论文标题

基于合奏的方法,用于分配文本以纠正统一的系统代码

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

论文作者

Shubham, Arya, Avinash, Roy, Subarna, Jonnala, Sridhar

论文摘要

行业必须遵守全球政府规则和法规,以评估国际运输的职责和税收时对产品进行分类。协调系统(HS)是在行业分类系统之间对交易产品进行分类的最标准化数值方法。已经开发了包括Bert转换器,NER,基于距离的方法和知识图的分层集成模型,以解决可扩展性,覆盖范围,捕获细微差别的能力,自动化和审计要求,当时将未知文本描述分类为HS方法。

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.

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