Infographic Giáo Dục Đáng Yêu Về Huấn Luyện LLM

{
  "type": "cute educational infographic poster",
  "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": "adorable Chinese explainer poster, pastel classroom infographic, rounded panels, soft cream background, hand-drawn cartoon aesthetic, clean vector-like illustration, warm friendly educational tone",
    "palette": [
      "cream",
      "lavender",
      "sky blue",
      "mint green",
      "yellow-orange",
      "pink",
      "soft brown"
    ],
    "rendering": "high-quality flat illustration with subtle soft shading, crisp legible Chinese typography, sticker-like decorative accents, tiny stars, hearts, arrows, and speech bubbles"
  },
  "layout": {
    "format": "horizontal poster",
    "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": [
      "small sparkle at upper left",
      "pink confetti strokes around title",
      "cute white mascot at upper right holding star wand",
      "speech bubble saying 冲鸭!"
    ],
    "bottomDecorations": [
      "small white mascot with bow tie at lower left",
      "summary strip with 7 rounded mini boxes and arrows",
      "centered closing sentence at bottom",
      "sticky note at lower right with encouraging text and heart"
    ]
  },
  "characters": {
    "main_mascots": [
      "white chubby bear-like mascot with pink cheeks",
      "small round robot with dark face screen and green antenna",
      "human teacher girl with ponytail",
      "fluffy white character with magnifying glass"
    ],
    "recurring_robot_design": "short cute robot, rounded body, pale green and cream shell, navy face display with glowing eyes, tiny limbs"
  },
  "sectionDetails": [
    {
      "title": "1. 数据收集",
      "panelColor": "lavender",
      "scene": "a white mascot wearing a purple cap uses a laptop while sitting beside a stack of colorful books; floating rounded labels represent internet sources",
      "caption": "数据越多，知识越丰富！"
    },
    {
      "title": "2. 数据预处理",
      "panelColor": "sky blue",
      "scene": "the mascot in a blue cap sweeps scattered paper scraps into a bucket; a messy sentence is transformed into segmented clean text with an arrow",
      "caption": "把脏乱差，变得整整齐齐～"
    },
    {
      "title": "3. 预训练",
      "panelColor": "mint green",
      "scene": "the robot reads an open green book while speech bubbles around it show simple tokens and responses, suggesting language learning",
      "caption": "像小朋友学习说话一样！"
    },
    {
      "title": "4. 监督微调（SFT）",
      "panelColor": "golden yellow",
      "scene": "a teacher points to a labeled QA card while a cute mascot listens; emphasis on human-labeled high-quality question-answer pairs",
      "caption": "老师带着学，回答更靠谱！"
    },
    {
      "title": "5. 奖励模型训练（RM）",
      "panelColor": "pink",
      "scene": "the robot stands between a green check mark and a red X, comparing two answer options to learn which is better",
      "caption": "学会“挑好答案”！"
    },
    {
      "title": "6. 强化学习（RLHF）",
      "panelColor": "lavender-blue",
      "scene": "the robot holds tools while a reward board shows positive and negative score feedback with arrows",
      "caption": "鼓励好的，改掉不好的！"
    },
    {
      "title": "7. 评估与测试",
      "panelColor": "blue",
      "scene": "a fluffy white examiner character holds a magnifying glass beside a clipboard checklist with four green check marks",
      "caption": "全方位体检，确保质量过关！"
    },
    {
      "title": "8. 部署与应用",
      "panelColor": "soft red-pink",
      "scene": "the robot appears surrounded by application icons for chat, writing, coding, and documents, showing real-world deployment",
      "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": "polished social-media-ready infographic, balanced spacing, legible Chinese text, charming and highly shareable"
}