Table 16.

Interpretations of results.

Component	Status	Interpretation
IOC Extraction	High accuracy (IPs, Domains)	Effective hybrid approach; improve entity disambiguation for malware terms
Extraction of IOC	High accuracy (IPs, Domains),	Improve entity disambiguation for malware terms using a hybrid approach
Threat Classification	Needs tuning	The classifier needs more datasets, and BERT performs best
Blockchain Integrity	Fully intact	A strong candidate to ensure report traceability and trust
Adaptive Learning	Requires more labeled data	Diverse samples, and a greater degree of effect to be effective
Visualization Metrics	Provides insight into trends	Demonstrates continuous learning’s scalability and value
Cross-Dataset Robustness Index (CRI)	BERT hitting a near-perfect 0.999	Excellent cross-dataset stability