Distractor generation for multiple-choice questions with predictive prompting and large language models

SK Bitew, J Deleu, C Develder, T Demeester - Joint European Conference …, 2023 - Springer
Abstract Large Language Models (LLMs) such as ChatGPT have demonstrated remarkable
performance across various tasks and have garnered significant attention from both …

Exploring quality criteria and evaluation methods in automated question generation: A comprehensive survey

G Gorgun, O Bulut - Education and Information Technologies, 2024 - Springer
In light of the widespread adoption of technology-enhanced learning and assessment
platforms, there is a growing demand for innovative, high-quality, and diverse assessment …

Automatic distractor generation in multiple-choice questions: a systematic literature review

HW Awalurahman, I Budi - PeerJ Computer Science, 2024 - peerj.com
Background Multiple-choice questions (MCQs) are one of the most used assessment
formats. However, creating MCQs is a challenging task, particularly when formulating the …

Beyond the obvious multi-choice options: Introducing a toolkit for distractor generation enhanced with nli filtering

A Dutulescu, S Ruseti, D Iorga, M Dascalu… - … Conference on Artificial …, 2024 - Springer
The process of generating challenging and appropriate distractors for multiple-choice
questions is a complex and time-consuming task. Existing methods for an automated …

Using Neural Machine Translation for Generating Diverse Challenging Exercises for Language Learner

FP Gomez, S Panda, M Flor… - Proceedings of the 61st …, 2023 - aclanthology.org
We propose a novel approach to automatically generate distractors for cloze exercises for
English language learners, using round-trip neural machine translation. A carrier sentence …

Distractor generation for fill-in-the-blank exercises by question type

N Yoshimi, T Kajiwara, S Uchida, Y Arase… - Proceedings of the …, 2023 - aclanthology.org
This study addresses the automatic generation of distractors for English fill-in-the-blank
exercises in the entrance examinations for Japanese universities. While previous studies …

[PDF][PDF] Automated distractor generation for fill-in-the-blank items using a prompt-based learning approach

J Zu, I Choi, J Hao - Psychological Testing and …, 2023 - psychologie-aktuell.com
There are heavy demands for large and continuous supplies of new items in language
testing. Automated item generation (AIG), in which computerized algorithms are used to …

Closing the gap: Automated distractor generation in japanese language testing

T Andersson, P Picazo-Sanchez - Education Sciences, 2023 - mdpi.com
Recent advances in natural language processing have increased interest in automatic
question generation, particularly in education (eg, math, biology, law, medicine, and …

Distractor Generation in Multiple-Choice Tasks: A Survey of Methods, Datasets, and Evaluation

E Alhazmi, QZ Sheng, WE Zhang, M Zaib… - arXiv preprint arXiv …, 2024 - arxiv.org
The distractor generation task focuses on generating incorrect but plausible options for
objective questions such as fill-in-the-blank and multiple-choice questions. This task is …

Cloze quality estimation for language assessment

Z Zhang, M Mita, M Komachi - Journal of Natural Language …, 2024 - jstage.jst.go.jp
Cloze tests play an essential role in language assessment and help language learners
improve their skills. In this paper, we propose a novel task called Cloze Quality Estimation …