JML-BugDB Dataset & JavaMLBugDetective Replication Package

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