可爱大语言模型训练科普信息图

{
  "type": "可爱教育科普信息图海报",
  "topic": "[大语言模型的训练过程]",
  "subtitle": "[从海量数据中学习，变成“超会聊天”的小助手！]",
  "style": {
    "overall": "萌系中文科普解说海报，马卡龙低饱和课堂信息图，圆角卡片分栏，柔和米色背景，手绘卡通美学，利落矢量插画风格，温馨亲切的科普语调",
    "palette": [
      "米白",
      "薰衣草紫",
      "天青蓝",
      "薄荷绿",
      "暖橙黄",
      "淡粉",
      "柔和棕"
    ],
    "rendering": "高品质扁平插画配微弱柔和阴影，清晰可辨的中文排版，贴纸质感点缀，细小星芒、爱心、箭头与对话气泡"
  },
  "layout": {
    "format": "横版海报",
    "grid": {
      "rows": 2,
      "columns": 4,
      "count": 8
    },
    "sections": [
      {
        "title": "1. 数据收集",
        "position": "top-left",
        "labels": [
          "网页",
          "新闻",
          "对话"
        ]
      },
      {
        "title": "2. 数据预处理",
        "position": "top row, second column",
        "labels": [
          "今天 天气 真不错!!",
          "今天|天气|真|不错!!"
        ]
      },
      {
        "title": "3. 预训练",
        "position": "top row, third column",
        "labels": [
          "今天气",
          "很好",
          "不错",
          "?",
          "......"
        ]
      },
      {
        "title": "4. 监督微调（SFT）",
        "position": "top-right",
        "labels": [
          "问：太阳为什么会发光？",
          "答：因为……",
          "好回答！"
        ]
      },
      {
        "title": "5. 奖励模型训练（RM）",
        "position": "bottom-left",
        "labels": [
          "回答A 更好!",
          "回答B 一般般"
        ]
      },
      {
        "title": "6. 强化学习（RLHF）",
        "position": "bottom row, second column",
        "labels": [
          "奖励 +1",
          "惩罚 -1"
        ]
      },
      {
        "title": "7. 评估与测试",
        "position": "bottom row, third column",
        "labels": [
          "知识能力",
          "推理能力",
          "安全性",
          "稳定性"
        ]
      },
      {
        "title": "8. 部署与应用",
        "position": "bottom-right",
        "labels": [
          "聊天",
          "写代码",
          "写文章"
        ]
      }
    ],
    "topDecorations": [
      "左上角微光闪烁",
      "主标题周围粉色碎花涂鸦线",
      "右上角白色小吉祥物手持星星魔法棒",
      "对话框写着“冲鸭!”"
    ],
    "bottomDecorations": [
      "左下角系蝴蝶结的白色小吉祥物",
      "底部7个圆角小方框带箭头的流程总结长条",
      "居中底部总结句",
      "右下角写有鼓励文字带爱心的便签纸"
    ]
  },
  "characters": {
    "main_mascots": [
      "粉红脸颊的圆润白熊吉祥物",
      "深色面屏搭配绿色天线的小圆机器人",
      "扎马尾的人类女老师",
      "手拿放大镜的毛茸茸白色小考官"
    ],
    "recurring_robot_design": "矮胖可爱机器人，圆润机身，浅绿与米白外壳，深蓝发光眼睛屏幕，短小四肢"
  },
  "sectionDetails": [
    {
      "title": "1. 数据收集",
      "panelColor": "lavender",
      "scene": "戴紫色帽子的小白熊坐在成堆彩色书籍旁使用笔记本电脑，周围漂浮圆角标签代表网络数据源",
      "caption": "数据越多，知识越丰富！"
    },
    {
      "title": "2. 数据预处理",
      "panelColor": "sky blue",
      "scene": "戴蓝色帽子的小吉祥物正把零碎纸屑扫进桶里，箭头将凌乱未清洗的句子转化成规范分词后的干净文本",
      "caption": "把脏乱差，变得整整齐齐～"
    },
    {
      "title": "3. 预训练",
      "panelColor": "mint green",
      "scene": "小机器人正在阅读一本翻开的绿色大书，周围气泡展示基础字词分词与预测，生动表现语言自主学习",
      "caption": "像小朋友学习说话一样！"
    },
    {
      "title": "4. 监督微调（SFT）",
      "panelColor": "golden yellow",
      "scene": "老师指着带标签的问答卡片授课，吉祥物认真听讲，突出高质量人标问答对",
      "caption": "老师带着学，回答更靠谱！"
    },
    {
      "title": "5. 奖励模型训练（RM）",
      "panelColor": "pink",
      "scene": "小机器人站在绿色对勾和红色叉号之间，对比两个回答选项，学会评判优劣",
      "caption": "学会“挑好答案”！"
    },
    {
      "title": "6. 强化学习（RLHF）",
      "panelColor": "lavender-blue",
      "scene": "机器人手拿工具，积分板通过箭头展示得分奖惩反馈",
      "caption": "鼓励好的，改掉不好的！"
    },
    {
      "title": "7. 评估与测试",
      "panelColor": "blue",
      "scene": "毛茸茸考官手拿放大镜，旁边记录板打有四个绿色通过标记",
      "caption": "全方位体检，确保质量过关！"
    },
    {
      "title": "8. 部署与应用",
      "panelColor": "soft red-pink",
      "scene": "机器人被聊天、写作、编程、文档等应用图标环绕，呈现真实落地场景",
      "caption": "正式上岗，陪你聊天写作啦！"
    }
  ],
  "bottomSummary": {
    "title": "总结一下：",
    "steps": [
      "数据收集 打好基础",
      "预处理 整理数据",
      "预训练 学知识",
      "监督微调 学会回答",
      "奖励模型 学会评判",
      "强化学习 对齐人类偏好",
      "评估测试 质量把关"
    ],
    "closingText": "[这就是大语言模型从“啥也不懂”到“超级学霸”的成长之路！٩(๑^o^๑)۶]"
  },
  "language": "Simplified Chinese",
  "quality": "适合社交媒体传播的高清科普图，间距均衡，排版清晰美观，生动吸睛"
}