3 results about "Correction text" patented technology

This invention relates to the field of data processing technology and discloses a multilingual voice data processing method for real-time intercom communication of VHF equipment at sea. This method addresses the problem that during voice data processing, intercom content may be presented in a simplified manner rather than with complete semantics. The method includes: determining the context dependency of the current intercom round corresponding to the correction text; when the correction text is determined to have a context dependency, determining semantic missingness to obtain a semantic missingness determination result; when the semantic missingness determination result indicates that the correction text has semantic missingness, extracting context text associated with the current intercom round from historical intercom text, and completing the missing communication object, location description, risk background, or operation object in the correction text based on the context text to obtain the final completed text. This effectively improves the accuracy, continuity, and practical reliability of multilingual voice data processing at sea.

The application belongs to the technical field of large language model optimization, and discloses a large data driving-based large language model optimization method and system. The method comprises the following steps: inputting public text data into a test model to obtain test reply data, and calculating the test deviation between the test reply data and the reply data; when the test deviation meets a preset correction trigger condition, corresponding correction text data and correction reply data are identified; data supplement processing is performed based on the correction text data and the correction reply data to generate supplement data for model optimization; the data supplement processing comprises similarity comparison of the correction text data to divide the correction text data into data groups, generation of error registration data, and performance of a supplement operation based on a statistical analysis result. Through inductive analysis of the deviation and quality control of the supplement data, the application improves the reply accuracy, logical consistency and robustness of the target language model.

A question-and-answer method and apparatus are disclosed to improve the accuracy of memory retrieval. The method includes: an electronic device acquiring a target question text input by a user; the electronic device retrieving a first historical question text with the highest semantic similarity to the target question text from at least one set of stored historical dialogue records, and outputting a first response text corresponding to the first historical question text; wherein each set of historical dialogue records contains historical question text and corresponding response text; the electronic device acquiring at least one target keyword of the target question text, and acquiring keywords corresponding to at least one set of historical dialogue records; the electronic device determining a target historical dialogue record with the highest similarity between the corresponding keyword and at least one target keyword, and acquiring a second response text from the target historical dialogue record; when the first response text and the second response text are inconsistent, the electronic device outputting a correction text based on the second response text.