{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-9754206","patent":{"patent_number":"US-9754206","title":"Using classified text and deep learning algorithms to identify drafting risks in a document and provide early warning","assignee":null,"inventors":[],"filing_date":"2017-01-23T00:00:00.000Z","publication_date":"2017-09-05T00:00:00.000Z","cpc_codes":["G06N","G06N","G06Q","G06Q"],"num_claims":17,"abstract":"Deep learning is used to identify a potential risk that a contract will be unenforceable due to a drafting error whereby one or more terms or phrases are ambiguous. The system involves mining and using existing classifications of data (e.g., from a litigation database) to train one or more deep learning algorithms, and then examining the internal electronic drafts of contracts with the trained algorithm, to generate a scored output that will enable enterprise personnel to be alerted to the ambiguity risks and take action in time to prevent the risks from resulting in harm to the enterprise."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Using classified text and deep learning algorithms to identify drafting risks in a document and provide early warning","description":"Deep learning is used to identify a potential risk that a contract will be unenforceable due to a drafting error whereby one or more terms or phrases are ambiguous. The system involves mining and usin","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-9754206","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-9754206","citation_suggestion":"Patentable. \"Using classified text and deep learning algorithms to identify drafting risks in a document and provide early warning\" (US-9754206). https://patentable.app/patents/US-9754206","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-9754206","json":"https://patentable.app/api/llm-context/US-9754206","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-06-06T03:51:33.406Z"}