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Feedback is a critical component of the learning process, particularly in computer science education. This study investigates the quality of feedback generated by Large Language Models (LLMs), Small Language Models (SLMs), compared with…

Human-Computer Interaction · Computer Science 2026-01-21 Suqing Liu , Bogdan Simion , Christopher Eaton , Michael Liut

When working with generative artificial intelligence (AI), users may see productivity gains, but the AI-generated content may not match their preferences exactly. To study this effect, we introduce a Bayesian framework in which…

Artificial Intelligence · Computer Science 2025-07-08 Francisco Castro , Jian Gao , Sébastien Martin

Although recent developments in generative AI have greatly enhanced the capabilities of conversational agents such as Google's Gemini (formerly Bard) or OpenAI's ChatGPT, it's unclear whether the usage of these agents aids users across…

Human-Computer Interaction · Computer Science 2024-04-03 Crystal Qian , James Wexler

Academic performance is perceived as a product of complex interactions between students' overall experience, personal characteristics and upbringing. Data science techniques, most commonly involving regression analysis and related…

Computers and Society · Computer Science 2021-01-19 Anahit Sargsyan , Areg Karapetyan , Wei Lee Woon , Aamena Alshamsi

The creation of benchmarks to evaluate the safety of Large Language Models is one of the key activities within the trusted AI community. These benchmarks allow models to be compared for different aspects of safety such as toxicity, bias,…

Artificial Intelligence · Computer Science 2025-06-23 Lina Berrayana , Sean Rooney , Luis Garcés-Erice , Ioana Giurgiu

We conducted a systematic literature review on automated grading and feedback tools for programming education. We analysed 121 research papers from 2017 to 2021 inclusive and categorised them based on skills assessed, approach, language…

Software Engineering · Computer Science 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

Opinion Mining and Sentiment Analysis is a process of identifying opinions in large unstructured/structured data and then analysing polarity of those opinions. Opinion mining and sentiment analysis have found vast application in analysing…

Information Retrieval · Computer Science 2014-05-30 Deepali Virmani , Vikrant Malhotra , Ridhi Tyagi

This study explores the use of AI-based feedback to enhance the counselling competence of prospective teachers. An iterative block seminar was designed, incorporating theoretical foundations, practical applications, and AI tools for…

Human-Computer Interaction · Computer Science 2025-05-07 Tobias Hallmen , Kathrin Gietl , Karoline Hillesheim , Moritz Bauermann , Annemarie Friedrich , Elisabeth André

Each student has specific characteristics and learning preferences, that reflect on each type of learning environment, online or face-to-face. Understanding these differences is crucial for educators to create learning environments that can…

Computers and Society · Computer Science 2026-02-03 Hugo Silva

In this paper we present the first steps towards hardening the science of measuring AI systems, by adopting metrology, the science of measurement and its application, and applying it to human (crowd) powered evaluations. We begin with the…

Artificial Intelligence · Computer Science 2019-11-06 Chris Welty , Praveen Paritosh , Lora Aroyo

As AI chatbots become integrated in education, students are turning to these systems for guidance, feedback, and information. However, the anthropomorphic characteristics of these chatbots create ambiguity over whether students develop…

Computers and Society · Computer Science 2025-12-24 Griffin Pitts , Sanaz Motamedi

Grounding has been argued to be a crucial component towards the development of more complete and truly semantically competent artificial intelligence systems. Literature has divided into two camps: While some argue that grounding allows for…

Computation and Language · Computer Science 2023-10-19 Timothee Mickus , Elaine Zosa , Denis Paperno

The study was conducted in an Advanced Quantitative Research Methods course involving 20 graduate students. During the course, student inquiries made to the AI were recorded and coded using Bloom's taxonomy and the CLEAR framework. A series…

Human-Computer Interaction · Computer Science 2025-06-04 Zhanxin Hao , Haifeng Luo , Yongyi Chen , Yu Zhang

Subjective assessment tests are often employed to evaluate image processing systems, notably image and video compression, super-resolution among others and have been used as an indisputable way to provide evidence of the performance of an…

Multimedia · Computer Science 2023-11-13 Shima Mohammadi , Joao Ascenso

SpeechLLMs process spoken language directly from audio, but accent and vocal identity cues can lead to biased behaviour. Current bias evaluations often miss how such bias manifests in end-to-end speech interactions and how users experience…

Human-Computer Interaction · Computer Science 2026-04-16 Shree Harsha Bokkahalli Satish , Maria Teleki , Christoph Minixhofer , Ondrej Klejch , Peter Bell , Éva Székely

Providing timely and meaningful feedback remains a persistent challenge in higher education, especially in large courses where teachers must balance formative depth with scalability. Recent advances in Generative Artificial Intelligence…

Human-Computer Interaction · Computer Science 2026-01-26 Alvaro Becerra , Ruth Cobos

We qualitatively compared literature reviews produced with varying degrees of AI assistance. The same LLM, given the same corpus of 280 papers but different selections, produced dramatically different reviews, from mainstream and…

Computers and Society · Computer Science 2026-03-24 Saadi Lahlou , Annabelle Gouttebroze , Atrina Oraee , Julian Madera

With the increasing use of Artificial Intelligence in Natural Language Processing, concerns have been raised regarding the detection of AI-generated text in various domains. This study aims to investigate this issue by proposing a…

Computation and Language · Computer Science 2024-05-31 Panagiotis C. Theocharopoulos , Spiros V. Georgakopoulos , Sotiris K. Tasoulis , Vassilis P. Plagianakos

Predicting the collaboration likelihood and measuring cognitive trust to AI systems is more important than ever. To do that, previous research mostly focus solely on the model features (e.g., accuracy, confidence) and ignore the human…

Artificial Intelligence · Computer Science 2024-01-19 Müge Kural , Ali Gebeşçe , Tilek Chubakov , Gözde Gül Şahin

Artificial Intelligence (AI) is reshaping many societal domains, raising critical questions about its risks, benefits, and the potential misalignment between public and academic perspectives. This study examines how the general public…

Computers and Society · Computer Science 2026-05-05 Philipp Brauner , Felix Glawe , Gian Luca Liehner , Luisa Vervier , Martina Ziefle