DAP with 118.8M tokens improves a 70B LLM on cybersecurity benchmarks, but the claimed state-of-the-art data efficiency is not supported by the controlled comparisons.
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Less Data, More Security: Advancing Cybersecurity LLMs Specialization via Resource-Efficient Domain-Adaptive Continuous Pre-training with Minimal Tokens
DAP with 118.8M tokens improves a 70B LLM on cybersecurity benchmarks, but the claimed state-of-the-art data efficiency is not supported by the controlled comparisons.