Company Filing History:
Years Active: 2022-2025
Title: Baolin Peng: Innovator in Dialog Processing Technologies
Introduction
Baolin Peng is a notable inventor based in Bellevue, WA (US), recognized for his contributions to dialog processing technologies. He holds three patents that showcase his innovative approach to machine learning and natural language understanding.
Latest Patents
One of his latest patents is titled "Hybrid transformer-based dialog processor." This invention provides systems and methods for determining responses to queries in a dialog. The technology includes an entity extractor that identifies rules and conditions associated with the query, leading to the determination of a specific task. It generates a transformer-based dialog embedding by pre-training a transformer using dialog corpora that encompass various tasks. A task-specific classifier produces a first set of candidate responses based on the identified rules and conditions. Additionally, the transformer-based dialog embedding generates a second set of candidate responses. The classifier is designed to adapt to changes made to a task through an interactive dialog editor, facilitating machine teaching. Ultimately, a response generator formulates a response based on both sets of candidate responses using an optimization function.
Another significant patent is focused on "Synthetic data generation for training of natural language understanding models." This document outlines a method that can be executed on a computing device. It involves obtaining a task-semantically-conditioned generative model that has been pretrained using a combination of unlabeled training examples and dialog act-labeled utterances. The method allows for inputting dialog acts into the generative model, resulting in the output of synthetic utterances.
Career Highlights
Baolin Peng is currently employed at Microsoft Technology Licensing, LLC, where he applies his expertise in dialog processing and machine learning. His work has significantly advanced the field of natural language understanding.
Collaborations
He collaborates with esteemed colleagues, including Jinchao Li and Jianfeng Gao, contributing to innovative projects and research in the technology sector.
Conclusion
Baolin Peng's work in dialog processing and machine learning exemplifies the impact of innovative thinking in technology. His patents reflect a commitment to enhancing natural language understanding through advanced methodologies.
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