JML-BugDB Dataset & JavaMLBugDetective Replication Package
Abstract
Replication package for the paper "Beyond the Gold Standard: Validating Evolutionary Context Modeling for Defect Prediction under Quantified Label Noise in Enterprise Java Systems". Contains:- JML-BugDB v1.0 dataset (91,633 instances from Apache Kafka, Google Gson, Apache Commons-IO)- Manual validation results (398 samples, 29.2% precision)- Experimental results (cross-project validation, ablation study)- JavaMLBugDetective framework source code- Replication guide with step-by-step instructions
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 6 January 2026
- Document type
- Dataset