# Composition Based Oxidation State Prediction of Materials Using Deep Learning Language Models

> Research article (Advanced Science, 2023) · cited 21× · AI/ML

**Wikidata**: [openalex:W4385661017](https://www.wikidata.org/wiki/openalex:W4385661017)  
**Source**: https://4ort.xyz/entity/composition-based-oxidation-state-prediction-of-materials-using-deep-learning-language-models