Ontologies in the era of large language models - a perspective

被引:1
|
作者
Neuhaus, Fabian [1 ]
机构
[1] Otto von Guericke Univ, Inst Intelligent Cooperating Syst, Magdeburg, Germany
关键词
Ontology development; large language model; ChatGPT; Bard; Copilot;
D O I
10.3233/AO-230072
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The potential of large language models (LLM) has captured the imagination of the public and researchers alike. In contrast to previous generations of machine learning models, LLMs are general-purpose tools, which can communicate with humans. In particular, they are able to define terms and answer factual questions based on some internally represented knowledge. Thus, LLMs support functionalities that are closely related to ontologies. In this perspective article, I will discuss the consequences of the advent of LLMs for the field of applied ontology.
引用
收藏
页码:399 / 407
页数:9
相关论文
共 50 条
  • [1] Materials science in the era of large language models: a perspective
    Lei, Ge
    Docherty, Ronan
    Cooper, Samuel J.
    DIGITAL DISCOVERY, 2024, 3 (07): : 1257 - 1272
  • [2] Natural language processing in the era of large language models
    Zubiaga, Arkaitz
    FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2024, 6
  • [3] A Surgical Perspective on Large Language Models
    Miller, Robert
    ANNALS OF SURGERY, 2023, 278 (02) : E211 - E213
  • [4] SiMHOMer: Siamese Models for Health Ontologies Merging and Validation Through Large Language Models
    Menad, Safaa
    Abdeddaim, Said
    Soualmia, Lina F.
    BIOINFORMATICS AND BIOMEDICAL ENGINEERING, PT I, IWBBIO 2024, 2024, 14848 : 117 - 129
  • [5] A Survey of Text Watermarking in the Era of Large Language Models
    Liu, Aiwei
    Pan, Leyi
    Lu, Yijian
    Li, Jingjing
    Hu, Xuming
    Zhang, Xi
    Wen, Lijie
    King, Irwin
    Xiong, Hui
    Yu, Philip
    ACM Computing Surveys, 2024, 57 (02)
  • [6] Recommender Systems in the Era of Large Language Models (LLMs)
    Zhao Z.
    Fan W.
    Li J.
    Liu Y.
    Mei X.
    Wang Y.
    Wen Z.
    Wang F.
    Zhao X.
    Tang J.
    Li Q.
    IEEE Transactions on Knowledge and Data Engineering, 2024, 36 (11) : 1 - 20
  • [7] Academic Surgery in the Era of Large Language Models: A Review
    Rengers, Timothy A.
    Thiels, Cornelius A.
    Salehinejad, Hojjat
    JAMA SURGERY, 2024, 159 (04) : 445 - 450
  • [8] Large Language Models: A Historical and Sociocultural Perspective
    Ji, Eugene Yu
    COGNITIVE SCIENCE, 2024, 48 (03)
  • [9] Perspective: Large Language Models in Applied Mechanics
    Brodnik, Neal R.
    Carton, Samuel
    Muir, Caelin
    Ghosh, Satanu
    Downey, Doug
    Echlin, McLean P.
    Pollock, Tresa M.
    Daly, Samantha
    JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME, 2023, 90 (10):
  • [10] The Plastic Surgery Hypothesis in the Era of Large Language Models
    Xia, Chunqiu Steven
    Ding, Yifeng
    Zhang, Lingming
    2023 38TH IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING, ASE, 2023, : 522 - 534