Simplify Info Extraction: A Reusable Immediate Template for GPT Fashions | by Christabelle Pabalan | Aug, 2024

A immediate template containing prompting methods which have labored for me on over a dozen nuanced medical data extraction duties

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If I advised you that I created the final word immediate template for data extraction duties that can assure you’ll get the precise desired efficiency with unbelievable recall and precision and assured output formatting each time, you’d most likely scoff.

And rightfully so — as a result of no one can assure these checkboxes with the unpredictable nature of LLMs. –*melting face emoji*-

Nonetheless, that is what I can say: after in depth work on over a dozen nuanced medical data extraction duties — every requiring deep area experience — I’ve developed a immediate template that makes use of the prompting methods which have labored for me to considerably enhance efficiency and decrease inaccurate outputs. This template has helped me streamline my workflow, scale back iteration cycles, and produce a dependable stage of consistency to my outcomes.

On this article, I’ll stroll by this template, clarify the rationale behind every part, and share the teachings I’ve realized alongside the best way. My hope is…