John Mariano

Title: John Mariano and Compliance Text Classification

Introduction

John Mariano is an inventor based in Boston, Massachusetts, associated with Fmr Corp. His patent work addresses the use of natural language models to identify potential compliance violations in text.

Latest Patents

Mariano is associated with 1 patent: “Classification of Compliance Text Data with Few Shot Natural Language Model.” The patent describes methods and apparatuses for classifying compliance text with limited or no training data. A server receives structured or unstructured compliance text from a database and applies a trained few-shot natural language inference model to determine whether sentences may contain a compliance violation. It then sends the classification results to a remote computing device.

Career Highlights

Mariano’s disclosed patent work focuses on applying machine learning and natural language processing to compliance review. The described approach is designed to classify text without requiring extensive task-specific training data.

Collaborations

The provided information lists Vall Herard and John McCrae as Mariano’s coworkers. It does not specify their roles in the patent or the invention.

Conclusion

John Mariano’s patent work connects few-shot natural language inference with compliance text analysis, offering a method for identifying potential violations in structured and unstructured text.