Suzuki, Yuta https://orcid.org/0000-0002-0019-4832
Taniai, Tatsunori https://orcid.org/0000-0003-3361-4861
Igarashi, Ryo https://orcid.org/0000-0002-2894-7226
Saito, Kotaro https://orcid.org/0000-0003-1281-8099
Chiba, Naoya https://orcid.org/0000-0003-3332-4426
Ushiku, Yoshitaka https://orcid.org/0000-0002-9014-1389
Ono, Kanta https://orcid.org/0000-0002-3285-9093
Funding for this research was provided by:
Agency for Cultural Affairs, Government of Japan (Grant Number JPMXP1122715503)
JST-Mirai Program (Grant Number JPMJMI21G2)
Japan Society for the Promotion of Science (KAKENHI Grant Number 21K14130)
Moonshot Research and Development Program (Grant Number JPMJMS2236)
Article Title: Bridging text and crystal structures: literature-driven contrastive learning for materials science
Journal Title: Machine Learning: Science and Technology
Article Type: paper
Copyright Information: © 2025 The Author(s). Published by IOP Publishing Ltd
Publication dates
Date Received: 2025-01-17
Date Accepted: 2025-06-17
Online publication date: 2025-07-17