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We analyzed effectiveness of three generative pre-trained transformer (GPT) models in answering multiple-choice question (MCQ) assessments, often involving short snippets of code, from introductory and intermediate programming courses at…

计算与语言 · 计算机科学 2023-03-15 Jaromir Savelka , Arav Agarwal , Christopher Bogart , Majd Sakr

We explore the evolving efficacy of three generative pre-trained transformer (GPT) models in generating answers for multiple-choice questions (MCQ) from introductory and intermediate Python programming courses in higher education. We focus…

计算机与社会 · 计算机科学 2023-11-17 Jaromir Savelka , Arav Agarwal , Christopher Bogart , Majd Sakr

Multiple choice questions (MCQs) are a popular method for evaluating students' knowledge due to their efficiency in administration and grading. Crafting high-quality math MCQs is a labor-intensive process that requires educators to…

计算与语言 · 计算机科学 2024-05-03 Jaewook Lee , Digory Smith , Simon Woodhead , Andrew Lan

There is a constant need for educators to develop and maintain effective up-to-date assessments. While there is a growing body of research in computing education on utilizing large language models (LLMs) in generation and engagement with…

The widespread adoption of Large Language Models (LLMs) has become commonplace, particularly with the emergence of open-source models. More importantly, smaller models are well-suited for integration into consumer devices and are frequently…

计算与语言 · 计算机科学 2024-08-16 Aisha Khatun , Daniel G. Brown

Integrating Artificial Intelligence (AI) in educational settings has brought new learning approaches, transforming the practices of both students and educators. Among the various technologies driving this transformation, Large Language…

计算与语言 · 计算机科学 2025-06-06 Giorgio Biancini , Alessio Ferrato , Carla Limongelli

Multiple-choice questions (MCQs) are widely used across diverse educational fields and levels. Well-designed MCQs should evaluate knowledge application in real-world situations. However, writing such test items in sufficient numbers is…

人机交互 · 计算机科学 2026-02-10 Tetiana Krushynska , Jani Ursin , Ville Heilala

Multiple-choice questions (MCQs) are widely used in the evaluation of large language models (LLMs) due to their simplicity and efficiency. However, there are concerns about whether MCQs can truly measure LLM's capabilities, particularly in…

计算与语言 · 计算机科学 2024-05-24 Wangyue Li , Liangzhi Li , Tong Xiang , Xiao Liu , Wei Deng , Noa Garcia

Artificial intelligence (AI) is transforming society, making it crucial to prepare the next generation through AI literacy in K-12 education. However, scalable and reliable AI literacy materials and assessment resources are lacking. To…

人机交互 · 计算机科学 2024-12-03 Jiayi Wang , Ruiwei Xiao , Ying-Jui Tseng

Multiple-choice questions (MCQ) are frequently used to assess large language models (LLMs). Typically, an LLM is given a question and selects the answer deemed most probable after adjustments for factors like length. Unfortunately, LLMs may…

计算与语言 · 计算机科学 2024-06-12 Aidar Myrzakhan , Sondos Mahmoud Bsharat , Zhiqiang Shen

Multiple-choice question answering (MCQA) is often used to evaluate large language models (LLMs). To see if MCQA assesses LLMs as intended, we probe if LLMs can perform MCQA with choices-only prompts, where models must select the correct…

计算与语言 · 计算机科学 2024-06-11 Nishant Balepur , Abhilasha Ravichander , Rachel Rudinger

Multiple Choice Questions or MCQs are very important for e-learning. Generally, MCQs are used as a tool for the assessment of student performance at the end of their learning sessions. Can MCQs become an important tool in the process of…

计算机与社会 · 计算机科学 2015-03-18 Kisor Ray , Saumen Sarkar

Large language models (LLMs) are increasingly used to generate feedback, yet their impact on learning remains underexplored, especially compared to existing feedback methods. This study investigates how on-demand LLM-generated explanatory…

计算与语言 · 计算机科学 2025-06-23 Danielle R. Thomas , Conrad Borchers , Shambhavi Bhushan , Erin Gatz , Shivang Gupta , Kenneth R. Koedinger

The primary goal of this study is to develop and evaluate an innovative prompting technique, AnaQuest, for generating multiple-choice questions (MCQs) using a pre-trained large language model. In AnaQuest, the choice items are…

计算与语言 · 计算机科学 2025-08-08 Machi Shimmei , Masaki Uto , Yuichiroh Matsubayashi , Kentaro Inui , Aditi Mallavarapu , Noboru Matsuda

Evaluating the quality of automatically generated question items has been a long standing challenge. In this paper, we leverage LLMs to simulate student profiles and generate responses to multiple-choice questions (MCQs). The generative…

人机交互 · 计算机科学 2024-05-30 Xinyi Lu , Xu Wang

The performance of Large Language Models (LLMs) on multiple-choice question (MCQ) benchmarks is frequently cited as proof of their medical capabilities. We hypothesized that LLM performance on medical MCQs may in part be illusory and driven…

Multiple-Choice Questions (MCQs) are often used to assess knowledge, reasoning abilities, and even values encoded in large language models (LLMs). While the effect of multilingualism has been studied on LLM factual recall, this paper seeks…

计算与语言 · 计算机科学 2026-02-06 Léo Labat , Etienne Ollion , François Yvon

Multiple choice questions (MCQs) are widely used in digital learning systems, as they allow for automating the assessment process. However, due to the increased digital literacy of students and the advent of social media platforms, MCQ…

计算与语言 · 计算机科学 2022-12-14 Semere Kiros Bitew , Amir Hadifar , Lucas Sterckx , Johannes Deleu , Chris Develder , Thomas Demeester

Multiple Choice Question (MCQ) tests are among the most used methods for evaluating large language models (LLMs). Besides checking the correctness of the selected answer, evaluations often consider the model's confidence through the…

计算与语言 · 计算机科学 2026-05-05 Tairan Fu , Javier Conde , Gonzalo Martínez , María Grandury , Pedro Reviriego

Multiple choice question answering (MCQA) is popular for LLM evaluation due to its simplicity and human-like testing, but we argue for its reform. We first reveal flaws in MCQA's format, as it struggles to: 1) test generation/subjectivity;…

计算与语言 · 计算机科学 2025-06-03 Nishant Balepur , Rachel Rudinger , Jordan Lee Boyd-Graber
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