# JointMatcher: Numerically-aware entity matching using pre-trained language models with attention concentration

> Research article (Knowledge-Based Systems, 2022) · cited 14× · AI/ML

**Wikidata**: [openalex:W4280528906](https://www.wikidata.org/wiki/openalex:W4280528906)  
**Source**: https://4ort.xyz/entity/jointmatcher-numerically-aware-entity-matching-using-pre-trained-language-models-with-attention-concentration