Method for data analysis by large language model, and graphic user interface system thereof

A Graphic User Interface (GUI) system of data analysis for training a discriminative machine learning model, comprising:

• an input arranged for providing a set of data to be analyzed by a Large Language Model (LLM);
• an interface for defining one or more fields by a user for the LLM to review the set of data for information;
• a display arranged for displaying one or more results output by the LLM in accordance with the defined one or more fields;
• a processor configured to produce performance metrics comparing the one or more results provided by the LLM to a set of initial human-supplied ground truth data, wherein the display is configured to display the performance metrics;
• an input for providing or updating one or more prompts for the LLM based on the performance metrics till the performance metrics reach a threshold;
• wherein the display is further configured to display results by the LLM according to the provided or updated one or more prompts, and display the performance metrics of the one or more renewed results;
• and
• a second interface for reviewing and submitting the set of initial human-supplied ground truth data and the results of the LLM for training the discriminative machine learning model.