{
  "signature": "cea4469e4499fc6b84f9a4648839e42c250615ed58f6c31e9f24382f23755ae8",
  "parsed": {
    "visual_alignment": 5,
    "guiding_narrative": 5,
    "factual_fidelity": 5,
    "visible_elements_referenced": [
      "标题：Attention Is All You Need",
      "副标题：A Revolutionary Architecture for Sequence Transduction",
      "作者：Ashish Vaswani et al.",
      "会议信息：NIPS 2017"
    ],
    "issues": []
  },
  "receipt": {
    "provider": "DashScope",
    "request": {
      "model": "qwen-vl-max",
      "messages": [
        {
          "role": "user",
          "content": [
            {
              "type": "text",
              "text": "你是独立的讲解视频视觉审核员。图片是当前真实幻灯片；源码和旁白如下。\n<slide_source>\n# Attention Is All You Need\n## A Revolutionary Architecture for Sequence Transduction\n\nAshish Vaswani et al.  \nNIPS 2017\n</slide_source>\n<narration>\n大家好，我们从第一页开始。屏幕上最显眼的是这篇论文的标题——Attention Is All You Need，下面副标题写着“一种用于序列转导的革命性架构”，作者是 Ashish Vaswani 等人，发表于 2017 年的 NIPS 会议。请大家先记住这个标题，因为它本身就是论文的核心主张：只用注意力机制，就足以完成序列到序列的建模，不再需要循环或卷积。为什么这么说、又是怎么做到的？这正是我们接下来十一页要逐步拆解的：先看它要解决什么问题，再看整体架构与关键公式，最后看实验结果是否撑得起这个大胆宣言。现在我们从背景出发。\n</narration>\n请只按图片中实际可见内容审核：\n- visual_alignment: 1–5，旁白是否准确呼应可见标题/公式/表格/图片；\n- guiding_narrative: 1–5，是否是讲解而非逐条复述；\n- factual_fidelity: 1–5，是否无虚构；\n- visible_elements_referenced: 列出旁白确实提到的可见元素；\n- issues: 具体问题列表。\n只返回 JSON 对象。"
            },
            {
              "type": "image_url",
              "image_url": {
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