METHODS AND SYSTEMS FOR PROCESSING QUERY FILES WITH UNKNOWN STRUCTURES BASED ON ADAPTIVE DISCOVERY, INCREASING STRUCTURE REPRESENTATION, AND INDEPENDENT VERIFICATION

Abstract

The invention relates to a method and system for processing queries on previously unknown structured data files based on adaptive discovery, incremental structure representation, and independent verification. The system under the invention discovers the file in parts instead of loading the entire file, creates and updates the structure representation and evidence in state memory, and then infers to generate an expected response with evidence. The expected response is independently verified before output; if it is not satisfactory, the system generates an indication of the missing part to continue discovery. Simultaneously, the discovery and inference processes are monitored in parallel to detect deviations in state. As a result, the system can handle complex or large structured files, preserve the structural context, support tracing, and improve the reliability of the output response.

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