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      "id": 50,
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      "end": 113.366,
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      "end": 115.766,
      "text": "模型如果只能接收文字",
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      "end": 118.933,
      "text": "就需要有人先把这些内容解释一遍",
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      "start": 119.066,
      "end": 120.2,
      "text": "人在做的",
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      "start": 120.2,
      "end": 123.066,
      "text": "常常正是机器难以看清的那一段",
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      "end": 125.0,
      "text": "以一张经营图表为例",
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      "start": 125.166,
      "end": 127.733,
      "text": "只把上面的数字抄出来还不够",
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      "id": 57,
      "start": 128.5,
      "end": 130.0,
      "text": "纵轴使用什么单位",
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      "start": 130.266,
      "end": 132.133,
      "text": "两条线代表哪些对象",
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      "id": 59,
      "start": 132.3,
      "end": 133.733,
      "text": "哪一段是预测值",
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      "start": 133.733,
      "end": 135.066,
      "text": "都会影响结论",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 61,
      "start": 135.333,
      "end": 137.933,
      "text": "文字识别可以提供字和数字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 62,
      "start": 138.4,
      "end": 140.9,
      "text": "视觉理解还得处理位置与关系",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 63,
      "start": 141.1,
      "end": 142.466,
      "text": "省掉这层判断",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 64,
      "start": 142.9,
      "end": 145.1,
      "text": "很容易得到一份文字流畅",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 65,
      "start": 145.566,
      "end": 147.8,
      "text": "却把事实关系讲反的分析",
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      "timing_uncertain": false
    },
    {
      "id": 66,
      "start": 148.0,
      "end": 149.733,
      "text": "视觉模型提供了一条",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 67,
      "start": 149.733,
      "end": 152.166,
      "text": "减少这种信息损失的路线",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 68,
      "start": 152.4,
      "end": 154.566,
      "text": "不过看得见也有不同层次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 69,
      "start": 154.766,
      "end": 156.466,
      "text": "识别一张图里有表格",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 70,
      "start": 156.666,
      "end": 158.133,
      "text": "读出其中几个值",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 71,
      "start": 158.5,
      "end": 160.866,
      "text": "判断这些值为什么发生变化",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 72,
      "start": 160.933,
      "end": 162.966,
      "text": "是逐步增加难度的任务",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 73,
      "start": 163.3,
      "end": 166.4,
      "text": "Deepseek这次发布能否改变实际使用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 74,
      "start": 166.4,
      "end": 168.266,
      "text": "必须落到这些具体能力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 75,
      "start": 168.333,
      "end": 171.066,
      "text": "不能靠会看图三个字一次带过",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 76,
      "start": 171.166,
      "end": 173.933,
      "text": "官方测试表给出了值得关注的信号",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 77,
      "start": 174.8,
      "end": 177.066,
      "text": "apexbench的pass AT1成绩",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 78,
      "start": 177.333,
      "end": 183.133,
      "text": "视觉实验版是36.5V4Flash0731是26.2",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 79,
      "start": 183.266,
      "end": 186.766,
      "text": "作为对照的Opus4.8是39.4",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 80,
      "start": 186.866,
      "end": 190.0,
      "text": "新版本比旧版本高10.3个百分点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 81,
      "start": 190.2,
      "end": 192.9,
      "text": "但这组比较有一个不能略过的脚注",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 82,
      "start": 193.4,
      "end": 195.466,
      "text": "否则很容易把进步解释错",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 83,
      "start": 195.6,
      "end": 196.666,
      "text": "脚注写明",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 84,
      "start": 196.766,
      "end": 201.066,
      "text": "0731在apexbench和agents last exam两项测试",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 85,
      "start": 201.066,
      "end": 203.566,
      "text": "中忽略了输入里的多模态元素",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 86,
      "start": 204.2,
      "end": 205.166,
      "text": "也就是说",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 87,
      "start": 205.4,
      "end": 206.966,
      "text": "旧模型没有按同样",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 88,
      "start": 206.966,
      "end": 208.766,
      "text": "方式利用图像信息",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 89,
      "start": 208.9,
      "end": 211.566,
      "text": "新增视觉后成绩改善确实",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 90,
      "start": 211.566,
      "end": 213.866,
      "text": "说明开放这类输入有意义",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 91,
      "start": 214.4,
      "end": 216.7,
      "text": "但不能把全部差距解释成",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 92,
      "start": 216.7,
      "end": 219.166,
      "text": "在完全相同的信息条件下",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 93,
      "start": 219.366,
      "end": 221.366,
      "text": "纯推理能力提高了多少",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 94,
      "start": 221.766,
      "end": 223.566,
      "text": "这就像处理同一份材料",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 95,
      "start": 223.7,
      "end": 225.466,
      "text": "一个系统拿到了图文",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 96,
      "start": 225.533,
      "end": 227.5,
      "text": "另一个只处理其中的文字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 97,
      "start": 227.766,
      "end": 228.933,
      "text": "结果可以比较",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 98,
      "start": 228.933,
      "end": 231.0,
      "text": "但比较回答的问题变了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 99,
      "start": 231.066,
      "end": 233.1,
      "text": "它更接近完整系统获得",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 100,
      "start": 233.1,
      "end": 235.1,
      "text": "新输入后的表现变化",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 101,
      "start": 235.266,
      "end": 237.0,
      "text": "若要单独证明视觉",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 102,
      "start": 237.0,
      "end": 239.1,
      "text": "推理本身比某个模型强",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 103,
      "start": 239.533,
      "end": 241.133,
      "text": "还需要让参照对象",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 104,
      "start": 241.133,
      "end": 242.8,
      "text": "都能拿到相同资料",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 105,
      "start": 242.8,
      "end": 244.766,
      "text": "并控制其他测试条件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 106,
      "start": 244.933,
      "end": 247.466,
      "text": "另一项agents last exam中",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 107,
      "start": 247.6,
      "end": 252.0,
      "text": "视觉实验版是27.30731 是25.2",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 108,
      "start": 252.333,
      "end": 254.9,
      "text": "Opus4.8是25.7",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 109,
      "start": 254.9,
      "end": 256.6,
      "text": "这里新模型在公布的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 110,
      "start": 256.6,
      "end": 258.866,
      "text": "表格里领先了对照模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 111,
      "start": 259.066,
      "end": 261.866,
      "text": "但幅度不能被包装成压倒性胜利",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 112,
      "start": 262.1,
      "end": 264.966,
      "text": "模型卡提供的是这些条件下的成绩",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 113,
      "start": 265.066,
      "end": 267.2,
      "text": "不是每一家公司的所有任务",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 114,
      "start": 267.566,
      "end": 269.866,
      "text": "也不是未来应用的收益保证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 115,
      "start": 269.966,
      "end": 272.6,
      "text": "更接近专业工作的一项是Chartography",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 116,
      "start": 273.3,
      "end": 276.066,
      "text": "Deepseek公布的成绩为64.3",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 117,
      "start": 276.1,
      "end": 279.1,
      "text": "对照的Opus4.8是65.0",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 118,
      "start": 279.366,
      "end": 280.566,
      "text": "两者很接近",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 119,
      "start": 280.733,
      "end": 283.6,
      "text": "这个基准关注专业图表理解",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 120,
      "start": 284.2,
      "end": 286.1,
      "text": "研究者强调不同领域的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 121,
      "start": 286.1,
      "end": 288.2,
      "text": "图表有各自的表达习惯",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 122,
      "start": 288.466,
      "end": 290.566,
      "text": "读错一个少标注的坐标",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 123,
      "start": 290.6,
      "end": 292.333,
      "text": "或误解几何关系",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 124,
      "start": 292.466,
      "end": 293.8,
      "text": "就可能让后面的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 125,
      "start": 293.8,
      "end": 295.966,
      "text": "推理从起点发生偏差",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 126,
      "start": 296.1,
      "end": 298.2,
      "text": "这种测试比让模型给",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 127,
      "start": 298.2,
      "end": 300.3,
      "text": "一张日常图片起标题",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 128,
      "start": 300.3,
      "end": 302.2,
      "text": "更能触及业务难点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 129,
      "start": 302.5,
      "end": 305.066,
      "text": "专业用户需要从图里做出判断",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 130,
      "start": 305.166,
      "end": 307.5,
      "text": "光认出颜色和形状没有用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 131,
      "start": 307.6,
      "end": 311.066,
      "text": "但专业图表基准的成绩也不能直接",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 132,
      "start": 311.066,
      "end": 313.766,
      "text": "当做某个行业的自动审批通过率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 133,
      "start": 313.9,
      "end": 315.166,
      "text": "任务分布不同",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 134,
      "start": 315.466,
      "end": 316.9,
      "text": "允许的错误不同",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 135,
      "start": 317.5,
      "end": 319.466,
      "text": "实际系统还可能涉及额外",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 136,
      "start": 319.466,
      "end": 321.466,
      "text": "的数据处理和验证步骤",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 137,
      "start": 321.933,
      "end": 323.966,
      "text": "0bench又提出另一层限制",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 138,
      "start": 324.2,
      "end": 326.966,
      "text": "官方模型卡列的是RDNA5",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 139,
      "start": 327.5,
      "end": 329.466,
      "text": "视觉实验版35.0",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 140,
      "start": 329.666,
      "end": 331.566,
      "text": "对照模型34.0",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 141,
      "start": 331.6,
      "end": 333.566,
      "text": "这种指标考察多次尝试",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 142,
      "start": 333.566,
      "end": 335.566,
      "text": "中至少成功一次的情况",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 143,
      "start": 335.733,
      "end": 337.2,
