PBLRepositoryMetrics: SCM-Grounded Conformance Evaluation for PBL Digital Twins
Preprint
- 20 April 2026
- preprint
- Published by Elsevier in SSRN Electronic Journal
Abstract
PBLRepositoryMetrics is a teacher-support system for Project-Based Learning (PBL) environments. It captures repository events from GitLab and evaluates them against a Software Configuration Management (SCM) baseline defined by a metaproject (Sprint Descriptor), using Complex Event Processing (CEP) to compute daily conformance distances. A four-phase pipeline performs static verification, dynamic CEP pattern detection, and LLM-based semantic evaluation, producing per-deliverable diagnostic reports for evaluators. The baseline evolves through professor assessment, preserving the professor as the final interpreter.Keywords
This publication has 3 references indexed in Scilit:
- PBL Student Assessment: Consistency of Different Evaluation Methods in a Computing FacultyIEEE Transactions on Education, 2025
- A Digital Twin Architecture Model Applied with MLOps Techniques to Improve Short-Term Energy Consumption PredictionMachines, 2021
- A survey and taxonomy of approaches for mining software repositories in the context of software evolutionJournal of Software Maintenance and Evolution: Research and Practice, 2007