Transliterated Data Records for Cross-Language Matching

The patent introduces transliterated data records as an intermediary representation between original multi-language data records and matching models. By converting data to a reference phonetic language (katakana), it creates a common intermediary format that enables accurate matching while maintaining processing efficiency. This intermediary layer resolves the contradiction by providing a standardized representation that improves matching accuracy without requiring complex multi-language processing logic in the matching models themselves.

The patent applies preliminary action by generating transliterated data records in advance before the matching process. The featurization component processes original data records and creates corresponding transliterated versions stored in data stores. This preliminary transformation ensures that when matching models execute, they work with pre-prepared phonetic representations, improving matching accuracy without adding time pressure during the actual matching operation. The transliteration work is completed beforehand, decoupling the time-consuming language conversion from the time-sensitive matching process.