      "text": "和一次作答的pass",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 144,
      "start": 337.766,
      "end": 339.333,
      "text": "艾特一不能混读",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 145,
      "start": 339.366,
      "end": 341.866,
      "text": "5次里能找到一次正确结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 146,
      "start": 342.066,
      "end": 344.0,
      "text": "并不代表部署时系统会",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 147,
      "start": 344.0,
      "end": 346.3,
      "text": "自动知道哪次才是正确的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 148,
      "start": 346.366,
      "end": 348.3,
      "text": "实际用户付钱买结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 149,
      "start": 348.333,
      "end": 350.2,
      "text": "通常不希望收到5份相互",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 150,
      "start": 350.2,
      "end": 351.9,
      "text": "矛盾的答案再自行选",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 151,
      "start": 351.933,
      "end": 354.533,
      "text": "如果重试能够由验证程序筛选",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 152,
      "start": 354.566,
      "end": 356.1,
      "text": "就可能有实际价值",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 153,
      "start": 356.533,
      "end": 359.066,
      "text": "要靠专家重新检查每份答案",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 154,
      "start": 359.166,
      "end": 361.0,
      "text": "成本就会转移到人工",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 155,
      "start": 361.133,
      "end": 363.6,
      "text": "看榜单时忽略尝试次数",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 156,
      "start": 363.9,
      "end": 366.133,
      "text": "最容易把一个有研究意义的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 157,
      "start": 366.133,
      "end": 369.5,
      "text": "进步误读成现成可靠的生产力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 158,
      "start": 369.6,
      "end": 371.166,
      "text": "视觉能力加进去后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 159,
      "start": 371.166,
      "end": 372.4,
      "text": "文字任务有没有受",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 160,
      "start": 372.4,
      "end": 374.266,
      "text": "影响也必须一起看",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 161,
      "start": 374.7,
      "end": 376.066,
      "text": "在Deepseek上",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 162,
      "start": 376.066,
      "end": 379.7,
      "text": "新模型是59.30731",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 163,
      "start": 379.7,
      "end": 383.666,
      "text": "是54.4 OPPO4.8是58.0",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 164,
      "start": 383.666,
      "end": 385.1,
      "text": "这项公布结果支持",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 165,
      "start": 385.1,
      "end": 386.966,
      "text": "一个有限但积极的判断",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 166,
      "start": 387.466,
      "end": 388.666,
      "text": "新增视觉后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 167,
      "start": 388.733,
      "end": 390.4,
      "text": "它在这组任务上没有因为",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 168,
      "start": 390.4,
      "end": 392.766,
      "text": "功能扩展而牺牲原有表现",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 169,
      "start": 393.0,
      "end": 394.9,
      "text": "反而高于两个对照分数",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 170,
      "start": 394.9,
      "end": 397.733,
      "text": "但cybergame的结果没有延续这个方向",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 171,
      "start": 398.0,
      "end": 402.7,
      "text": "视觉实验版75.30731为76.7",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 172,
      "start": 402.9,
      "end": 405.2,
      "text": "OPPO 4.8为78.3",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 173,
      "start": 405.3,
      "end": 407.0,
      "text": "新模型低于旧版",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 174,
      "start": 407.066,
      "end": 408.133,
      "text": "也低于对照",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 175,
      "start": 408.266,
      "end": 409.9,
      "text": "这里不需要编造原因",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 176,
      "start": 410.266,
      "end": 411.666,
      "text": "现有材料并没有证明",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 177,
      "start": 411.666,
      "end": 413.7,
      "text": "是视觉模块造成下降",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 178,
      "start": 413.766,
      "end": 415.0,
      "text": "他提醒的是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 179,
      "start": 415.166,
      "end": 417.2,
      "text": "能力变化存在不同方向",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 180,
      "start": 417.466,
      "end": 420.7,
      "text": "不能选完上涨项目就宣布全面升级",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 181,
      "start": 420.9,
      "end": 423.566,
      "text": "NL to Repo的差距更值得保留",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 182,
      "start": 424.133,
      "end": 426.4,
      "text": "视觉实验版是57.7",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 183,
      "start": 426.6,
      "end": 429.066,
      "text": "OPPO4.8是69.7",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 184,
      "start": 429.133,
      "end": 430.933,
      "text": "相差12个百分点",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 185,
      "start": 431.2,
      "end": 432.6,
      "text": "只要这一行还在",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 186,
      "start": 432.6,
      "end": 434.533,
      "text": "就很难把整张表讲成",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 187,
      "start": 434.533,
      "end": 436.5,
      "text": "闭源模型已经失去优势",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 188,
      "start": 436.766,
      "end": 439.4,
      "text": "采购模型的人真正关心的是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 189,
      "start": 439.4,
      "end": 441.666,
      "text": "自己的主要任务落在哪一类",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 190,
      "start": 441.933,
      "end": 444.166,
      "text": "如果恰好是差距明显的那类",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 191,
      "start": 444.3,
      "end": 447.5,
      "text": "其他项目领先并不能补偿交付损失",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 192,
      "start": 447.766,
      "end": 449.9,
      "text": "官方还披露文字代理测试",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 193,
      "start": 449.9,
      "end": 452.4,
      "text": "使用Deepseek Harness的minimal模式",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 194,
      "start": 452.566,
      "end": 455.466,
      "text": "并为Deepseek设置最高档推理强度",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 195,
      "start": 455.666,
      "end": 457.2,
      "text": "采样温度为1.0",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 196,
      "start": 457.3,
      "end": 458.966,
      "text": "top p为0.95",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 197,
      "start": 459.166,
      "end": 461.766,
      "text": "这些条件提醒使用者成绩",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 198,
      "start": 461.766,
      "end": 464.4,
      "text": "来自模型与运行框架的组合",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 199,
      "start": 464.566,
      "end": 466.066,
      "text": "换成不同工具配置",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 200,
      "start": 466.066,
      "end": 467.666,
      "text": "或更短的思考预算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 201,
      "start": 467.7,
      "end": 470.266,
      "text": "不能直接假定还能拿到同样分数",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 202,
      "start": 470.866,
      "end": 472.533,
      "text": "所以这张表更适合",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 203,
      "start": 472.533,
      "end": 474.333,
      "text": "用来建立候选名单",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 204,
      "start": 474.466,
      "end": 475.766,
      "text": "而不是直接发出",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 205,
      "start": 475.766,
      "end": 477.733,
      "text": "全面替换的采购命令",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 206,
      "start": 477.9,
      "end": 479.966,
      "text": "它表明视觉实验版已经",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 207,
      "start": 479.966,
      "end": 482.066,
      "text": "有值得认真验证的能力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 208,
      "start": 482.066,
      "end": 483.766,
      "text": "也明确留下了差距",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 209,
      "start": 483.966,
      "end": 486.5,
      "text": "下一步应当拿真实工作去复核",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 210,
      "start": 486.866,
      "end": 488.1,
      "text": "把进步说清楚",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 211,
      "start": 488.133,
      "end": 490.0,
      "text": "再把适用范围划清楚",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 212,
      "start": 490.3,
      "end": 491.9,
      "text": "远比把一个模型捧成",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 213,
      "start": 491.9,
      "end": 493.7,
      "text": "万能答案更有判断力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 214,
      "start": 493.8,
      "end": 494.766,
      "text": "除了分数",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 215,
      "start": 495.1,
      "end": 497.133,
      "text": "发布内容本身也有分量",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 216,
      "start": 497.3,
      "end": 499.766,
      "text": "官方仓库使用MIT许可证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 217,
      "start": 499.966,
      "end": 502.966,
      "text": "并公开了提示编码和最小推理实现",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 218,
      "start": 503.166,
      "end": 506.0,
      "text": "开发者获得的是检查和改造的基础",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 219,
      "start": 506.4,
      "end": 508.0,
      "text": "不只是一扇只能提交",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 220,
      "start": 508.0,
      "end": 510.066,
      "text": "问题等待结果的接口",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 221,
      "start": 510.2,
      "end": 511.9,
      "text": "模型如何接收图像",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 222,
      "start": 512.3,
      "end": 513.766,
      "text": "输入怎样编码",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 223,
      "start": 513.966,
      "end": 516.366,
      "text": "可以沿着公开文件继续研究",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 224,
      "start": 516.5,
      "end": 519.2,
      "text": "但这里的开放范围需要准确描述",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 225,
      "start": 519.6,
      "end": 521.733,
      "text": "仓库有权重和相关代码",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 226,
      "start": 521.8,
      "end": 524.2,
      "text": "不等于训练使用的全部数据",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 227,
      "start": 524.6,
      "end": 526.2,
      "text": "清洗过程和每一次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 228,
      "start": 526.2,
      "end": 528.0,
      "text": "实验都已完整公开",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 229,
      "start": 528.166,
      "end": 530.933,
      "text": "模型可下载与训练全过程可",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 230,
      "start": 530.933,
      "end": 533.133,
      "text": "复现不是同一级别的承诺",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 231,
      "start": 533.333,
      "end": 534.9,
      "text": "商业应用还要处理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 232,
      "start": 534.9,
      "end": 537.0,
      "text": "自身数据的授权与隐私",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 233,
      "start": 537.166,
      "end": 539.566,
      "text": "不能把模型许可证当成所有",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 234,
      "start": 539.566,
      "end": 541.866,
      "text": "素材都能任意使用的通行证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 235,
      "start": 542.3,
      "end": 544.366,
      "text": "MIT许可证提供了使用和",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 236,
      "start": 544.366,
      "end": 546.133,
      "text": "修改等方面的许可",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 237,
      "start": 546.566,
      "end": 548.8,
