Multiple product entity extraction from dialog
Research on Entity Transformer architectures for voice ordering systems, recognizing up to 10 product items in a single utterance.
Applied machine learning research & real-world AI systems
Principal Applied Scientist - Gen AI Lead
NLP · LLMs · Generative AI · AI Agents
I work at the intersection of applied machine learning research and practical AI systems, with a focus on language, conversational experiences, and intelligent products.
Profile
My background includes leading generative AI and conversational commerce work at Walmart, developing conversational AI and NLP platforms, and working on NLU for Samsung Research India's Bixby assistant. I hold a master's degree in Computer Science from Stony Brook University, with a focus on natural language processing.
Research highlights
Research on Entity Transformer architectures for voice ordering systems, recognizing up to 10 product items in a single utterance.
Work connecting language understanding and voice experiences so customers can complete multi-item shopping tasks through natural dialog.
Research interests
Intellectual property
My patent work covers product identification from speech, multi-facet voice search refinement, autonomous API agents, and digital assistant experiences.