Asli Celikyilmaz

Title: Asli Celikyilmaz: Innovator in Semantic Processing Technologies

Introduction

Asli Celikyilmaz is a prominent inventor based in Kirkland, WA, known for her significant contributions to the field of semantic processing technologies. With a total of five patents to her name, she has made remarkable strides in enhancing spoken language understanding through innovative methodologies.

Latest Patents

Celikyilmaz's latest patents include groundbreaking work in multi-domain joint semantic frame parsing. This technology involves a processing unit that can train a model as a joint multi-domain recurrent neural network (JRNN), such as a bi-directional recurrent neural network (bRNN) and/or a recurrent neural network with long-short term memory (RNN-LSTM). This model is designed for spoken language understanding (SLU) and can jointly model slot filling, intent determination, and domain classification. The joint multi-domain model enables multi-task deep learning by leveraging data from multiple domains, allowing for the estimation of a complete semantic frame per query.

Another notable patent is her work on knowledge-guided structural attention processing. This system determines knowledge-guided information for recurrent neural networks (RNN) to assist in the semantic tagging of input phrases. The knowledge encoding module generates a knowledge-guided vector that is provided to the RNN for linguistic semantic tagging. This process involves parsing the input phrase and creating a hierarchical linguistic structure, which is then encoded into vectors with attention weighting to highlight the most important sub-structures for determining semantic meaning.

Career Highlights

Asli Celikyilmaz is currently employed at Microsoft Technology Licensing, LLC, where she continues to develop innovative solutions in the realm of artificial intelligence and natural language processing. Her work has been instrumental in advancing the capabilities of machine learning applications in understanding human language.

Collaborations

Celikyilmaz collaborates with esteemed colleagues, including Dilek Zeynep Hakkani-Tur and Gokhan Tur, who contribute to her research and development efforts in semantic processing technologies.

Conclusion

Asli Celikyilmaz stands out as a leading inventor in the field of semantic processing, with her patents reflecting a deep understanding of language and technology. Her contributions are paving the way for advancements in spoken language understanding and artificial intelligence.