      "text": "同时保留相应通知要求",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 238,
      "start": 548.8,
      "end": 550.666,
      "text": "并按现状提供软件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 239,
      "start": 550.666,
      "end": 552.1,
      "text": "不做质量担保",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 240,
      "start": 552.2,
      "end": 554.266,
      "text": "开源用户得到更多主动权",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 241,
      "start": 554.266,
      "end": 555.866,
      "text": "也要承担验证责任",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 242,
      "start": 556.6,
      "end": 559.333,
      "text": "模型能进入自家系统是一个开始",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 243,
      "start": 559.9,
      "end": 561.6,
      "text": "出了错误由谁处理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 244,
      "start": 561.666,
      "end": 562.8,
      "text": "服务怎么维护",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 245,
      "start": 562.8,
      "end": 565.7,
      "text": "并不会在下载完成那一刻自动解决",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 246,
      "start": 565.966,
      "end": 566.933,
      "text": "从结构上看",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 247,
      "start": 566.933,
      "end": 568.7,
      "text": "这次公开的实现包含",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 248,
      "start": 568.7,
      "end": 571.0,
      "text": "视觉编码器与对齐模块",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 249,
      "start": 571.266,
      "end": 573.066,
      "text": "前者处理图像信息",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 250,
      "start": 573.166,
      "end": 575.4,
      "text": "后者参与把视觉表示接到",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 251,
      "start": 575.4,
      "end": 577.8,
      "text": "语言模型所能利用的形式里",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 252,
      "start": 577.933,
      "end": 580.566,
      "text": "普通用户不需要记住每个技术名字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 253,
      "start": 580.766,
      "end": 583.333,
      "text": "但这个结构说明会看图",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 254,
      "start": 583.333,
      "end": 585.133,
      "text": "依赖具体的处理链路",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 255,
      "start": 585.6,
      "end": 587.1,
      "text": "不是给文字模型换",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 256,
      "start": 587.1,
      "end": 589.066,
      "text": "一个产品标签就能完成",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 257,
      "start": 589.133,
      "end": 592.066,
      "text": "这条链路的前端尤其容易被低估",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 258,
      "start": 592.566,
      "end": 594.133,
      "text": "图片进入模型之前",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 259,
      "start": 594.133,
      "end": 596.733,
      "text": "通常要经过尺寸和像素处理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 260,
      "start": 596.9,
      "end": 598.4,
      "text": "假如一张密集报表被",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 261,
      "start": 598.4,
      "end": 600.2,
      "text": "处理的细节难以辨认",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 262,
      "start": 600.333,
      "end": 602.166,
      "text": "后面再强的推理也不能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 263,
      "start": 602.166,
      "end": 605.133,
      "text": "保证恢复原来那几个小字所以",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 264,
      "start": 605.366,
      "end": 608.5,
      "text": "评估视觉模型要把输入处理算进去",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 265,
      "start": 608.6,
      "end": 611.4,
      "text": "不能只检查生成回答的最后一段",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 266,
      "start": 611.8,
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      "text": "官方单独公开了",
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    },
    {
      "id": 267,
      "start": 612.866,
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      "text": "图文提示的编码参考",
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      "timing_uncertain": false
    },
    {
      "id": 268,
      "start": 614.966,
      "end": 617.366,
      "text": "支持图像与文字交错出现",
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      "timing_uncertain": false
    },
    {
      "id": 269,
      "start": 617.466,
      "end": 619.4,
      "text": "文档还用两种输入写法",
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      "timing_uncertain": false
    },
    {
      "id": 270,
      "start": 619.4,
      "end": 621.266,
      "text": "表达同一个双图问题",
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      "timing_uncertain": false
    },
    {
      "id": 271,
      "start": 621.4,
      "end": 623.0,
      "text": "并检查它们得到相同",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 272,
      "start": 623.0,
      "end": 624.8,
      "text": "的提示与输入序列",
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      "timing_uncertain": false
    },
    {
      "id": 273,
      "start": 625.0,
      "end": 627.066,
      "text": "这个设计看起来很工程化",
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      "timing_uncertain": false
    },
    {
      "id": 274,
      "start": 627.1,
      "end": 629.266,
      "text": "却触及一个常见错误来源",
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      "timing_uncertain": false
    },
    {
      "id": 275,
      "start": 629.666,
      "end": 631.066,
      "text": "第一张图和第二张图",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 276,
      "start": 631.066,
      "end": 632.6,
      "text": "如果在传递中对调",
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      "timing_uncertain": false
    },
    {
      "id": 277,
      "start": 632.933,
      "end": 634.566,
      "text": "模型可能答得很流畅",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 278,
      "start": 634.733,
      "end": 636.466,
      "text": "却始终在弹错对象",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 279,
      "start": 636.5,
      "end": 639.366,
      "text": "比如需要比较修改前后的两份界面",
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      "timing_uncertain": false
    },
    {
      "id": 280,
      "start": 639.533,
      "end": 641.533,
      "text": "问题是哪个按钮消失了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 281,
      "start": 641.9,
      "end": 643.866,
      "text": "顺序就决定变化方向",
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      "timing_uncertain": false
    },
    {
      "id": 282,
      "start": 644.166,
      "end": 645.933,
      "text": "编码阶段保持图像",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 283,
      "start": 645.933,
      "end": 647.666,
      "text": "与文字的对应关系",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 284,
      "start": 647.8,
      "end": 649.4,
      "text": "才有资格继续讨论",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 285,
      "start": 649.4,
      "end": 651.266,
      "text": "模型理解的是否正确",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 286,
      "start": 651.366,
      "end": 653.7,
      "text": "这种基础设施做对之后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 287,
      "start": 653.766,
      "end": 655.666,
      "text": "开发者才不至于把输入",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 288,
      "start": 655.666,
      "end": 658.0,
      "text": "错误误诊成模型智力不足",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 289,
      "start": 658.1,
      "end": 660.7,
      "text": "或者不断改提示词却没有效果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 290,
      "start": 661.133,
      "end": 663.866,
      "text": "配置文件还保留了混合专家结构",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 291,
      "start": 664.1,
      "end": 666.7,
      "text": "它列出256个路由专家",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 292,
      "start": 666.733,
      "end": 668.5,
      "text": "每个词元选择6个",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 293,
      "start": 668.5,
      "end": 670.066,
      "text": "并有共享专家",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 294,
      "start": 670.166,
      "end": 672.333,
      "text": "这个结构试图让每次计算",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 295,
      "start": 672.333,
      "end": 674.8,
      "text": "只动用模型的一部分能力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 296,
      "start": 675.3,
      "end": 677.2,
      "text": "但不能把它理解为只需要",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 297,
      "start": 677.2,
      "end": 679.533,
      "text": "存储那几个被选中的专家",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 298,
      "start": 679.666,
      "end": 681.2,
      "text": "实际部署仍要处理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 299,
      "start": 681.2,
      "end": 683.5,
      "text": "模型权重及运行时资源",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 300,
      "start": 683.866,
      "end": 686.266,
      "text": "存得下和算得快是不同约束",
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      "timing_uncertain": false
    },
    {
      "id": 301,
      "start": 686.4,
      "end": 688.566,
      "text": "这也是为什么Flash三个字不能",
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      "timing_uncertain": false
    },
    {
      "id": 302,
      "start": 688.566,
      "end": 691.466,
      "text": "自动翻译成普通电脑轻松运行",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 303,
      "start": 692.366,
      "end": 694.0,
      "text": "名字表达产品路线",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 304,
      "start": 694.0,
      "end": 695.566,
      "text": "不是硬件配置单",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 305,
      "start": 695.7,
      "end": 697.1,
      "text": "速度会受到硬件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 306,
      "start": 697.1,
      "end": 699.066,
      "text": "带宽和推理实现影响",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 307,
      "start": 699.2,
      "end": 702.466,
      "text": "并发增加后还会出现新的资源压力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 308,
      "start": 702.6,
      "end": 704.9,
      "text": "缺少针对具体机器的测量",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 309,
      "start": 705.3,
      "end": 708.066,
      "text": "就不应该承诺每秒生成多少字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 310,
      "start": 708.366,
      "end": 710.933,
      "text": "更不能仅凭名称推算成本",
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      "timing_uncertain": false
    },
    {
      "id": 311,
      "start": 711.566,
      "end": 714.1,
      "text": "配置中还能看到低精度相关设置",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 312,
      "start": 714.4,
      "end": 716.466,
      "text": "包括专家权重的FP4",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 313,
      "start": 716.466,
      "end": 718.6,
      "text": "设置和FP8量化信息",
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      "timing_uncertain": false
    },
    {
      "id": 314,
      "start": 718.8,
      "end": 720.766,
      "text": "低精度的目标之一是",
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      "timing_uncertain": false
    },
    {
      "id": 315,
      "start": 720.766,
      "end": 723.133,
      "text": "降低存储或计算负担",
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      "timing_uncertain": false
    },
    {
      "id": 316,
      "start": 723.2,
      "end": 726.166,
      "text": "但收益取决于实现与硬件支持",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 317,
      "start": 726.6,
      "end": 728.4,
      "text": "精度变化也需要验证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 318,
      "start": 728.5,
      "end": 729.766,
      "text": "它是优化工具",
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      "timing_uncertain": false
    },
    {
      "id": 319,
      "start": 729.766,
      "end": 731.7,
      "text": "不是一个只赚不亏的按钮",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 320,
      "start": 731.9,
      "end": 734.0,
      "text": "不同组件的精度还可能不同",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 321,
      "start": 734.366,
      "end": 735.566,
      "text": "不能把整套模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 322,
      "start": 735.566,
      "end": 737.366,
      "text": "简单描述成统一四维",
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      "timing_uncertain": false
    },
    {
      "id": 323,
      "start": 737.566,
      "end": 740.1,
