Indrajit Haridas

Title: Innovations by Indrajit Haridas in Language Mapping

Introduction

Indrajit Haridas is an innovative inventor based in San Francisco, 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

Indrajit holds a patent titled "Toxic vector mapping across languages." This patent describes methods, systems, and devices for language mapping. The technology addresses the challenges faced by machine learning models that support multiple languages. It highlights the limitations of word embedding alignments, which 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, his 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 various supported languages. This training allows the system to learn how to weight an initial vector alignment 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, which are trained on the reference vector space, to determine toxicity scores.

Career Highlights

Indrajit is currently employed at Spectrum Labs, Inc., where he continues to develop innovative solutions in language processing. His work is pivotal in creating systems that can better understand and mitigate toxic language in digital communications.

Collaborations

Indrajit collaborates with talented individuals such as Josh Newman and Yacov Salomon. Their combined expertise contributes to the advancement of technology in the field of language mapping.

Conclusion

Indrajit Haridas is a notable inventor whose work in toxic vector mapping is paving the way for more accurate language processing systems. His contributions are essential in addressing the challenges of toxic language across different languages.