For sure. If perfect accuracy is important, it's still good to do sampling and human review to figure out accuracy rate and decide if further checking is requi

For sure. If perfect accuracy is important, it's still good to do sampling and human review to figure out accuracy rate and decide if further checking is required. But it still beats the pants off accuracy of other methods for the amount of work required. That said, with fine-tuning, `davinci-003` is _excellent_ at the types of entity extraction you're describing.