      "text": "上下文上限也同样需要谨慎",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 324,
      "start": 740.5,
      "end": 744.4,
      "text": "配置文件的最大位置数是1048576",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 325,
      "start": 744.466,
      "end": 746.666,
      "text": "属于约百万词元的量级",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 326,
      "start": 747.0,
      "end": 748.8,
      "text": "这是容量相关的设置",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 327,
      "start": 748.866,
      "end": 750.6,
      "text": "不能直接读成百万字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 328,
      "start": 750.966,
      "end": 752.566,
      "text": "更不能保证塞进去的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 329,
      "start": 752.566,
      "end": 754.866,
      "text": "每一个细节都会被准确利用",
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      "timing_uncertain": false
    },
    {
      "id": 330,
      "start": 755.066,
      "end": 756.566,
      "text": "窗口能容纳多少",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 331,
      "start": 756.866,
      "end": 759.466,
      "text": "与长材料中能找到多少有效证据",
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      "timing_uncertain": false
    },
    {
      "id": 332,
      "start": 759.6,
      "end": 761.0,
      "text": "需要分别测量",
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      "timing_uncertain": false
    },
    {
      "id": 333,
      "start": 761.166,
      "end": 764.366,
      "text": "图文场景会让长上下文问题更实际",
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      "timing_uncertain": false
    },
    {
      "id": 334,
      "start": 764.6,
      "end": 767.366,
      "text": "一份长报告可能包含多页图表",
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      "timing_uncertain": false
    },
    {
      "id": 335,
      "start": 767.6,
      "end": 770.333,
      "text": "同一指标在不同页面又有不同口径",
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      "timing_uncertain": false
    },
    {
      "id": 336,
      "start": 770.7,
      "end": 772.5,
      "text": "模型要找到正确位置",
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      "timing_uncertain": false
    },
    {
      "id": 337,
      "start": 772.566,
      "end": 775.3,
      "text": "还得保持单位与时间范围的一致",
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      "timing_uncertain": false
    },
    {
      "id": 338,
      "start": 775.466,
      "end": 777.5,
      "text": "多放一些内容进去",
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      "timing_uncertain": false
    },
    {
      "id": 339,
      "start": 777.5,
      "end": 779.133,
      "text": "只是给了更多材料",
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      "timing_uncertain": false
    },
    {
      "id": 340,
      "start": 779.5,
      "end": 782.0,
      "text": "如果材料之间的关系没有处理好",
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      "timing_uncertain": false
    },
    {
      "id": 341,
      "start": 782.2,
      "end": 784.866,
      "text": "更大的窗口也可能存在更多混淆",
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      "timing_uncertain": false
    },
    {
      "id": 342,
      "start": 785.133,
      "end": 786.366,
      "text": "参考推理文档对",
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      "timing_uncertain": false
    },
    {
      "id": 343,
      "start": 786.366,
      "end": 787.966,
      "text": "自身定位说的很清楚",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 344,
      "start": 788.3,
      "end": 790.666,
      "text": "它是一份便于阅读的参考实现",
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      "timing_uncertain": false
    },
    {
      "id": 345,
      "start": 790.733,
      "end": 792.4,
      "text": "并非生产服务引擎",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 346,
      "start": 792.766,
      "end": 795.333,
      "text": "代码包含Genspark相关前向路径",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 347,
      "start": 795.466,
      "end": 797.066,
      "text": "但生成循环仍然是",
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      "timing_uncertain": false
    },
    {
      "id": 348,
      "start": 797.066,
      "end": 798.6,
      "text": "直接的自回归采样",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 349,
      "start": 798.7,
      "end": 800.333,
      "text": "这意味着能在代码里",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 350,
      "start": 800.333,
      "end": 802.566,
      "text": "找到某种能力的组成部分",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 351,
      "start": 803.1,
      "end": 805.466,
      "text": "不等于配套服务已经把吞吐",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 352,
      "start": 805.466,
      "end": 807.9,
      "text": "和调度都优化到成熟状态",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 353,
      "start": 808.0,
      "end": 810.333,
      "text": "把参考实现接成长期服务",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 354,
      "start": 810.4,
      "end": 811.966,
      "text": "还要处理请求排队",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 355,
      "start": 812.333,
      "end": 814.0,
      "text": "资源分配和失败恢复",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 356,
      "start": 814.133,
      "end": 816.333,
      "text": "单次测试跑通只能证明",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 357,
      "start": 816.333,
      "end": 818.0,
      "text": "这一次流程可以执行",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 358,
      "start": 818.166,
      "end": 819.9,
      "text": "客户同时上传资料",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 359,
      "start": 819.966,
      "end": 821.4,
      "text": "某个请求过长",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 360,
      "start": 821.6,
      "end": 823.466,
      "text": "机器资源暂时不足",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 361,
      "start": 823.566,
      "end": 825.6,
      "text": "这些情况都会影响交付",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 362,
      "start": 826.0,
      "end": 827.933,
      "text": "实验模型最容易被夸大的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 363,
      "start": 827.933,
      "end": 830.6,
      "text": "地方就是把能够运行写成",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 364,
      "start": 830.6,
      "end": 832.866,
      "text": "已经适合任何生产环境",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 365,
      "start": 833.066,
      "end": 834.533,
      "text": "文档里的并行示例也",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 366,
      "start": 834.533,
      "end": 836.666,
      "text": "不能当成最低硬件要求",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
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    {
      "id": 368,
      "start": 839.6,
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      "text": "不等于已经测出",
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    },
    {
      "id": 369,
      "start": 840.933,
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      "text": "所有部署组合的下限",
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    },
    {
      "id": 370,
      "start": 842.9,
      "end": 844.333,
      "text": "官方目前这些文件",
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    },
    {
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      "start": 844.333,
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      "text": "并没有给出足够依据",
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    },
    {
      "id": 372,
      "start": 846.266,
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      "text": "让外界承诺某种消费级",
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    },
    {
      "id": 373,
      "start": 848.533,
      "end": 850.866,
      "text": "设备一定可以获得理想体验",
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    },
    {
      "id": 374,
      "start": 851.133,
      "end": 853.066,
      "text": "后续优化可能改变门槛",
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    },
    {
      "id": 375,
      "start": 853.133,
      "end": 854.566,
      "text": "但未验证的结果",
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    },
    {
      "id": 376,
      "start": 854.566,
      "end": 856.466,
      "text": "应当留在未来时态里",
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    },
    {
      "id": 377,
      "start": 856.533,
      "end": 857.7,
      "text": "经过这些限制",
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    },
    {
      "id": 378,
      "start": 857.866,
      "end": 860.133,
      "text": "开源的价值反而更具体了",
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      "timing_uncertain": false
    },
    {
      "id": 379,
      "start": 860.533,
      "end": 861.866,
      "text": "一个企业如果只通过",
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    },
    {
      "id": 380,
      "start": 861.866,
      "end": 863.6,
      "text": "外部接口使用模型",
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    },
    {
      "id": 381,
      "start": 864.0,
      "end": 867.066,
      "text": "很多前处理和服务细节由别人决定",
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    },
    {
      "id": 382,
      "start": 867.166,
      "end": 868.8,
      "text": "获得权重和代码后",
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    },
    {
      "id": 383,
      "start": 868.866,
      "end": 870.333,
      "text": "它至少能够针对自己",
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      "timing_uncertain": false
    },
    {
      "id": 384,
      "start": 870.333,
      "end": 872.1,
      "text": "的资料格式做调整",
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      "timing_uncertain": false
    },
    {
      "id": 385,
      "start": 872.366,
      "end": 874.766,
      "text": "固定版本并保留测试环境",
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      "timing_uncertain": false
    },
    {
      "id": 386,
      "start": 875.366,
      "end": 878.166,
      "text": "这种可控制性对长期工作有意义",
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      "timing_uncertain": false
    },
    {
      "id": 387,
      "start": 878.4,
      "end": 880.7,
      "text": "即使它不自动带来最低成本",
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      "timing_uncertain": false
    },
    {
      "id": 388,
      "start": 880.8,
      "end": 882.6,
      "text": "最容易进入试验的场景",
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      "timing_uncertain": false
    },
    {
      "id": 389,
      "start": 882.866,
      "end": 884.4,
      "text": "是视觉信息与明确",
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      "timing_uncertain": false
    },
    {
      "id": 390,
      "start": 884.4,
      "end": 886.266,
      "text": "规则同时存在的工作",
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      "timing_uncertain": false
    },
    {
      "id": 391,
      "start": 886.466,
      "end": 888.133,
      "text": "比如报销单据处理",
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      "timing_uncertain": false
    },
    {
      "id": 392,
      "start": 888.333,
      "end": 890.166,
      "text": "模型先提取候选字段",
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      "timing_uncertain": false
    },
    {
      "id": 393,
      "start": 890.533,
      "end": 893.0,
      "text": "再由程序核对总额和日期格式",
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      "timing_uncertain": false
    },
    {
      "id": 394,
      "start": 893.333,
      "end": 894.9,
      "text": "异常部分交给人",
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      "timing_uncertain": false
    },
    {
      "id": 395,
      "start": 894.9,
      "end": 896.3,
      "text": "这个流程把模型用于",
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      "timing_uncertain": false
    },
    {
      "id": 396,
      "start": 896.3,
      "end": 897.933,
      "text": "难以标准化的识别",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 397,
      "start": 897.933,
      "end": 900.766,
      "text": "把容易验证的条件交给确定规则",
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      "timing_uncertain": false
    },
    {
      "id": 398,
      "start": 901.066,
      "end": 902.733,
      "text": "它是一种应用设计思路",
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      "timing_uncertain": false
    },
    {
      "id": 399,
      "start": 902.9,
      "end": 905.9,
      "text": "不是本次发布已经证明的客户案例",
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      "timing_uncertain": false
    },
    {
      "id": 400,
