{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-9607616","patent":{"patent_number":"US-9607616","title":"Method for using a multi-scale recurrent neural network with pretraining for spoken language understanding tasks","assignee":null,"inventors":[],"filing_date":"2015-08-17T00:00:00.000Z","publication_date":"2017-03-28T00:00:00.000Z","cpc_codes":["G10L","G06N","G06N","G10L","G10L","G10L","G10L"],"num_claims":6,"abstract":"A spoken language understanding (SLU) system receives a sequence of words corresponding to one or more spoken utterances of a user, which is passed through a spoken language understanding module to produce a sequence of intentions. The sequence of words are passed through a first subnetwork of a multi-scale recurrent neural network (MSRNN), and the sequence of intentions are passed through a second subnetwork of the multi-scale recurrent neural network (MSRNN). Then, the outputs of the first subnetwork and the second subnetwork are combined to predict a goal of the user."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Method for using a multi-scale recurrent neural network with pretraining for spoken language understanding tasks","description":"A spoken language understanding (SLU) system receives a sequence of words corresponding to one or more spoken utterances of a user, which is passed through a spoken language understanding module to pr","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-9607616","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-9607616","citation_suggestion":"Patentable. \"Method for using a multi-scale recurrent neural network with pretraining for spoken language understanding tasks\" (US-9607616). https://patentable.app/patents/US-9607616","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-9607616","json":"https://patentable.app/api/llm-context/US-9607616","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-06-06T03:47:06.019Z"}