Title GraphRAG-driven compliance validation of software requirements: semantic, content, and data compliance metrics
Authors Čenys, Matas ; Slotkienė, Asta
DOI 10.15388/LMITT.2026.5
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Is Part of Lietuvos magistrantų informatikos ir IT tyrimai: konferencijos darbai, 2026 m. gegužės 6 d. Vilnius.. Vilnius : Vilniaus universiteto leidykla. 2026, p. 40-49.. eISSN 2783-784X
Keywords [eng] graphRAG ; requirement compliance ; knowledge retrieval
Abstract [eng] This paper proposes a graphRAG-driven method for validating the semantic, content, and data compliance of software requirements against organisational and technical reference documentation, using a graph-based retrieval-augmented generation system paired with a large language model. The experimental evaluation demonstrated that the proposed method achieved high semantic compliance accuracy in its baseline graphRAG configuration, while adjusting graph database parameters and prompting techniques yielded improvements in requirements compliance accuracy.
Published Vilnius : Vilniaus universiteto leidykla
Type Conference paper
Language English
Publication date 2026
CC license CC license description