cs.AI updates on arXiv.org 08月05日
Llama-3.1-FoundationAI-SecurityLLM-8B-Instruct Technical Report
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本文介绍了Foundation-Sec-8B-Instruct,一个针对通用网络安全对话训练的模型,其在网络安全任务上优于Llama 3.1-8B-Instruct,并与GPT-4o-mini在威胁情报和指令遵循任务上具有竞争力。

arXiv:2508.01059v1 Announce Type: cross Abstract: Large language models (LLMs) have shown remarkable success across many domains, yet their integration into cybersecurity applications remains limited due to a lack of general-purpose cybersecurity data, representational complexity, and safety and regulatory concerns. To address this gap, we previously introduced Foundation-Sec-8B, a cybersecurity-focused LLM suitable for fine-tuning on downstream tasks. That model, however, was not designed for chat-style interactions or instruction-following. In this report, we release Foundation-Sec-8B-Instruct: a model specifically trained for general-purpose cybersecurity dialogue. Built on Foundation-Sec-8B, it combines domain-specific knowledge with instruction-following, conversational capabilities, and alignment with human preferences to produce high-quality, relevant responses. Comprehensive evaluations show that Foundation-Sec-8B-Instruct outperforms Llama 3.1-8B-Instruct on a range of cybersecurity tasks while matching its instruction-following performance. It is also competitive with GPT-4o-mini on cyber threat intelligence and instruction-following tasks. We envision Foundation-Sec-8B-Instruct becoming an indispensable assistant in the daily workflows of cybersecurity professionals. We release the model publicly at https://huggingface.co/fdtn-ai/Foundation-Sec-8B-Instruct.

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网络安全 大型语言模型 Foundation-Sec-8B-Instruct 对话模型 威胁情报
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