Wayne B Shoumaker

Title: Wayne B. Shoumaker: Innovator in Natural Language Processing

Introduction

Wayne B. Shoumaker is a notable inventor based in San Francisco, CA. He has made significant contributions to the field of natural language processing (NLP) through his innovative patents. With a total of 6 patents to his name, Shoumaker's work focuses on enhancing machine learning models for better understanding and processing of human language.

Latest Patents

One of Shoumaker's latest patents is titled "Adversarial input generation for natural language processing machine learning models." This patent discloses methods, systems, and machine-readable mediums that provide summaries of topics determined within a corpus of documents. These summaries can be utilized by customer service associates, analysts, or other users to quickly identify both the topics discussed and the contexts of those topics across a large corpus of text. For instance, a corpus related to customer complaints may yield summaries such as "credit report update due to stolen identity," which can help in efficiently spotting trends and issues.

Another significant patent is "Systems and methods for flexible regularized distillation of natural language processing models to facilitate interpretation." This patent outlines systems, apparatuses, methods, and computer program products for distilling a natural language processing model. The method includes receiving a set of text data comprising observations and predicting classifications for each observation using the NLP model. It further involves generating a balanced sampled data structure based on the predicted classifications and training a surrogate model using this structure. The method also identifies the most influential tokens in the text data, enhancing the interpretability of the model.

Career Highlights

Wayne B. Shoumaker is currently employed at Wells Fargo Bank, N.A., where he applies his expertise in natural language processing to improve banking services. His innovative approaches have contributed to the development of advanced systems that enhance customer interactions and streamline processes.

Collaborations

Shoumaker has collaborated with talented individuals such as Harsh Singhal and Rahul Singh. Their combined efforts have led to the advancement of technologies that leverage natural language processing for various applications.

Conclusion

Wayne B. Shoumaker is a distinguished inventor whose work in natural language processing has paved the way for innovative solutions in understanding and interpreting human language. His contributions continue to impact the field significantly.