# Predicting chemical reaction outcomes: A grammar ontology‐based transformer framework

> Research article (AIChE Journal, 2021) · cited 45× · AI/ML

**Wikidata**: [openalex:W3122158565](https://www.wikidata.org/wiki/openalex:W3122158565)  
**Source**: https://4ort.xyz/entity/predicting-chemical-reaction-outcomes-a-grammar-ontologybased-transformer-framework