Sixth FAIRmat Users Meeting

Session

Language Models for Materials Science

Jul 3, 2025, 11:00 AM

UFO (Ruhr-Universität Bochum)

14. Text Mining in Materials Science

Markus Stricker

7/3/25, 11:00 AM

Lei Zhang, Doaa Mohamed, Sepideh Baghaee Ravari, Markus Stricker

Beyond the direct raw data sources experiments and simulations, scientific publication are an underused resource at scale. The content of scientific publications can be converted into high-dimensional vector representations to gain access to the underlying correlations. Raw text can be converted to word embeddings (word2vec)...

15. Transforming Materials Science with Transformers

Nawaf Alampara

7/3/25, 11:30 AM

The advent of large-scale transformer models has opened new frontiers in scientific discovery, with materials science poised for a significant transformation. These models promise to accelerate research by automating tasks from literature review to property prediction. This talk will provide a critical evaluation of the current state of transformer-based models in chemistry and materials...