Jesse Vig

Title: Jesse Vig: Innovator in Document Summarization Technologies

Introduction

Jesse Vig is a notable inventor based in Los Altos, California, recognized for his contributions to the field of document summarization. With a total of four patents to his name, Vig has developed innovative systems and methods that enhance the accuracy and efficiency of text summarization.

Latest Patents

One of Jesse Vig's latest patents is titled "Systems and methods for parameter ensembling for reducing hallucination in abstractive summarization." This invention provides a document summarization framework that utilizes an ensemble of summarization models. Each model is a modified version of a base summarization model designed to control hallucination. The process involves training a base summarization model on a comprehensive dataset, followed by fine-tuning it with a filtered subset containing noisy data. This results in an 'anti-expert' model, whose parameters are subtracted from the trained base model to create a final summarization model that delivers robust factual performance.

Another significant patent is "Systems and methods for text summarization." This method includes receiving a training dataset with uncompressed text, compressed text, and accompanying information entities. It generates a perturbed text using a perturber model, which is trained based on a specific objective. The process culminates in the creation of a predicted summary by removing information from the perturbed summary, conditioned on a source document of the reference summary.

Career Highlights

Jesse Vig has worked with prominent companies such as Salesforce, Inc. and Conduent Business Services, LLC. His experience in these organizations has contributed to his expertise in developing advanced summarization technologies.

Collaborations

Some of Jesse Vig's notable coworkers include Alexander R. Fabbri and Prafulla Kumar Choubey. Their collaborative efforts have likely played a role in advancing the field of document summarization.

Conclusion

Jesse Vig's innovative work in document summarization technologies showcases his commitment to enhancing the accuracy and efficiency of text processing. His patents reflect a deep understanding of the challenges in this field and offer solutions that can significantly improve summarization outcomes.