| CPC G09B 5/02 (2013.01) [G06F 40/284 (2020.01); G06Q 30/018 (2013.01); G06Q 50/18 (2013.01); G06Q 50/265 (2013.01)] | 20 Claims |

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1. A computer implemented method for providing educational feedback associated with a review of a legal document, the method comprising:
obtaining a review file from a user device associated with a first user, the review file comprising a legal document associated with a first entity and a second entity;
obtaining a first user label, the first user label indicating whether the first user is associated with the first entity or the second entity;
executing a keyword search to identify at least one line of interest within the review file, the keyword search identifying at least one text string, the text string comprising at least one of a keyword and a phrase of interest;
saving the at least one identified line of interest to a data frame;
providing the at least one saved data frame to an artificial intelligence (AI) model;
receiving at least one AI inference from the AI model, the AI inference generated by applying at least one of natural language processing (NLP) and large language models (LLM) to the at least one data frame;
determining, based on the first user label and the at least one AI inference, review output, the review output comprising at least one of an alert, a recommendation, and guidance information; and
generating a modified document user interface (UI) element, the modified document UI element displaying at least a portion of the legal document and at least a portion of the review output.
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