      "start": 906.0,
      "end": 907.733,
      "text": "这样的组合还有一个优势",
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      "timing_uncertain": false
    },
    {
      "id": 401,
      "start": 907.933,
      "end": 909.3,
      "text": "错误更容易定位",
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      "timing_uncertain": false
    },
    {
      "id": 402,
      "start": 909.7,
      "end": 910.566,
      "text": "金额看错了",
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      "timing_uncertain": false
    },
    {
      "id": 403,
      "start": 910.566,
      "end": 912.0,
      "text": "可以回到对应图像",
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    },
    {
      "id": 404,
      "start": 912.133,
      "end": 914.533,
      "text": "加总不一致可以检查计算",
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      "timing_uncertain": false
    },
    {
      "id": 405,
      "start": 914.8,
      "end": 917.566,
      "text": "审批未通过则应当有业务原因",
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      "timing_uncertain": false
    },
    {
      "id": 406,
      "start": 917.666,
      "end": 919.366,
      "text": "若把所有工作都塞进",
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      "timing_uncertain": false
    },
    {
      "id": 407,
      "start": 919.366,
      "end": 921.133,
      "text": "一句处理完这份报销",
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      "timing_uncertain": false
    },
    {
      "id": 408,
      "start": 921.366,
      "end": 922.766,
      "text": "得到一个总判断",
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    },
    {
      "id": 409,
      "start": 922.933,
      "end": 925.0,
      "text": "后续复查就会困难得多",
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      "timing_uncertain": false
    },
    {
      "id": 410,
      "start": 925.3,
      "end": 928.066,
      "text": "开放模型给了拆分这些环节的条件",
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      "timing_uncertain": false
    },
    {
      "id": 411,
      "start": 928.3,
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      "text": "系统设计仍需要认真完成",
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    },
    {
      "id": 412,
      "start": 930.766,
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      "text": "文档整理也有类似机会",
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      "timing_uncertain": false
    },
    {
      "id": 413,
      "start": 933.133,
      "end": 934.866,
      "text": "扫描件可能排版复杂",
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      "timing_uncertain": false
    },
    {
      "id": 414,
      "start": 935.333,
      "end": 936.266,
      "text": "表格跨页",
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      "timing_uncertain": false
    },
    {
      "id": 415,
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      "end": 938.1,
      "text": "图注夹在正文里",
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      "timing_uncertain": false
    },
    {
      "id": 416,
      "start": 938.133,
      "end": 940.066,
      "text": "一个能利用图像的模型",
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      "timing_uncertain": false
    },
    {
      "id": 417,
      "start": 940.266,
      "end": 942.2,
      "text": "有机会减少先转成纯",
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      "timing_uncertain": false
    },
    {
      "id": 418,
      "start": 942.2,
      "end": 943.866,
      "text": "文字时的结构丢失",
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      "timing_uncertain": false
    },
    {
      "id": 419,
      "start": 944.066,
      "end": 946.166,
      "text": "但有机会不等于已经准确",
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    },
    {
      "id": 420,
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      "text": "实际验收应当保留页码与证据位置",
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      "timing_uncertain": false
    },
    {
      "id": 421,
      "start": 949.666,
      "end": 952.1,
      "text": "让使用者能回到材料核对",
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      "timing_uncertain": false
    },
    {
      "id": 422,
      "start": 952.1,
      "end": 954.766,
      "text": "而不是只得到一份无法追溯的摘要",
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      "timing_uncertain": false
    },
    {
      "id": 423,
      "start": 955.133,
      "end": 957.3,
      "text": "网页任务则要求模型把",
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      "timing_uncertain": false
    },
    {
      "id": 424,
      "start": 957.3,
      "end": 959.1,
      "text": "画面与动作对应起来",
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      "timing_uncertain": false
    },
    {
      "id": 425,
      "start": 959.266,
      "end": 960.7,
      "text": "识别按钮在哪里",
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      "timing_uncertain": false
    },
    {
      "id": 426,
      "start": 960.766,
      "end": 962.066,
      "text": "仅仅是起点",
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      "timing_uncertain": false
    },
    {
      "id": 427,
      "start": 962.2,
      "end": 963.566,
      "text": "按钮能否点击",
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      "timing_uncertain": false
    },
    {
      "id": 428,
      "start": 963.866,
      "end": 965.566,
      "text": "点击后是否成功",
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    },
    {
      "id": 429,
      "start": 965.8,
      "end": 968.3,
      "text": "页面有没有出现新的确认步骤",
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      "timing_uncertain": false
    },
    {
      "id": 430,
      "start": 968.9,
      "end": 971.1,
      "text": "都要由执行系统继续观察",
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    },
    {
      "id": 431,
      "start": 971.366,
      "end": 974.1,
      "text": "视觉模型可以参与判断屏幕内容",
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    },
    {
      "id": 432,
      "start": 974.466,
      "end": 977.066,
      "text": "但它不会因为看见一个付款按钮",
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    },
    {
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      "start": 977.366,
      "end": 979.333,
      "text": "就自动获得付款权限",
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      "timing_uncertain": false
    },
    {
      "id": 434,
      "start": 979.766,
      "end": 982.066,
      "text": "也不应被赋予这种默认权利",
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      "timing_uncertain": false
    },
    {
      "id": 435,
      "start": 982.133,
      "end": 983.6,
      "text": "做界面测试时",
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    },
    {
      "id": 436,
      "start": 983.6,
      "end": 985.133,
      "text": "视觉能力有机会发现",
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    },
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      "id": 437,
      "start": 985.133,
      "end": 987.2,
      "text": "文字日志里不明显的问题",
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    },
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      "id": 438,
      "start": 987.366,
      "end": 989.0,
      "text": "比如内容是否被遮挡",
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    },
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      "id": 439,
      "start": 989.566,
      "end": 991.5,
      "text": "某个组件的位置是否异常",
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    },
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      "id": 440,
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      "text": "但这类判断也需要明确标准",
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    },
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      "id": 441,
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      "text": "页面有两种合理布局",
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    },
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      "id": 442,
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      "end": 998.1,
      "text": "模型偏好其中一种",
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      "timing_uncertain": false
    },
    {
      "id": 443,
      "start": 998.1,
      "end": 1000.133,
      "text": "不代表另一种就是错误",
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      "timing_uncertain": false
    },
    {
      "id": 444,
      "start": 1000.3,
      "end": 1002.166,
      "text": "真正可以自动验收的",
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      "timing_uncertain": false
    },
    {
      "id": 445,
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      "end": 1005.1,
      "text": "应当是可描述可复查的要求",
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    },
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      "id": 446,
      "start": 1005.2,
      "end": 1007.4,
      "text": "而不是一句看起来不够好",
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      "timing_uncertain": false
    },
    {
      "id": 447,
      "start": 1007.4,
      "end": 1008.866,
      "text": "这些例子共同指向",
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      "timing_uncertain": false
    },
    {
      "id": 448,
      "start": 1008.866,
      "end": 1011.0,
      "text": "一个更有用的竞争标准",
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      "timing_uncertain": false
    },
    {
      "id": 449,
      "start": 1011.366,
      "end": 1014.166,
      "text": "模型的价值应该落在某个环节",
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      "timing_uncertain": false
    },
    {
      "id": 450,
      "start": 1014.166,
      "end": 1015.866,
      "text": "少了多少人工搬运",
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      "timing_uncertain": false
    },
    {
      "id": 451,
      "start": 1016.066,
      "end": 1018.3,
      "text": "又增加了多少检查成本",
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    },
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      "id": 452,
      "start": 1018.4,
      "end": 1021.2,
      "text": "一个专业流程可能不需要全能模型",
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      "timing_uncertain": false
    },
    {
      "id": 453,
      "start": 1021.5,
      "end": 1024.5,
      "text": "只需要它稳定处理少数关键输入",
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      "timing_uncertain": false
    },
    {
      "id": 454,
      "start": 1024.733,
      "end": 1026.6,
      "text": "只要这些输入足够频繁",
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      "timing_uncertain": false
    },
    {
      "id": 455,
      "start": 1027.1,
      "end": 1029.333,
      "text": "局部可靠的能力就能有价值",
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      "timing_uncertain": false
    },
    {
      "id": 456,
      "start": 1029.533,
      "end": 1032.8,
      "text": "不必等所有基准都拿第一反过来",
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      "timing_uncertain": false
    },
    {
      "id": 457,
      "start": 1032.966,
      "end": 1035.933,
      "text": "模型在困难基准上的平均成绩提高",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 458,
      "start": 1036.266,
      "end": 1037.333,
      "text": "也不意味着可以",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 459,
      "start": 1037.333,
      "end": 1039.2,
      "text": "接手风险最高的决策",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 460,
      "start": 1039.533,
      "end": 1042.5,
      "text": "医疗图像重要工程判断和",
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      "timing_uncertain": false
    },
    {
      "id": 461,
      "start": 1042.5,
      "end": 1045.066,
      "text": "敏感财务操作都有远超过",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 462,
      "start": 1045.066,
      "end": 1046.9,
      "text": "一次问答的责任要求",
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      "timing_uncertain": false
    },
    {
      "id": 463,
      "start": 1047.0,
      "end": 1049.133,
      "text": "此处讨论的专业图表表现",
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      "timing_uncertain": false
    },
    {
      "id": 464,
      "start": 1049.133,
      "end": 1051.333,
      "text": "只能提供研究和选型线索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 465,
      "start": 1051.733,
      "end": 1053.333,
      "text": "不能替代领域验证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 466,
      "start": 1053.366,
      "end": 1055.266,
      "text": "更不能被包装成取消",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 467,
