Abstract: Methods, devices, and processor-readable media for automated generation of examination questions. A first large language model (LLM) prompt is generated by inserting a first set of one or more parameters into a first LLM prompt template, the first LLM prompt including instructions to provide a second set of one or more parameters pertaining to a question scenario. A first prompt response for the first LLM prompt includes the second set of one or more parameters. A second LLM prompt is generated by inserting the second set of one or more parameters into a second LLM prompt template, the second LLM prompt including instructions to provide structured question unit content based on the second set of one or more parameters. A second prompt response is received for the second LLM prompt, the second prompt response including the structured question unit content.

Abstract: Methods, devices, and processor-readable media for automated generation of examination questions. A first large language model (LLM) prompt is generated by inserting a first set of one or more parameters into a first LLM prompt template, the first LLM prompt including instructions to provide a second set of one or more parameters pertaining to a question scenario. A first prompt response for the first LLM prompt includes the second set of one or more parameters. A second LLM prompt is generated by inserting the second set of one or more parameters into a second LLM prompt template, the second LLM prompt including instructions to provide structured question unit content based on the second set of one or more parameters. A second prompt response is received for the second LLM prompt, the second prompt response including the structured question unit content.

Abstract: Methods, devices, and processor-readable media for automated generation of examination questions. A first large language model (LLM) prompt is generated by inserting a first set of one or more parameters into a first LLM prompt template, the first LLM prompt including instructions to provide a second set of one or more parameters pertaining to a question scenario. A first prompt response for the first LLM prompt includes the second set of one or more parameters. A second LLM prompt is generated by inserting the second set of one or more parameters into a second LLM prompt template, the second LLM prompt including instructions to provide structured question unit content based on the second set of one or more parameters. A second prompt response is received for the second LLM prompt, the second prompt response including the structured question unit content.