include robotics and…

Robotics · Computer Science 2020-07-30 Richard Savery , Gil Weinberg

There is no consensus on what constitutes human-centeredness in AI, and existing frameworks lack empirical validation. This study addresses this gap by developing a hierarchical framework of 26 attributes of human-centeredness, validated…

Human-Computer Interaction · Computer Science 2025-02-06 Aung Pyae

As the deployment of artificial intelligence (AI) is changing many fields and industries, there are concerns about AI systems making decisions and recommendations without adequately considering various ethical aspects, such as…

Computers and Society · Computer Science 2023-10-02 Conrad Sanderson , Qinghua Lu , David Douglas , Xiwei Xu , Liming Zhu , Jon Whittle

The development of agents with emotional intelligence is becoming increasingly vital due to their significant role in human-computer interaction and the growing integration of computer systems across various sectors of society. Affective…

Human-Computer Interaction · Computer Science 2026-05-05 Raziyeh Zall , Alireza Kheyrkhah , Erik Cambria , Zahra Naseri , M. Reza Kangavari

Numerous fairness metrics have been proposed and employed by artificial intelligence (AI) experts to quantitatively measure bias and define fairness in AI models. Recognizing the need to accommodate stakeholders' diverse fairness…

Artificial Intelligence · Computer Science 2025-02-11 Lin Luo , Yuri Nakao , Mathieu Chollet , Hiroya Inakoshi , Simone Stumpf

The proliferation of Artificial Intelligence (AI) systems exhibiting complex and seemingly agentive behaviours necessitates a critical philosophical examination of their agency, autonomy, and moral status. In this paper we undertake a…

Computers and Society · Computer Science 2026-02-03 Paul Formosa , Inês Hipólito , Thomas Montefiore

Employing voice-based emotion recognition function in artificial intelligence (AI) product will improve the user experience. Most of researches that have been done only focus on the speech collected under controlled conditions. The…

Audio and Speech Processing · Electrical Eng. & Systems 2018-03-06 Fei Tao , Gang Liu , Qingen Zhao

Emotions are an integral part of human cognition and they guide not only our understanding of the world but also our actions within it. As such, whether we soothe or flame an emotion is not inconsequential. Recent work in conversational AI…

Computation and Language · Computer Science 2023-07-07 Alba Curry , Amanda Cercas Curry

Explainable AI (XAI) research has traditionally focused on rational users, aiming to improve understanding and reduce cognitive biases. However, emotional factors play a critical role in how explanations are perceived and processed. Prior…

Human-Computer Interaction · Computer Science 2025-05-22 Christian Schütze , Birte Richter , Britta Wrede