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      "end": 1057.0,
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    },
    {
      "id": 468,
      "start": 1057.2,
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      "text": "模型能够读图之后",
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    },
    {
      "id": 469,
      "start": 1058.7,
      "end": 1061.133,
      "text": "还会扩大需要保护的数据范围",
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    },
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      "id": 470,
      "start": 1061.4,
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      "text": "截图中可能包含账号个人",
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    },
    {
      "id": 471,
      "start": 1063.533,
      "end": 1066.1,
      "text": "身份信息或内部系统界面",
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      "timing_uncertain": false
    },
    {
      "id": 472,
      "start": 1066.9,
      "end": 1069.2,
      "text": "资料原本只在某人的屏幕上",
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      "timing_uncertain": false
    },
    {
      "id": 473,
      "start": 1069.3,
      "end": 1071.6,
      "text": "上传之后就进入新的处理链",
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      "timing_uncertain": false
    },
    {
      "id": 474,
      "start": 1071.866,
      "end": 1073.3,
      "text": "企业部署前需要",
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    },
    {
      "id": 475,
      "start": 1073.3,
      "end": 1075.333,
      "text": "弄清楚图像去了哪里",
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      "timing_uncertain": false
    },
    {
      "id": 476,
      "start": 1075.466,
      "end": 1077.0,
      "text": "哪些记录被保留",
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    },
    {
      "id": 477,
      "start": 1077.1,
      "end": 1078.566,
      "text": "以及故障排查时",
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    },
    {
      "id": 478,
      "start": 1078.566,
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      "text": "会不会再次复制这些资料",
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    },
    {
      "id": 479,
      "start": 1081.0,
      "end": 1082.4,
      "text": "自行部署给了更多",
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    },
    {
      "id": 480,
      "start": 1082.4,
      "end": 1084.266,
      "text": "控制数据流向的机会",
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    },
    {
      "id": 481,
      "start": 1084.3,
      "end": 1086.333,
      "text": "却不自动等于数据安全",
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    },
    {
      "id": 482,
      "start": 1086.466,
      "end": 1088.566,
      "text": "如果服务暴露范围过大",
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    },
    {
      "id": 483,
      "start": 1088.666,
      "end": 1090.566,
      "text": "日志记录了敏感图片",
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      "timing_uncertain": false
    },
    {
      "id": 484,
      "start": 1090.566,
      "end": 1092.666,
      "text": "或者管理权限没有分开",
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    },
    {
      "id": 485,
      "start": 1092.733,
      "end": 1095.2,
      "text": "本地机器一样可能形成风险",
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    },
    {
      "id": 486,
      "start": 1095.3,
      "end": 1096.933,
      "text": "更合理的判断是",
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    },
    {
      "id": 487,
      "start": 1096.933,
      "end": 1098.9,
      "text": "开放权重允许使用者",
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      "timing_uncertain": false
    },
    {
      "id": 488,
      "start": 1098.9,
      "end": 1100.6,
      "text": "自己安排保护措施",
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      "timing_uncertain": false
    },
    {
      "id": 489,
      "start": 1101.0,
      "end": 1103.266,
      "text": "同时也要求使用者有能力",
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    },
    {
      "id": 490,
      "start": 1103.266,
      "end": 1105.733,
      "text": "把这些措施真正执行下去",
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      "timing_uncertain": false
    },
    {
      "id": 491,
      "start": 1105.966,
      "end": 1107.533,
      "text": "视觉输入还存在与",
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      "timing_uncertain": false
    },
    {
      "id": 492,
      "start": 1107.533,
      "end": 1109.466,
      "text": "文字类似的信任问题",
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      "timing_uncertain": false
    },
    {
      "id": 493,
      "start": 1110.1,
      "end": 1111.3,
      "text": "图片里的文字可能",
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      "timing_uncertain": false
    },
    {
      "id": 494,
      "start": 1111.3,
      "end": 1112.9,
      "text": "是需要分析的内容",
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      "timing_uncertain": false
    },
    {
      "id": 495,
      "start": 1112.933,
      "end": 1115.733,
      "text": "也可能夹带试图改变任务的指令",
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      "timing_uncertain": false
    },
    {
      "id": 496,
      "start": 1116.1,
      "end": 1118.466,
      "text": "系统应该分清材料和授权",
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      "timing_uncertain": false
    },
    {
      "id": 497,
      "start": 1118.533,
      "end": 1121.133,
      "text": "不能因为模型能够读到某一句话",
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      "timing_uncertain": false
    },
    {
      "id": 498,
      "start": 1121.133,
      "end": 1122.9,
      "text": "就把它当成新的命令",
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      "timing_uncertain": false
    },
    {
      "id": 499,
      "start": 1123.0,
      "end": 1125.266,
      "text": "让模型接触更多信息",
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    },
    {
      "id": 500,
      "start": 1125.5,
      "end": 1127.533,
      "text": "同时也意味着要更清楚的",
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    },
    {
      "id": 501,
      "start": 1127.533,
      "end": 1129.8,
      "text": "约束它能用这些信息做什么",
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      "timing_uncertain": false
    },
    {
      "id": 502,
      "start": 1130.066,
      "end": 1131.1,
      "text": "这些安全要求",
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      "timing_uncertain": false
    },
    {
      "id": 503,
      "start": 1131.1,
      "end": 1133.066,
      "text": "并没有否定发布的意义",
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      "timing_uncertain": false
    },
    {
      "id": 504,
      "start": 1133.5,
      "end": 1136.066,
      "text": "相反他们解释了为什么开放",
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    },
    {
      "id": 505,
      "start": 1136.066,
      "end": 1138.366,
      "text": "模型会吸引一部分开发者",
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      "timing_uncertain": false
    },
    {
      "id": 506,
      "start": 1138.533,
      "end": 1140.366,
      "text": "某些团队希望自行定义",
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      "timing_uncertain": false
    },
    {
      "id": 507,
      "start": 1140.366,
      "end": 1142.8,
      "text": "审核环节和数据保留策略",
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    },
    {
      "id": 508,
      "start": 1142.966,
      "end": 1144.733,
      "text": "也希望固定一个版本",
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      "timing_uncertain": false
    },
    {
      "id": 509,
      "start": 1145.5,
      "end": 1147.766,
      "text": "不必跟着外部服务每次调整",
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    },
    {
      "id": 510,
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      "end": 1150.5,
      "text": "模型能力只要达到业务所需",
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      "timing_uncertain": false
    },
    {
      "id": 511,
      "start": 1150.6,
      "end": 1152.466,
      "text": "更多控制权本身就能",
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    },
    {
      "id": 512,
      "start": 1152.466,
      "end": 1154.166,
      "text": "构成选择它的理由",
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    },
    {
      "id": 513,
      "start": 1154.266,
      "end": 1156.6,
      "text": "不过固定版本也有代价",
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      "timing_uncertain": false
    },
    {
      "id": 514,
      "start": 1156.933,
      "end": 1158.4,
      "text": "没有自动跟随更新",
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      "timing_uncertain": false
    },
    {
      "id": 515,
      "start": 1158.4,
      "end": 1160.466,
      "text": "就需要主动评估新版本",
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      "timing_uncertain": false
    },
    {
      "id": 516,
      "start": 1160.6,
      "end": 1162.666,
      "text": "决定是否修补或替换",
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      "timing_uncertain": false
    },
    {
      "id": 517,
      "start": 1162.866,
      "end": 1165.666,
      "text": "维护人员需要保留测试样本",
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      "timing_uncertain": false
    },
    {
      "id": 518,
      "start": 1165.666,
      "end": 1167.966,
      "text": "知道这次升级改善了什么",
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      "timing_uncertain": false
    },
    {
      "id": 519,
      "start": 1168.066,
      "end": 1169.4,
      "text": "又损害了什么",
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    },
    {
      "id": 520,
      "start": 1169.5,
      "end": 1172.133,
      "text": "否则所谓稳定版本可能只是",
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      "timing_uncertain": false
    },
    {
      "id": 521,
      "start": 1172.133,
      "end": 1174.166,
      "text": "很久没有被检查的旧版本",
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      "timing_uncertain": false
    },
    {
      "id": 522,
      "start": 1174.933,
      "end": 1176.366,
      "text": "控制权只有配上维护",
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      "timing_uncertain": false
    },
    {
      "id": 523,
      "start": 1176.366,
      "end": 1178.366,
      "text": "能力才会变成可靠性",
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      "timing_uncertain": false
    },
    {
      "id": 524,
      "start": 1178.6,
      "end": 1180.0,
      "text": "成本同样不能只看",
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      "timing_uncertain": false
    },
    {
      "id": 525,
      "start": 1180.0,
      "end": 1181.466,
      "text": "有没有许可证费用",
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      "timing_uncertain": false
    },
    {
      "id": 526,
      "start": 1181.9,
      "end": 1184.1,
      "text": "自建服务要承担计算资源",
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      "timing_uncertain": false
    },
    {
      "id": 527,
      "start": 1184.566,
      "end": 1186.966,
      "text": "还要有人负责接入和日常运维",
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      "timing_uncertain": false
    },
    {
      "id": 528,
      "start": 1187.166,
      "end": 1188.966,
      "text": "任务量少的时候机器",
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      "timing_uncertain": false
    },
    {
      "id": 529,
      "start": 1188.966,
      "end": 1190.8,
      "text": "空闲也可能产生费用",
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      "timing_uncertain": false
    },
    {
      "id": 530,
      "start": 1191.266,
      "end": 1193.966,
      "text": "任务突然增加又可能需要扩容",
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      "timing_uncertain": false
    },
    {
      "id": 531,
      "start": 1194.366,
      "end": 1195.4,
      "text": "使用接口则有",
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      "timing_uncertain": false
    },
    {
      "id": 532,
      "start": 1195.4,
      "end": 1197.2,
      "text": "另一种计费与服务依赖",
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      "timing_uncertain": false
    },
    {
      "id": 533,
      "start": 1197.566,
      "end": 1199.866,
      "text": "两者应该按相同业务量比较",
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      "timing_uncertain": false
    },
    {
      "id": 534,
      "start": 1199.966,
      "end": 1201.466,
      "text": "不能把免费的权重",
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      "timing_uncertain": false
    },
    {
      "id": 535,
      "start": 1201.466,
