Enhancing a large language model with domain context
AssigneeInternational Business Machines Corporation
InventorsDeclan Joyce, IMRAN KHAN, Mansura Habiba, Rafflesia Khan
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AssigneeInternational Business Machines Corporation
InventorsDeclan Joyce, IMRAN KHAN, Mansura Habiba, Rafflesia Khan
Estimating the term…
A method, computer program product, and computer system for enhancing a large language model (LLM) with domain context. The method includes: accessing a domain-specific ontology and generating a knowledge graph based on a domain-specific ontology of concepts and relationships; extracting ontological semantics and factors from the knowledge graph using a semantic query; enhancing an input prompt with the extracted ontological semantics and factors; generating key performance indicators and conditional parameters from the ontology; during training of the LLM, infusing the LLM with key performance indicators and conditional parameters; generating one or more infused input prompts based on the enhanced input prompt infused with the key performance indicators and conditional parameters for fine-tuning the LLM output to obtain a response; and comparing the response of the LLM against feedback.
A computer-implemented method for enhancing a large language model (LLM) with domain context, said method carried out by one or more processors of a computer system and comprising:
A computer system comprising one or more processors, one or more memories, and one or more computer readable hardware storage devices, said one or more hardware storage devices containing program code executable by the one or more processors via the one or more memories to implement a method for enhancing a large language model (LLM) with domain context, said method comprising:
A computer program product for enhancing a large language model (LLM) with domain context, the computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a processor to cause the processor to:
Dependencies are inferred from the claim text.