2results about How to "Free productivity" patented technology

This invention discloses a multi-round iterative optimization control method for large language models based on a self-reflection mechanism, belonging to the field of large language model technology. The method includes: encoding user task constraints into structured memory; driving the model to generate initial text; automatically evaluating the generated text from multiple dimensions (logic, constraints, and facts) through an independent review module to generate a quantitative review report; automatically compiling correction instructions based on the review report; simultaneously, employing a hierarchical compression mechanism to manage historical dialogue context to stabilize computational overhead; and finally, achieving intelligent convergence of iterations by calculating the semantic differences and quality score change rate between adjacent iteration versions. This invention constructs a complete automated "generation-reflection-correction" closed loop, transferring over 80% of routine optimization work from manual to machine, greatly liberating productivity and significantly improving the generation quality and optimization efficiency of long texts and highly complex tasks.

This patent relates to the field of artificial intelligence technology, and specifically to a natural language answer generation method, system, and computer program. The method includes a question-asking step: acquiring the question text input by the user; a retrieval step: using the question text to search a knowledge database and obtain retrieval results; and an answering step: sending the question text and retrieval results together to a first artificial intelligence module, and returning the answer generated by the first artificial intelligence module. A system equipped with this natural language answer generation method can replace some standard operating procedures (SOP) manuals, allowing users to conveniently inquire about the information they want through mobile phones and other personal communication devices, thus improving the efficiency of information retrieval.