{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11520844","patent":{"patent_number":"US-11520844","title":"Continuous learning, prediction, and ranking of relevancy or non-relevancy of discovery documents using a caseassist active learning and dynamic document review workflow","assignee":null,"inventors":[],"filing_date":"2021-04-13T00:00:00.000Z","publication_date":"2022-12-06T00:00:00.000Z","cpc_codes":["G06F","G06F","G06F","G06F"],"num_claims":16,"abstract":"A method includes receiving a set of documents associated with data discovery. The method further includes receiving, for each document in a subset of the set of documents, an indication of relevancy or non-relevancy of the document for an issue. The method further includes modifying one or more parameters for a machine-learning model based on the indication of relevancy or non-relevancy. The method further includes outputting, for each document in the set of documents, by a machine-learning model, a prediction probability of relevancy to an issue associated with the data discovery, and a ranking of the set of documents based on the prediction probability of relevancy. The method further includes generating a user interface that includes a sampling of the documents for review by a user, where each document is associated with a predicted relevancy tag or a predicted non-relevancy tag."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Continuous learning, prediction, and ranking of relevancy or non-relevancy of discovery documents using a caseassist active learning and dynamic document review workflow","description":"A method includes receiving a set of documents associated with data discovery. The method further includes receiving, for each document in a subset of the set of documents, an indication of relevancy ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11520844","license":"CC-BY-4.0-like","license_terms":"AI-generated analysis on this page (summary, layman_explanation, technical_analysis, business_analysis, faqs) may be reused with attribution and a visible link back to the canonical URL above. Patent abstracts, claims, and bibliographic data are USPTO public domain.","required_link":"https://patentable.app/patents/US-11520844","citation_suggestion":"Patentable. \"Continuous learning, prediction, and ranking of relevancy or non-relevancy of discovery documents using a caseassist active learning and dynamic document review workflow\" (US-11520844). https://patentable.app/patents/US-11520844","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11520844","json":"https://patentable.app/api/llm-context/US-11520844","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T03:36:48.079Z"}