KaliBench：面向 Kali Linux 网络安全工具使用的细粒度基准
提出 KaliBench，评测模型把安全意图译成 Kali 命令的能力
- arXiv
- 2610.02206
- Published
- Layer
- Model layer
- Setting
- Models and APIs
- Evaluated models
- Llama3.1-Instruct 8B, Qwen3 8B, Qwen3 8B thinking and others15
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FUSE：面向大语言模型危险能力的模块化评测框架
提出 FUSE 框架，评测大语言模型的化生危险能力
- arXiv
- 2609.02168
- Published
- Layer
- Model layer
- Setting
- Models and APIs
- Evaluated models
- Claude-3-Haiku, Claude-Opus-4, Claude-Opus-4.5 and others12
- AttacksJailbreaks
- RiskDangerous capabilities
SciRisk-Bench：面向 AI4Science 安全的风险维度感知基准
提出 SciRisk-Bench，按风险维度与学科评测 AI4Science 安全
- arXiv
- 2606.18936
- Published
- Layer
- Model layer
- Setting
- Models and APIs
- Evaluated models
- kimi-k2.6, glm-5.1, gemini-3-flash-preview and others14
AbstractSciRisk-Bench 以风险维度和学科诊断 AI4Science 安全。
SciRisk-Bench 是一个按风险维度和科学学科组织的 AI4Science 安全基准，用来看清失败来自哪一种风险机制、出现在哪个学科情境。作者认为 LLM 已介入科研问答、文献分析、实验规划和自主发现，而不安全输出不限于事实错误。现有科学能力基准不测安全，领域安全基准又多集中在化学、医学或生物，或只按宽泛安全类别打分。
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