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The Role of Generative AI in Competency Question Retrofitting
Published on Feb 4, 202543 Views
Competency Questions (CQs) are essential in ontology engineering; they express an ontology’s functional requirements as natural language questions, offer crucial insights into an ontology’s scope and
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Presentation
The Role of Generative AI in Competency Question Retrofitting00:00
Competency Questions (CQs)00:19
From CQs to Triples01:59
The RETROFIT CQs Pipeline02:49
Research Question04:56
Experimental Setup06:22
3 Prompts for LLM based Question Generation - 107:05
3 Prompts for LLM based Question Generation - 207:48
CQs Repositories08:21
The Comparative Analysis of the Generating Candidate CQs09:12
Example of Generated CQs10:01
Table 2: Summary for each prompt with deterministic creativity value11:03
Table 3: Summary for each prompt with default creativity value12:01
Findings:12:20
Table 4 : Summary of the overlap in candidate CQs for each ontology13:37
Table 5: Number of unmatched Design CQs14:32
Why are some design CQs not matched?14:54
Conclusions15:33
RETROFIT CQs and Pipeline16:09