Josh Newman

Title: Innovations in Language Mapping by Josh Newman

Introduction

Josh Newman is an innovative inventor based in San Ramon, CA. He has made significant contributions to the field of language processing through his unique patent. His work focuses on improving the accuracy of language mapping, particularly in identifying toxic language across different languages.

Latest Patents

Newman's most notable patent is titled "Toxic vector mapping across languages." This patent describes methods, systems, and devices for language mapping. The invention addresses the challenges faced by machine learning models that support multiple languages. It highlights that traditional word embedding alignments may not accurately capture the meanings of certain words when mapping different languages into a single reference vector space. To enhance the accuracy of vector mapping, the system implements a supervised learning layer. This layer refines the cross-lingual alignment of specific vectors corresponding to a vocabulary of interest, such as toxic language. The supervised learning layer is trained using a dictionary of toxic words or phrases across different supported languages. This training allows the system to learn how to weight initial vector alignments to more accurately map the meanings behind insults, threats, or other toxic words or phrases between languages. The output from this weighted mapping can then be sent to supervised models to determine toxicity scores.

Career Highlights

Josh Newman is currently employed at Spectrum Labs, Inc. His work at the company focuses on leveraging technology to create safer online environments by identifying and mitigating toxic language. With his innovative approach, he has made strides in the field of natural language processing.

Collaborations

Newman collaborates with talented individuals such as Yacov Salomon and Jonathan Thomas Purnell. Together, they work on advancing the capabilities of language mapping technologies.

Conclusion

Josh Newman is a pioneering inventor whose work in toxic vector mapping is making a significant impact in the field of language processing. His innovative methods are essential for improving the understanding of toxic language across different languages.