Computer-implemented method for recognizing computer-readable text and storage media

A computer-implemented method for text recognition, comprising the following steps:

• receiving a scanned file, which includes receiving a scanned file on a processing server;
• including at least one metadata for the scanned file, which includes file size, file format, and file receipt time;
• creating a unique identifier for a workflow associated with the scanned file, in a workflow management module;
• extracting text and structuring the scanned file by Optical Character Recognition (OCR);
• refining and enhancing the text extracted by OCR, by the Large-Scale Language Model (LLM) module, which includes semantic analysis of the text for contextual understanding and correction of gaps or inaccuracies in the text;
• reconstructing the text;
• temporary storing the file in primary memory, by the temporary storage module;
• user decides whether to interact with an interactive chat tool;
• implementing an interactive chat interface, through the chat interface module, if the user decides to interact with the interactive chat tool;
• processing user queries and generating contextualized responses by Large-Scale Language Model (LLM);
• and
• outputting a response generated by the Large-Scale Language Model (LLM).