Zvi Kons

Title: Zvi Kons: Innovator in Intent Classification and Language Identification

Introduction

Zvi Kons is a notable inventor based in Yoqneam Ilit, Israel. He has made significant contributions to the fields of intent classification and language identification, holding a total of 14 patents. His work focuses on enhancing the capabilities of computer systems through innovative methods and technologies.

Latest Patents

One of Zvi Kons's latest patents is titled "Intent classification enhancement through training data augmentation." This invention describes a computer-implemented method, a computer system, and a computer program product that improve an intent classifier by utilizing training data augmentation. The method involves selecting a target sample from a variety of samples and determining an ambiguity level based on confidence scores of at least two intent labels associated with the target sample. When the ambiguity level is below a certain threshold, the method selects a nearest neighboring sample from a group of neighboring samples. This sample includes a confidence score associated with an intent label. The process continues by merging the confidence scores of the two samples into an overall confidence score for each intent label and modifying the ambiguity level accordingly. Ultimately, the target sample is labeled with the intent label when the modified ambiguity level exceeds the threshold.

Another significant patent is the "Language identification classifier trained using encoded audio from encoder of pre-trained speech-to-text system." This system includes a processor that receives encoded audio from an encoder of a pre-trained speech-to-text (STT) model. The processor is designed to further train a language identification (LID) classifier to detect the language of the encoded audio using training samples labeled by language.

Career Highlights

Throughout his career, Zvi Kons has worked with prominent companies, including IBM and Nuance Communications, Inc. His experience in these organizations has contributed to his expertise in developing advanced technologies in the field of artificial intelligence.

Collaborations

Zvi Kons has collaborated with notable individuals in his field, including Ron Hoory and Hagai Aronowitz. These partnerships have likely fostered innovation and the exchange of ideas, further enhancing his contributions to technology.

Conclusion

Zvi Kons is a distinguished inventor whose work in intent classification and language identification has led to significant advancements in technology. His innovative patents and collaborations reflect his commitment to enhancing computer systems and their capabilities.