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LLM-generated labels may seem promising, but they actually degrade classification performance and reduce rare-technique coverage in CVE mapping.
Poisson regression tames the wild beast of sparse, bursty vulnerability data, offering more stable and interpretable forecasts than traditional SARIMAX models.