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Oct 12 · Monday

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  1. BabelFake:面向多语言音视频 DeepFake 检测的基准数据集

    构建多语言音视频 DeepFake 基准 BabelFake 并评测检测器

    Published
    Evaluated models
    SpeechForensics, AVH-Align, (B)RAVEn
    AbstractBabelFake 为五语同意采集基准。

    BabelFake 是经同意与 IRB 批准采集的多语音视频 DeepFake 检测基准,用来把视觉操纵和语音合成拆开比较。

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  2. Artifact-Bench:评估 MLLM 检测与诊断 AI 生成视频伪影

    提出 Artifact-Bench,评测 MLLM 检测并诊断 AI 生成视频伪影

    Published
    Evaluated models
    Gemini 3.1 Pro, Gemini 3 Flash, Qwen3-VL 8B-Instruct and others19
    AbstractArtifact-Bench 以三项任务评 MLLM 的 AIGC 伪影感知。

    Artifact-Bench 用来看 MLLM 能否发现 AI 生成视频中的伪影,并说明视频为何不真实。

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  3. Safer Reasoning Traces: Measuring and Mitigating Chain-of-Thought Leakage in Large Language Models

    测量思维链将提示中 PII 复述进轨迹的泄漏并评测轻量检测器

    Published
    Evaluated models
    Llama 3.3:70B, Claude Opus, Mixtral 8×22B and others7
    Abstract作者称 CoT 抬高逐字泄漏且随模型与预算而变,检测器也需按模型选择。

    在“不要复述 PII”的输出策略下,本文用 black-box 协议测量提示词中的 PII 被写回 CoT 与答案的情况,并比较轻量 gatekeeper。

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