English

An Ensemble-based approach for assigning text to correct Harmonized system code

Artificial Intelligence 2022-11-09 v1

Abstract

Industries must follow government rules and regulations around the world to classify products when assessing duties and taxes for international shipment. Harmonized System (HS) is the most standardized numerical method of classifying traded products among industry classification systems. A hierarchical ensemble model comprising of Bert-transformer, NER, distance-based approaches, and knowledge-graphs have been developed to address scalability, coverage, ability to capture nuances, automation and auditing requirements when classifying unknown text-descriptions as per HS method.

Keywords

Cite

@article{arxiv.2211.04313,
  title  = {An Ensemble-based approach for assigning text to correct Harmonized system code},
  author = {Shubham and Avinash Arya and Subarna Roy and Sridhar Jonnala},
  journal= {arXiv preprint arXiv:2211.04313},
  year   = {2022}
}
R2 v1 2026-06-28T05:26:00.236Z