{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11249772","patent":{"patent_number":"US-11249772","title":"Feature exposure for model recommendations and feedback","assignee":null,"inventors":[],"filing_date":"2019-05-29T00:00:00.000Z","publication_date":"2022-02-15T00:00:00.000Z","cpc_codes":["G06F","G06F","G06N","G06Q","G06F","G06F","H04L"],"num_claims":19,"abstract":"Systems, methods and apparatus for providing user feedback to an action selection model. In an aspect, a method includes displaying interaction elements for recommendations selected by a selection model. Each interaction element may be selected by one of a first interaction mode or a second interaction mode. Selection by the first interaction mode indicates an acceptance of the recommendation described the interaction element. Selection by the second interaction mode causes the user device to display the decision data that caused the selection model to select the recommendation described by the interaction element. In some implementations, the recommendations are actions that a user device may perform. In other implementations, each recommendation may be one of an action that the user device may perform or content that a user may consume."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Feature exposure for model recommendations and feedback","description":"Systems, methods and apparatus for providing user feedback to an action selection model. In an aspect, a method includes displaying interaction elements for recommendations selected by a selection mod","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11249772","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-11249772","citation_suggestion":"Patentable. \"Feature exposure for model recommendations and feedback\" (US-11249772). https://patentable.app/patents/US-11249772","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11249772","json":"https://patentable.app/api/llm-context/US-11249772","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T16:19:04.198Z"}