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This paper describes the results of the first shared task on the generation of teacher responses in educational dialogues. The goal of the task was to benchmark the ability of generative language models to act as AI teachers, replying to a…

Computation and Language · Computer Science 2023-06-13 Anaïs Tack , Ekaterina Kochmar , Zheng Yuan , Serge Bibauw , Chris Piech

How can we test whether state-of-the-art generative models, such as Blender and GPT-3, are good AI teachers, capable of replying to a student in an educational dialogue? Designing an AI teacher test is challenging: although evaluation…

Computation and Language · Computer Science 2022-05-17 Anaïs Tack , Chris Piech

GenAI has rapidly entered instructional and learning settings as a teaching assistant or AI tutor. However, less is known about how pedagogical intent connects to the learning generated within these systems, especially when student-facing…

Human-Computer Interaction · Computer Science 2026-04-21 Alex Liu , Min Sun , Lief Esbenshade , Victor Tian , Zachary Zhang , Kevin He

This paper presents our system for Track 1: Mistake Identification in the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors. The task involves evaluating whether a tutor's response correctly identifies a mistake in…

Computation and Language · Computer Science 2025-06-13 Numaan Naeem , Sarfraz Ahmad , Momina Ahsan , Hasan Iqbal

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

End of semester student evaluations of teaching are the dominant mechanism for providing feedback to academics on their teaching practice. For large classes, however, the volume of feedback makes these tools impractical for this purpose.…

Computers and Society · Computer Science 2024-07-03 Mike Zhang , Euan D Lindsay , Frederik Bode Thorbensen , Danny Bøgsted Poulsen , Johannes Bjerva

Instructor's feedback plays a critical role in students' development of conceptual understanding and reasoning skills. However, grading student written responses and providing personalized feedback can take a substantial amount of time. In…

Physics Education · Physics 2024-06-17 Tong Wan , Zhongzhou Chen

We present Team BD's submission to the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors, under Track 1 (Mistake Identification) and Track 2 (Mistake Location). Both tracks involve three-class classification of…

Generative Artificial Intelligence (GenAI) has prompted significant discussion in education, yet large-scale empirical evidence on how students and teachers perceive and navigate this shift remains limited. We analyse 270k AI-related Reddit…

Computers and Society · Computer Science 2026-05-19 Pelin Yüce , Xiangruo Dai , Rebecca Owens , Tuğrulcan Elmas

This shared task has aimed to assess pedagogical abilities of AI tutors powered by large language models (LLMs), focusing on evaluating the quality of tutor responses aimed at student's mistake remediation within educational dialogues. The…

Computers and Society · Computer Science 2025-07-16 Ekaterina Kochmar , Kaushal Kumar Maurya , Kseniia Petukhova , KV Aditya Srivatsa , Anaïs Tack , Justin Vasselli

Generative artificial intelligence (AI) has the potential to scale up personalized tutoring through large language models (LLMs). Recent AI tutors are adapted for the tutoring task by training or prompting LLMs to follow effective…

Computation and Language · Computer Science 2025-07-30 Alexander Scarlatos , Naiming Liu , Jaewook Lee , Richard Baraniuk , Andrew Lan

This paper describes the dialog robot system designed by Team Irisapu for the preliminary round of the Dialogue Robot Competition 2023 (DRC2023). In order to generate dialogue responses flexibly while adhering to predetermined scenarios, we…

Robotics · Computer Science 2023-12-22 Reon Ohashi , Shinjitsu Agatsuma , Kazuya Tsubokura , Yurie Iribe

Computing students increasingly rely on generative AI tools for programming assistance, often without formal instruction or guidance. This highlights a need to teach students how to effectively interact with AI models, particularly through…

Computers and Society · Computer Science 2025-09-15 Victor-Alexandru Pădurean , Paul Denny , Alkis Gotovos , Adish Singla

Contribution: This Full paper in the Research Category track describes a practical, scalable platform that seamlessly integrates Generative AI (GenAI) with online educational forums, offering a novel approach to augment the instructional…

Computers and Society · Computer Science 2025-03-18 Anvit Sinha , Shruti Goyal , Zachary Sy , Rhianna Kuperus , Ethan Dickey , Andres Bejarano

The advent of generative AI models holds tremendous potential for aiding teachers in the generation of pedagogical materials. However, numerous knowledge gaps concerning the behavior of these models obfuscate the generation of…

Computers and Society · Computer Science 2024-07-16 Alex Dornburg , Kristin Davin

Generative AI (GAI) technologies are quickly reshaping the educational landscape. As adoption accelerates, understanding how students and educators perceive these tools is essential. This study presents one of the most comprehensive…

Social and Information Networks · Computer Science 2026-01-07 Paulina DeVito , Akhil Vallala , Sean Mcmahon , Yaroslav Hinda , Benjamin Thaw , Hanqi Zhuang , Hari Kalva

Generative models are now capable of producing natural language text that is, in some cases, comparable in quality to the text produced by people. In the computing education context, these models are being used to generate code, code…

Human-Computer Interaction · Computer Science 2023-08-09 Cynthia Zastudil , Magdalena Rogalska , Christine Kapp , Jennifer Vaughn , Stephen MacNeil

In the summer of 2020 OpenAI released its GPT-3 autoregressive language model to much fanfare. While the model has shown promise on tasks in several areas, it has not always been clear when the results were cherry-picked or when they were…

Computation and Language · Computer Science 2021-06-29 Curt Kohler , Ron Daniel

Generative AI offers significant opportunities for language learning. Tools like ChatGPT can provide informal second language practice through chats in written or voice forms, with the learner specifying through prompts conversational…

Computers and Society · Computer Science 2024-06-03 Robert Godwin-Jones

As artificial intelligence (AI) becomes a prominent part of modern life, AI literacy is becoming important for all citizens, not just those in technology careers. Previous research in AI education materials has largely focused on the…

Computation and Language · Computer Science 2022-12-16 Kate Pearce , Sharifa Alghowinem , Cynthia Breazeal
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