Company Filing History:
Years Active: 2025
Title: Naoki Otani: Innovator in Task Representation Learning
Introduction
Naoki Otani is a prominent inventor based in Pittsburgh, PA (US). He has made significant contributions to the field of natural language processing and knowledge representation. With a total of 2 patents, his work focuses on enhancing task representation through innovative systems and methods.
Latest Patents
One of Naoki Otani's latest patents is titled "Intent-based task representation learning using weak supervision." This patent describes systems and methods directed towards generating a general task embedding that represents task information. The generated task embedding includes predicted task information, allowing for a more specified representation of the task. This task embedding can be utilized across various models and applications. The process involves receiving task data, encoding it using an encoder, and extracting or predicting task intent based on the encoded data and associated type encodings.
Another notable patent is "System and method with neural representation of event-centric commonsense knowledge for response selection." This invention relates to natural language processing and knowledge representation. It involves creating a dataset that includes input and situational data, which provides context for the input. An encoder generates an encoded representation of this dataset, while a decoder produces response data and event-centric knowledge based on the encoded representation. The connection between input data and response data is facilitated through a generative knowledge graph.
Career Highlights
Naoki Otani has worked with reputable companies such as Robert Bosch GmbH and Microsoft Technology Licensing, LLC. His experience in these organizations has contributed to his expertise in the field of technology and innovation.
Collaborations
Throughout his career, Naoki has collaborated with notable individuals, including Jun Araki and HyeongSik Kim. These collaborations have further enriched his work and contributions to the field.
Conclusion
Naoki Otani is a distinguished inventor whose work in task representation learning and natural language processing has made a significant impact. His innovative patents and collaborations highlight his commitment to advancing technology and knowledge representation.