Towards Human-Like Educational Question Generation with Small Language Models

被引:1
|
作者
Fawzi, Fares [1 ]
Balan, Sarang [1 ]
Cukurova, Mutlu [1 ]
Yilmaz, Emine [1 ]
Bulathwela, Sahan [1 ]
机构
[1] UCL, London, England
关键词
Question Generation; AI in Education; small Language Models;
D O I
10.1007/978-3-031-64315-6_25
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the advent of Generative AI models, the automatic generation of educational questions plays a key role in developing online education. This work compares large-language model-based (LLM) systems and their small-language model (sLM) counterparts for educational question generation. Our experiments, quantitatively and qualitatively, demonstrate that sLMs can produce educational questions with comparable quality by further pre-training and fine-tuning.
引用
收藏
页码:295 / 303
页数:9
相关论文
共 50 条
  • [21] Human-like problem-solving abilities in large language models using ChatGPT
    Orru, Graziella
    Piarulli, Andrea
    Conversano, Ciro
    Gemignani, Angelo
    FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2023, 6
  • [22] Exploring Human-Like Attention Supervision in Visual Question Answering
    Qiao, Tingting
    Dong, Jianfeng
    Xu, Duanqing
    THIRTY-SECOND AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTIETH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / EIGHTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2018, : 7300 - 7307
  • [23] Language and culture internalization for human-like autotelic AI
    Cédric Colas
    Tristan Karch
    Clément Moulin-Frier
    Pierre-Yves Oudeyer
    Nature Machine Intelligence, 2022, 4 : 1068 - 1076
  • [24] Language and culture internalization for human-like autotelic AI
    Colas, Cedric
    Karch, Tristan
    Moulin-Frier, Clement
    Oudeyer, Pierre-Yves
    NATURE MACHINE INTELLIGENCE, 2022, 4 (12) : 1068 - 1076
  • [25] Towards a Human-like Vision System for Driver Assistance
    Fritsch, Jannik
    Michalke, Thomas
    Gepperth, Alexander
    Bone, Sven
    Waibel, Falko
    Kleinehagenbrock, Marcus
    Gayko, Jens
    Goerick, Christian
    2008 IEEE INTELLIGENT VEHICLES SYMPOSIUM, VOLS 1-3, 2008, : 612 - +
  • [26] Towards Industrial Robots with Human-like Moral Responsibilities
    Curuklu, Baran
    Dodig-Crnkovic, Gordana
    Akan, Batu
    PROCEEDINGS OF THE 5TH ACM/IEEE INTERNATIONAL CONFERENCE ON HUMAN-ROBOT INTERACTION (HRI 2010), 2010, : 85 - 86
  • [27] Drive as You Speak: Enabling Human-Like Interaction with Large Language Models in Autonomous Vehicles
    Cui, Can
    Ma, Yunsheng
    Cao, Xu
    Ye, Wenqian
    Wang, Ziran
    2024 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION WORKSHOPS, WACVW 2024, 2024, : 902 - 909
  • [28] Human-like intuitive behavior and reasoning biases emerged in large language models but disappeared in ChatGPT
    Hagendorff, Thilo
    Fabi, Sarah
    Kosinski, Michal
    NATURE COMPUTATIONAL SCIENCE, 2023, 3 (10): : 833 - +
  • [29] Human-like intuitive behavior and reasoning biases emerged in large language models but disappeared in ChatGPT
    Thilo Hagendorff
    Sarah Fabi
    Michal Kosinski
    Nature Computational Science, 2023, 3 : 833 - 838
  • [30] Generation of Human-Like Movements Based on Environmental Features
    Zonta, A.
    Smit, S. K.
    Hoogendoorn, M.
    Eiben, A. E.
    2019 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI 2019), 2019, : 3079 - 3086