      "end": 1203.066,
      "text": "写成免费的生产力",
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      "timing_uncertain": false
    },
    {
      "id": 536,
      "start": 1203.166,
      "end": 1205.366,
      "text": "视觉工作还会改变成本结构",
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      "timing_uncertain": false
    },
    {
      "id": 537,
      "start": 1205.5,
      "end": 1207.133,
      "text": "一张图要怎样缩放",
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      "timing_uncertain": false
    },
    {
      "id": 538,
      "start": 1207.266,
      "end": 1208.9,
      "text": "是否需要重新裁切",
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      "timing_uncertain": false
    },
    {
      "id": 539,
      "start": 1209.4,
      "end": 1211.166,
      "text": "失败后要重试几次",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 540,
      "start": 1211.4,
      "end": 1213.333,
      "text": "都会影响实际处理过程",
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      "timing_uncertain": false
    },
    {
      "id": 541,
      "start": 1213.466,
      "end": 1216.166,
      "text": "只比较文字输出的单位价格",
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      "timing_uncertain": false
    },
    {
      "id": 542,
      "start": 1216.7,
      "end": 1218.4,
      "text": "可能忽略大部分成本",
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      "timing_uncertain": false
    },
    {
      "id": 543,
      "start": 1218.533,
      "end": 1220.933,
      "text": "真正有参考价值的指标是",
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      "timing_uncertain": false
    },
    {
      "id": 544,
      "start": 1220.933,
      "end": 1223.2,
      "text": "处理完一份达到要求的资料",
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      "timing_uncertain": false
    },
    {
      "id": 545,
      "start": 1223.366,
      "end": 1225.9,
      "text": "总共花了多少资源和人工时间",
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      "timing_uncertain": false
    },
    {
      "id": 546,
      "start": 1225.966,
      "end": 1228.133,
      "text": "一个便宜模型反复答错",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 547,
      "start": 1228.133,
      "end": 1230.4,
      "text": "再让昂贵模型或专家补救",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 548,
      "start": 1230.533,
      "end": 1232.066,
      "text": "未必比一开始就选择",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 549,
      "start": 1232.066,
      "end": 1234.466,
      "text": "更合适的方案省钱相反",
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      "timing_uncertain": false
    },
    {
      "id": 550,
      "start": 1234.866,
      "end": 1237.366,
      "text": "先用低成本办法处理简单任务",
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      "timing_uncertain": false
    },
    {
      "id": 551,
      "start": 1237.7,
      "end": 1240.133,
      "text": "再把疑难部分交给更强系统",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 552,
      "start": 1240.166,
      "end": 1241.333,
      "text": "也可能有效",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 553,
      "start": 1241.466,
      "end": 1244.8,
      "text": "关键是难度分类和失败识别要可靠",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 554,
      "start": 1244.966,
      "end": 1247.2,
      "text": "不能在不知道对错的情况下",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 555,
      "start": 1247.2,
      "end": 1249.866,
      "text": "只按价格把任务自动往下分",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 556,
      "start": 1250.1,
      "end": 1251.5,
      "text": "开源路线因此可能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 557,
      "start": 1251.5,
      "end": 1253.4,
      "text": "推动更细的产品分工",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 558,
      "start": 1253.533,
      "end": 1255.666,
      "text": "有团队专门改善推理",
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      "timing_uncertain": false
    },
    {
      "id": 559,
      "start": 1255.666,
      "end": 1258.8,
      "text": "有团队针对行业资料设计验证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 560,
      "start": 1258.866,
      "end": 1261.966,
      "text": "还有团队负责把能力放进业务软件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 561,
      "start": 1262.166,
      "end": 1264.866,
      "text": "他们不必都从训练基础模型开始",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 562,
      "start": 1265.133,
      "end": 1266.4,
      "text": "但这是开放条件",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 563,
      "start": 1266.4,
      "end": 1268.266,
      "text": "可能带来的发展方向",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 564,
      "start": 1268.4,
      "end": 1271.666,
      "text": "不代表这些环节今天已经全部成熟",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 565,
      "start": 1271.933,
      "end": 1273.466,
      "text": "更不代表任何创业",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 566,
      "start": 1273.466,
      "end": 1275.266,
      "text": "项目都能因此盈利",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 567,
      "start": 1275.533,
      "end": 1277.266,
      "text": "闭源服务也不会因为一个",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 568,
      "start": 1277.266,
      "end": 1279.533,
      "text": "开放模型出现就失去价值",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 569,
      "start": 1280.133,
      "end": 1281.7,
      "text": "用户可能继续为稳定",
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      "timing_uncertain": false
    },
    {
      "id": 570,
      "start": 1281.7,
      "end": 1283.6,
      "text": "服务和配套工具付费",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 571,
      "start": 1283.933,
      "end": 1286.666,
      "text": "也可能需要供应商承担运维责任",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 572,
      "start": 1287.2,
      "end": 1289.566,
      "text": "开源竞争提高的是替代可能性",
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      "timing_uncertain": false
    },
    {
      "id": 573,
      "start": 1289.7,
      "end": 1292.666,
      "text": "只有替代方案在实际任务上跑得通",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 574,
      "start": 1292.666,
      "end": 1295.366,
      "text": "用户才有更多谈价和迁移空间",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 575,
      "start": 1295.533,
      "end": 1297.733,
      "text": "而不是在宣布开放的那一刻",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 576,
      "start": 1297.733,
      "end": 1299.566,
      "text": "所有价格就必然下降",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 577,
      "start": 1299.733,
      "end": 1301.266,
      "text": "这次发布对Deepseek",
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      "timing_uncertain": false
    },
    {
      "id": 578,
      "start": 1301.366,
      "end": 1302.933,
      "text": "自身也提出了要求",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 579,
      "start": 1303.8,
      "end": 1306.066,
      "text": "模型卡能吸引开发者过来",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 580,
      "start": 1306.133,
      "end": 1307.933,
      "text": "清晰的文档和可运行",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 581,
      "start": 1307.933,
      "end": 1309.733,
      "text": "实现才能让他们留下",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 582,
      "start": 1309.866,
      "end": 1311.533,
      "text": "发现结果差异之后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 583,
      "start": 1311.666,
      "end": 1314.366,
      "text": "能不能定位到版本和输入处理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 584,
      "start": 1314.5,
      "end": 1316.933,
      "text": "决定社区是否有办法一起改进",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 585,
      "start": 1317.266,
      "end": 1318.933,
      "text": "开放生态的效率来自可",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 586,
      "start": 1318.933,
      "end": 1321.7,
      "text": "检查的问题和可复用的修复",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 587,
      "start": 1321.866,
      "end": 1323.866,
      "text": "不能只用下载量来代替",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 588,
      "start": 1324.0,
      "end": 1325.166,
      "text": "读懂这个逻辑",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 589,
      "start": 1325.4,
      "end": 1328.3,
      "text": "就能理解为什么实验版也值得报道",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 590,
      "start": 1328.733,
      "end": 1330.3,
      "text": "他把一部分原本只能",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 591,
      "start": 1330.3,
      "end": 1332.466,
      "text": "通过最终回答观察的能力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 592,
      "start": 1332.6,
      "end": 1335.866,
      "text": "变成可检查和可接入的技术材料",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 593,
      "start": 1336.133,
      "end": 1337.733,
      "text": "研究者可以发现边界",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 594,
      "start": 1337.9,
      "end": 1340.3,
      "text": "开发者可以试自己的工作流程",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 595,
      "start": 1340.6,
      "end": 1342.933,
      "text": "价值发生在这些具体动作里",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 596,
      "start": 1342.966,
      "end": 1344.566,
      "text": "未必需要先获得一个",
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      "timing_uncertain": false
    },
    {
      "id": 597,
      "start": 1344.566,
      "end": 1346.3,
      "text": "全世界最强的称号",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 598,
      "start": 1346.8,
      "end": 1349.766,
      "text": "但开源社区的反馈也要分层看",
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      "timing_uncertain": false
    },
    {
      "id": 599,
      "start": 1349.8,
      "end": 1351.733,
      "text": "一条成功运行的分享",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 600,
      "start": 1351.866,
      "end": 1353.566,
      "text": "只能代表那个人的环境",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 601,
      "start": 1354.1,
      "end": 1356.566,
      "text": "一条失败报告也不能直接",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 602,
      "start": 1356.566,
      "end": 1359.333,
      "text": "证明模型对所有人都不可用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 603,
      "start": 1359.4,
      "end": 1361.5,
      "text": "真正能积累成证据的",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 604,
      "start": 1361.5,
      "end": 1364.9,
      "text": "是清楚的版本硬件条件和输入",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 605,
      "start": 1365.0,
      "end": 1367.166,
      "text": "以及可以重复得到的结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 606,
      "start": 1367.466,
      "end": 1369.566,
      "text": "省略这些背景讨论",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 607,
      "start": 1369.566,
      "end": 1371.366,
      "text": "很容易变成立场对撞",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 608,
      "start": 1371.6,
      "end": 1373.6,
      "text": "选择是否采用这款模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 609,
      "start": 1374.0,
      "end": 1375.333,
      "text": "一个实际的起点是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 610,
      "start": 1375.333,
      "end": 1377.066,
      "text": "保留自己的工作样本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 611,
      "start": 1377.333,
      "end": 1379.866,
      "text": "样本不能只有清晰漂亮的图片",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 612,
      "start": 1380.0,
      "end": 1382.066,
      "text": "还应包含日常真的会遇到",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 613,
      "start": 1382.066,
      "end": 1384.1,
      "text": "的模糊内容和排版变化",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 614,
      "start": 1384.5,
      "end": 1386.766,
      "text": "测试要覆盖重要的失败类型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 615,
      "start": 1386.933,
      "end": 1389.366,
      "text": "而不是专门挑模型擅长的题",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 616,
      "start": 1389.566,
      "end": 1392.5,
      "text": "否则上线之前看到的准确率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 617,
      "start": 1392.533,
      "end": 1395.2,
      "text": "可能只是对精心整理的材料负责",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 618,
      "start": 1395.333,
      "end": 1398.333,
      "text": "中文使用场景尤其需要单独验证",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 619,
      "start": 1398.733,
      "end": 1400.933,
