{
  "signature": "d24ec8ec8b955d44ab0b434ff9780a18de40d725ef39e094f86dbec6628b2fab",
  "parsed": {
    "visual_alignment": 5,
    "guiding_narrative": 5,
    "factual_fidelity": 5,
    "visible_elements_referenced": [
      "Attention Mechanism",
      "Scaled Dot-Product Attention",
      "Attention(Q, K, V) = softmax(QK^T / √d_k) V",
      "Q (queries), K (keys), V (values) are matrices",
      "Scaling by 1/√d_k prevents gradients from becoming too small",
      "Faster and more space-efficient than additive attention"
    ],
    "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 Mechanism\n\n### Scaled Dot-Product Attention\n$$\\text{Attention}(Q, K, V) = \\text{softmax}\\left(\\frac{QK^T}{\\sqrt{d_k}}\\right)V$$\n\n- $Q$ (queries), $K$ (keys), $V$ (values) are matrices\n- Scaling by $\\frac{1}{\\sqrt{d_k}}$ prevents gradients from becoming too small\n- Faster and more space-efficient than additive attention\n</slide_source>\n<narration>\n现在来到整篇论文最核心的部分。前面我们说过，Transformer 抛弃了循环和卷积，那它究竟靠什么建模序列之间的关系？答案就是屏幕中央这个公式：Scaled Dot-Product Attention。请大家看这里：Q、K、V 是三个矩阵，先用 Q 乘 K 的转置，算出各位置之间的相似度；再除以根号 d_k 这个缩放因子。为什么要缩放？因为 d_k 较大时点积的数值会很大，softmax 会进入梯度极小的区域，训练就困难了，所以用它把数值压回合理范围。最后再乘上 V，得到加权求和的输出。相比加性注意力，它只做矩阵乘法，更快也更省空间。理解了这个公式，下一页的多头注意力就是它的并行扩展。\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": {
                "url": "data:image/png;base64,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"
              }
            }
          ]
        }
      ],
      "temperature": 1,
      "max_tokens": 1200,
      "response_format": {
        "type": "json_object"
      }
    },
    "response": {
      "id": "chatcmpl-dc683c62-0dd7-9642-853b-d5a41680b236",
      "choices": [
        {
          "finish_reason": "stop",
          "index": 0,
          "logprobs": null,
          "message": {
            "content": "{\n  \"visual_alignment\": 5,\n  \"guiding_narrative\": 5,\n  \"factual_fidelity\": 5,\n  \"visible_elements_referenced\": [\n    \"Attention Mechanism\",\n    \"Scaled Dot-Product Attention\",\n    \"Attention(Q, K, V) = softmax(QK^T / √d_k) V\",\n    \"Q (queries), K (keys), V (values) are matrices\",\n    \"Scaling by 1/√d_k prevents gradients from becoming too small\",\n    \"Faster and more space-efficient than additive attention\"\n  ],\n  \"issues\": []\n}",
            "refusal": null,
            "role": "assistant",
            "annotations": null,
            "audio": null,
            "function_call": null,
            "tool_calls": null,
            "reasoning_content": ""
          }
        }
      ],
      "created": 1785364277,
      "model": "qwen-vl-max",
      "object": "chat.completion",
      "service_tier": null,
      "system_fingerprint": null,
      "usage": {
        "completion_tokens": 130,
        "prompt_tokens": 1665,
        "total_tokens": 1795,
        "completion_tokens_details": {
          "accepted_prediction_tokens": null,
          "audio_tokens": null,
          "reasoning_tokens": null,
          "rejected_prediction_tokens": null,
          "text_tokens": 130
        },
        "prompt_tokens_details": {
          "audio_tokens": null,
          "cached_tokens": null,
          "image_tokens": 1224,
          "text_tokens": 441
        }
      }
    },
    "elapsed_ms": 5864.229
  }
}