JML-BugDB Dataset & JavaMLBugDetective Replication Package
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Release Notes (v1.1): Updated replication package including comprehensive ablation study results (Precision, Recall, F1-Score, MCC scores) and algorithm robustness benchmark data added during the peer-review process. 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
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Zenodo创建时间:
2026-03-25



