Before revision:  Due to the gigantic number of 10-Q filings prevailing in the market for each quarter and diverse variations in the implementation of formatgiven company-specific nature , it has long been a problem in the field to provide a generalized way to dissect and retrieve the itemized information . In this paper , we create a tool to itemize 10-Q filings using multi-stage processes, blending a rule-based algorithm with a CNN deep learning model.
After revision:  Due to the gigantic number of 10-Q filings prevailing in the market for each quarter and diverse variations in the implementation of formatgiven company-specific nature , it has been a long-standing challenge to retrieve item-specific information from 10-Q filings using multi-stage processes, blending a rule-based algorithm with a CNN deep learning model.