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Pitt Clinical NLP and AI Innovation Laboratory's Projects

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Website for The 1st International Workshop on Ethics and Bias of Artificial Intelligence in Clinical Applications (EBAIC)

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Prompt Learning is a new paradigm in Natural Language Processing(NLP), which uses pre-trained language models to perform downstream tasks, avoiding fine tuning of a model. This zero-shot learning approach can be applied to healthcare applications, where there is limited availability of data. This projects aims to design prompt methodologies for downstream applications using PLMs, without the need for model training. This approach can change "Deep Learning" to "Deep Thinking" in Healthcare sector.

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Code for the Paper "In-Context Learning Functions with Varying Number of Minima"

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Synthetic patient datasets for the paper entitled "Enhancing Large Language Models for Clinical Decision Support by Incorporating Clinical Practice Guidelines"

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Code for the Paper "Large Language Models Vote: Prompting for Rare Disease Identification"

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Code for the Paper "Few-Shot Learning for Clinical Natural Language Processing Using Siamese Neural Networks: Algorithm Development and Validation Study"

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