PRIVACY PROTECTION TUNING FOR LLMS IN MEDICAL DECISION MAKING

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United States of America Patent

APP PUB NO 20250104824A1
SERIAL NO

18828410

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Abstract

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Methods and systems include annotating a set of training data to indicate tokens that are sensitive. Instructions are generated based on the training data, including original token sequences and respective substituted token sequences. A language model is fine-tuned using the instructions with a penalty-based loss function to generate a privacy-protected language model.

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Patent Owner(s)

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NEC LABORATORIES AMERICA INC4 INDEPENDENCE WAY SUITE 200 PRINCETON NJ 08540

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Chen, Haifeng West Windsor, US 334 1793
Cheng, Wei Princeton Junction, US 270 548
Liu, Yanchi Monmouth Junction, US 25 23
Xiao, Yijia Los Angeles, US 1 0
Yu, Wenchao Plainsboro, US 48 37
Zhao, Xujiang Hillsborough, US 12 2

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