Back to results
US 2026/0259918 A1Published application
Optimized content generation method and system utilizing artificial intelligence
OwnerLucas J. Myslinskiinventor
Life of this patent
Estimating the term…
Abstract
An optimized fact checking system analyzes and determines the factual accuracy of information and/or characterizes the information by comparing the information with source information. The optimized fact checking system automatically monitors information, processes the information, fact checks the information in an optimized manner and/or provides a status of the information. In some embodiments, the optimized fact checking system generates, aggregates, and/or summarizes content.
Claims20
A computer-implemented method stored in a non-transitory memory and executed by one or more processors, comprising:
- monitoring digital information comprising at least one of news articles, social-networking content, transcripts, or multimedia content;
- parsing the information into fact-checkable segments based on linguistic structure;
- selectively determining that fewer than all parsed segments qualify for factual verification based on predefined criteria distinguishing factual assertions from non-factual content;
- fact checking each qualifying segment by:
- first comparing the segment against a first-tier source set stored in a local or cache memory using an exact-match comparison;
- conditionally escalating verification to a second-tier source set using pattern-matching analysis when the exact-match comparison fails to meet a confidence threshold;
- and
- further conditionally escalating verification to a third-tier source set using natural-language analysis when the pattern-matching analysis fails to meet the confidence threshold;
- assigning a factual classification to each segment based on cumulative verification results;
- and
- generating new content using only segments assigned a predefined factual classification, wherein excluded segments are not considered during generation.
8 more elements
A system comprising:
- one or more processors;
- and
- a non-transitory memory storing instructions that, when executed, cause the system to:
- parse incoming information into fact-checkable segments;
- determine that only a subset of segments require fact checking;
- perform multi-stage fact verification using ordered tiers of source information;
- assign factual classifications to individual segments;
- and
- generate output content using only segments satisfying a factual accuracy criterion.
6 more elements
A device comprising:
- a processor;
- and
- a non-transitory memory storing instructions that cause the processor to:
- analyze content to detect factual assertions;
- perform tiered fact verification in response to detected assertions;
- dynamically exclude content segments based on verification outcomes;
- and
- generate content output reflecting only verified assertions.
5 more elements
Dependencies are inferred from the claim text.