      "text": "这次模型卡的成绩表并没有",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 620,
      "start": 1400.933,
      "end": 1403.9,
      "text": "逐项披露简体中文票据繁体字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 621,
      "start": 1403.9,
      "end": 1406.8,
      "text": "截图或中英混排文件的专项结果",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 622,
      "start": 1406.933,
      "end": 1409.133,
      "text": "同一页里既有中文项目名",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 623,
      "start": 1409.133,
      "end": 1411.4,
      "text": "又有英文缩写和数字单位",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 624,
      "start": 1411.566,
      "end": 1413.466,
      "text": "错误可能发生在字符",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 625,
      "start": 1413.766,
      "end": 1415.666,
      "text": "也可能发生在对应关系",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 626,
      "start": 1415.866,
      "end": 1418.0,
      "text": "面向中文业务的开发者不能用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 627,
      "start": 1418.0,
      "end": 1420.9,
      "text": "一组纵合层级替代本地材料测试",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 628,
      "start": 1421.2,
      "end": 1424.133,
      "text": "样本还应区分错误的严重程度",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 629,
      "start": 1424.3,
      "end": 1425.766,
      "text": "图标题多了一个字",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 630,
      "start": 1426.0,
      "end": 1428.2,
      "text": "与把金额的小数点看错",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 631,
      "start": 1428.566,
      "end": 1430.3,
      "text": "不应该获得同样评价",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 632,
      "start": 1430.5,
      "end": 1431.866,
      "text": "哪怕整体正确",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 633,
      "start": 1431.966,
      "end": 1432.966,
      "text": "数量相近",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 634,
      "start": 1433.2,
      "end": 1435.666,
      "text": "业务后果也可能完全不同",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 635,
      "start": 1435.8,
      "end": 1438.466,
      "text": "模型选型需要把损失放进考核",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 636,
      "start": 1438.7,
      "end": 1441.4,
      "text": "才能知道哪些任务可以自动通过",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 637,
      "start": 1441.566,
      "end": 1443.766,
      "text": "哪些必须停下来让人确认",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 638,
      "start": 1444.466,
      "end": 1445.7,
      "text": "比较模型时",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 639,
      "start": 1445.766,
      "end": 1448.766,
      "text": "输入质量和可用工具也要尽量一致",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 640,
      "start": 1448.966,
      "end": 1450.366,
      "text": "一个系统可以放大",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 641,
      "start": 1450.366,
      "end": 1452.266,
      "text": "图像并调用计算工具",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 642,
      "start": 1452.7,
      "end": 1454.666,
      "text": "另一个只能看一次压缩图",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 643,
      "start": 1454.733,
      "end": 1456.0,
      "text": "结果反映的就是",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 644,
      "start": 1456.0,
      "end": 1458.1,
      "text": "不同系统的综合表现",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 645,
      "start": 1458.266,
      "end": 1459.966,
      "text": "这样的比较仍然有用",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 646,
      "start": 1460.066,
      "end": 1463.2,
      "text": "但需要讲清楚买到的是哪一套能力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 647,
      "start": 1463.333,
      "end": 1464.966,
      "text": "不能把所有优势都",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 648,
      "start": 1464.966,
      "end": 1466.766,
      "text": "归到模型权重本身",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 649,
      "start": 1466.933,
      "end": 1469.566,
      "text": "运行时间也应与结果一起记录",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 650,
      "start": 1470.266,
      "end": 1472.466,
      "text": "一个任务等很久才答对",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 651,
      "start": 1472.566,
      "end": 1475.2,
      "text": "和一个交互场景要求及时反馈",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 652,
      "start": 1476.066,
      "end": 1477.333,
      "text": "适用条件不同",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 653,
      "start": 1477.866,
      "end": 1480.3,
      "text": "有些离线批处理可以接受等待",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 654,
      "start": 1480.7,
      "end": 1482.4,
      "text": "有些现场操作不行",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 655,
      "start": 1482.533,
      "end": 1484.466,
      "text": "最高推理强度下的分数",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 656,
      "start": 1484.466,
      "end": 1486.2,
      "text": "提供能力上限的线索",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 657,
      "start": 1486.5,
      "end": 1488.733,
      "text": "日常产品还要找到准确率",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 658,
      "start": 1488.733,
      "end": 1490.766,
      "text": "与等待之间合适的位置",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 659,
      "start": 1491.1,
      "end": 1492.266,
      "text": "最后还要检查系统",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 660,
      "start": 1492.266,
      "end": 1494.166,
      "text": "会不会承认无法确定",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 661,
      "start": 1494.333,
      "end": 1496.933,
      "text": "一张关键区域模糊的图片",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 662,
      "start": 1497.166,
      "end": 1498.366,
      "text": "硬给一个答案",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 663,
      "start": 1498.4,
      "end": 1501.566,
      "text": "可能比明确请求更清晰的材料更糟",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 664,
      "start": 1501.966,
      "end": 1504.0,
      "text": "合理的流程应该允许暂停",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 665,
      "start": 1504.066,
      "end": 1505.1,
      "text": "保留证据",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 666,
      "start": 1505.1,
      "end": 1506.266,
      "text": "再安排复核",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 667,
      "start": 1506.366,
      "end": 1507.466,
      "text": "多模态进步",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 668,
      "start": 1507.466,
      "end": 1510.9,
      "text": "如果只让错误回答看起来更自信",
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      "timing_uncertain": false
    },
    {
      "id": 669,
      "start": 1511.266,
      "end": 1513.933,
      "text": "而没有改善这种不确定性的处理",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 670,
      "start": 1514.1,
      "end": 1516.133,
      "text": "商业价值会受到限制",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 671,
      "start": 1516.3,
      "end": 1520.366,
      "text": "所以Deepseek v四flash vision exp的发布",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 672,
      "start": 1520.466,
      "end": 1523.7,
      "text": "最扎实的意义是让V4路线补上了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 673,
      "start": 1523.7,
      "end": 1526.166,
      "text": "可公开研究的视觉理解能力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 674,
      "start": 1526.566,
      "end": 1528.1,
      "text": "并给出了能够讨论",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 675,
      "start": 1528.1,
      "end": 1529.866,
      "text": "优劣的测试与实现",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 676,
      "start": 1530.066,
      "end": 1532.133,
      "text": "部分项目已经显示竞争力",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 677,
      "start": 1532.266,
      "end": 1533.9,
      "text": "其他项目仍有差距",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 678,
      "start": 1534.1,
      "end": 1536.3,
      "text": "实验状态部署成本和业务",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 679,
      "start": 1536.3,
      "end": 1539.533,
      "text": "可靠性都应当留在同一张判断表里",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 680,
      "start": 1539.6,
      "end": 1542.2,
      "text": "生态接入已经出现了一个具体信号",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 681,
      "start": 1542.766,
      "end": 1547.5,
      "text": "Openclaw2.0的发布说明把Deepseek V4 Flash vision",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 682,
      "start": 1547.6,
      "end": 1550.1,
      "text": "实验模型列进了模型发现更新",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 683,
      "start": 1550.133,
      "end": 1551.866,
      "text": "这个条目说明周边",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 684,
      "start": 1551.866,
      "end": 1553.9,
      "text": "工具开始识别相关模型",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 685,
      "start": 1554.066,
      "end": 1556.566,
      "text": "但只是发现与接入层面的信息",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 686,
      "start": 1556.766,
      "end": 1558.3,
      "text": "不能当成所有图像",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 687,
      "start": 1558.3,
      "end": 1559.8,
      "text": "任务都已测试通过",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 688,
      "start": 1560.133,
      "end": 1561.333,
      "text": "目录里找得到",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 689,
      "start": 1561.666,
      "end": 1563.533,
      "text": "和接上之后持续交付",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 690,
      "start": 1563.966,
      "end": 1566.133,
      "text": "是需要分别验收的两步",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 691,
      "start": 1566.133,
      "end": 1567.533,
      "text": "这也给后续进展",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 692,
      "start": 1567.533,
      "end": 1569.333,
      "text": "提供了可观察的方向",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 693,
      "start": 1569.666,
      "end": 1570.966,
      "text": "模型发布以后",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 694,
      "start": 1571.133,
      "end": 1574.333,
      "text": "值得跟踪的不只是又出现多少演示",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 695,
      "start": 1574.533,
      "end": 1577.666,
      "text": "还包括不同工具是否正确传递图像",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 696,
      "start": 1578.1,
      "end": 1580.366,
      "text": "服务实现能否稳定运行",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 697,
      "start": 1580.733,
      "end": 1582.266,
      "text": "以及真实任务的失败",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 698,
      "start": 1582.266,
      "end": 1583.933,
      "text": "案例有没有得到修复",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 699,
      "start": 1584.066,
      "end": 1586.1,
      "text": "这几类改进会相互影响",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 700,
      "start": 1586.333,
      "end": 1588.766,
      "text": "最终决定开放的能力能不能以普通",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 701,
      "start": 1588.766,
      "end": 1591.733,
      "text": "用户用得起用得明白的方式出现",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 702,
      "start": 1591.9,
      "end": 1593.8,
      "text": "它能否继续扩大影响",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 703,
      "start": 1593.866,
      "end": 1596.6,
      "text": "要看接下来的复现与工程工作",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 704,
      "start": 1596.733,
      "end": 1599.7,
      "text": "能不能把模型成绩变成稳定交付",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 705,
      "start": 1600.1,
      "end": 1601.2,
      "text": "对用户而言",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 706,
      "start": 1601.333,
      "end": 1604.533,
      "text": "值得期待的是更多可验证的选择",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 707,
      "start": 1604.6,
      "end": 1607.5,
      "text": "一个模型不需要在所有问题上获胜",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 708,
      "start": 1607.566,
      "end": 1610.266,
      "text": "才有机会改变某一类工作的成本",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 709,
      "start": 1610.533,
      "end": 1613.566,
      "text": "但只有真正把那一类工作做可靠了",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 710,
      "start": 1613.566,
      "end": 1615.866,
      "text": "开源发布才算兑现了价值",
      "source": "source_caption",
      "timing_uncertain": false
    }
  ]
}