Fetching the paper…

Reading the bibliography…

2023

Exploring Large Language Models for Ontology Alignment

He, Yuan, Chen, Jiaoyan, Dong, Hang et al.

Original
PDF
Post on X

Understand

This work investigates the applicability of recent generative Large Language Models (LLMs), such as the GPT series and Flan-T5, to ontology alignment for identifying concept equivalence mappings across ontologies.

To test the zero-shot performance of Flan-T5-XXL and GPT-3.5-turbo, we leverage challenging subsets from two equivalence matching datasets of the OAEI Bio-ML track, taking into account concept labels and structural contexts.
Preliminary findings suggest that LLMs have the potential to outperform existing ontology alignment systems like BERTMap, given careful framework and prompt design.

Exploring Large Language Models for Ontology Alignment · Around

Built on

BERTMap: A BERT-based ontology alignment system,
Y. He, J. Chen, D. Antonyrajah, I. Horrocks, · 2022
Earlier work this paper cites.
Training language models to follow instructions with human feedback,
L. Ouyang, J. Wu, X. Jiang, D. Almeida, C. Wainwright, P. Mishkin, C. Zhang, S. Agarwal, K. Slama, A. Ray, et al., · 2022
Earlier work this paper cites.

Similar

Scaling instruction-finetuned language models,
H. W. Chung, L. Hou, S. Longpre, B. Zoph, Y. Tay, W. Fedus, E. Li, X. Wang, M. Dehghani, S. Brahma, et al., · 2022
Cited alongside, same era.
Machine learning-friendly biomedical datasets for equivalence and subsumption ontology matching,
Y. He, J. Chen, H. Dong, E. Jiménez-Ruiz, A. Hadian, I. Horrocks, · 2022
Cited alongside, same era.

Then

Truveta mapper: A zero-shot ontology alignment framework,
M. Amir, M. Baruah, M. Eslamialishah, S. Ehsani, A. Bahramali, S. Naddaf-Sh, S. Zarandioon, · 2023
Closest in time.
Deeponto: A python package for ontology engineering with deep learning,
Original
Y. He, J. Chen, H. Dong, I. Horrocks, C. Allocca, T. Kim, B. Sapkota, · 2023
Closest in time.

Beyond the bibliography

alphaXiv searches the wider corpus for related work and actual follow-ups.

Open on alphaXiv

alphaXiv is searching for related work…