{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11996116","patent":{"patent_number":"US-11996116","title":"Methods and systems for implementing on-device non-semantic representation fine-tuning for speech classification","assignee":null,"inventors":[],"filing_date":"2020-08-24T00:00:00.000Z","publication_date":"2024-05-28T00:00:00.000Z","cpc_codes":["G10L","G06F","G06N","G06N","G06N","G06N","G10L","G10L","G10L","G10L"],"num_claims":20,"abstract":"Examples relate to on-device non-semantic representation fine-tuning for speech classification. A computing system may obtain audio data having a speech portion and train a neural network to learn a non-semantic speech representation based on the speech portion of the audio data. The computing system may evaluate performance of the non-semantic speech representation based on a set of benchmark tasks corresponding to a speech domain and perform a fine-tuning process on the non-semantic speech representation based on one or more downstream tasks. The computing system may further generate a model based on the non-semantic representation and provide the model to a mobile computing device. The model is configured to operate locally on the mobile computing device."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Methods and systems for implementing on-device non-semantic representation fine-tuning for speech classification","description":"Examples relate to on-device non-semantic representation fine-tuning for speech classification. A computing system may obtain audio data having a speech portion and train a neural network to learn a n","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11996116","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-11996116","citation_suggestion":"Patentable. \"Methods and systems for implementing on-device non-semantic representation fine-tuning for speech classification\" (US-11996116). https://patentable.app/patents/US-11996116","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11996116","json":"https://patentable.app/api/llm-context/US-11996116","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T05:14:22.397Z"}