Mapping Materials Science: a multi-modal toolbox to curate broad synthesis procedure databases from scientific literature

Magdalena Lederbauer, Siddharth Betala, Mohammed El Amine Sehaba, Alfonso Amayuelas, Anamaria Leonescu, Valerie Gentzke, Alexandre Duval, Mathilde L. D. Franckel, Samuel P. Gleason

Submission Type: I want my submission to be considered for both oral and poster presentation.

Keywords: materials science, large language models, vision language models, synthesis procedures, multi-modal extraction, thermocatalysis, autonomous laboratories, database

TL;DR: We demonstrate the first automated linking of synthesis procedures with performance data from scientific literature, extracting from 81k papers and validating through a thermocatalysis case study to enable predictive materials design.

Confirmation Of Submission Requirements: I submit an abstract. It uses the template provided on the submission page and is no longer than 2 pages.

Submission Number: 178