SLM-MATRIX: a multi-agent trajectory reasoning and verification framework for enhancing language models in materials data extraction
Crossref DOI link: https://doi.org/10.1038/s41524-025-01719-x
Published Online: 2025-07-19
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Li, Xin
Huang, Zhixuan
Quan, Shu
Peng, Cheng
Ma, Xiaoming
Text and Data Mining valid from 2025-07-19
Version of Record valid from 2025-07-19
Article History
Received: 21 April 2025
Accepted: 27 June 2025
First Online: 19 July 2025
Competing interests
: The authors declare no competing interests.