Abstract: Disclosed herein is a method for facilitating determination of differences between a pair of regulatory documents. Accordingly, the method may include receiving a first regulatory document and a second regulatory document from a device, converting the first regulatory document and the second regulatory document from a source format to a preferred format, analyzing the first regulatory document and the second regulatory document of the preferred format, identifying first portions of the first regulatory document and second portions of the second regulatory document, classifying the first portions into first classification codes and the second portions into second classification codes, comparing the first classification codes with the second classification codes, determining a change associated with a first portion of the first portions, associating the change to the first portion, generating a combined annotated regulatory document, and transmitting the combined annotated regulatory document to the device.

Abstract: Disclosed herein is a method for facilitating classification of portions of a regulatory document using multiple classification codes.

Abstract: An apparatus comprises a processing device configured to select a first data field of a first type that is associated with a second data field of a second type in a document, to determine an embedding of terms of unstructured text data in the first data field and to identify a subset of paired data fields from an unstructured text database based at least in part on metrics characterizing similarity between (i) the embedding of terms in the first data field and (ii) embeddings of terms in data fields of the first type in the paired data fields. The processing device is further configured to determine syntactic differences between the unstructured text data in the first data field and the identified subset of paired data fields, and to provide recommendations for unstructured text data to fill the second data field in the document based on the syntactic differences.