Proposed herein is a combined approach for building a domain-specific natural language semantic parser. The disclosed technique uniquely combines several known approaches with a new, original rule-based approach to obtain accurate mappings of utterances in a given domain into a single, pre-defined, domain-specific data structure that can be used for further processing. An implementation of the semantic parser has been built for the networking domain, including the QoS, filter (ACL) and set-path sub-domains, and has been integrated with a dashboard-managed L3 firewall for end-to-end implementation of filtering commands.
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Laor, Michael; Maoz, Tal; and Vaknin, Aviva, "COMBINED APPROACH FOR BUILDING A DOMAIN-SPECIFIC NATURAL LANGUAGE SEMANTIC PARSER", Technical Disclosure Commons, (July 07, 2020)