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Oct 12 · Monday

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  1. 研究复现五个前沿模型的包名幻觉:跨模型共同幻觉 127 个包名,53 个仍可被注册

    复评前沿模型代码生成中的包名幻觉与抢注攻击面

    Published
    Evaluated models
    Claude Sonnet 4.6, Claude Haiku 4.5, GPT-5.4-mini and others5

    Abstract评估显示前沿模型包幻觉率收窄但威胁仍在,作者识别出跨模型通用攻击面并呼吁联合防御。

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  2. Filtering the Noise: A Comparative Study of LLM Agents in Vulnerability False Positive Filtering

    评测代码 Agent 过滤静态告警误报的能力

    Published
    Evaluated models
    Claude Sonnet 4, DeepSeek Chat, GPT-5
    Abstract智能体可去掉大量 SAST 噪声,但收益随骨干和 CWE 变化,并会把部分真漏洞标成误报。

    这是对三种 LLM 智能体框架过滤 SAST 误报的比较研究。

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