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Charming Chinese Language Model Training Flowchart

Marketingopenai/gpt-image-2#marketing#Infographic#Poster#Horizontal 16:9#Anime#Watercolor

A soft-toned educational poster illustrating the training process of a large language model with cute mascots, perfect for social media.

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Prompt template

{
  "type": "Cute educational infographic poster",
  "topic": "The training process of a large language model",
  "subtitle": "从海量数据中学习，变成",
  "style": {
    "overall": "A cute Chinese-language science education poster, soft classroom infographic style, rounded panels, cream background, hand-drawn cartoon aesthetic, clean vector illustrations, and a warm, friendly educational tone",
    "palette": [
      "Cream",
      "Lavender",
      "Sky blue",
      "Mint green",
      "Yellow-orange",
      "Pink",
      "Soft brown"
    ],
    "rendering": "High-quality flat illustration with subtle shading, clear Chinese typography, sticker-style decorations, small stars, hearts, arrows and speech bubbles"
  },
  "layout": {
    "format": "Landscape poster",
    "grid": {
      "rows": 2,
      "columns": 4,
      "count": 8
    },
    "sections": [
      {
        "title": "1. 数据收集",
        "position": "Top-left corner",
        "count": 1,
        "labels": [
          "网页",
          "新闻",
          "对话"
        ]
      },
      {
        "title": "2. 数据预处理",
        "position": "Top row, second column",
        "count": 1,
        "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",
        "count": 1,
        "labels": [
          "今天气",
          "很好",
          "不错",
          "?",
          "......"
        ]
      },
      {
        "title": "4. 监督微调（SFT）",
        "position": "Top-right corner",
        "count": 1,
        "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 row, first column",
        "count": 1,
        "labels": [
          "回答A 更好!",
          "回答B 一般般"
        ]
      },
      {
        "title": "6. 强化学习（RLHF）",
        "position": "Bottom row, second column",
        "count": 1,
        "labels": [
          "奖励 +1",
          "惩罚 -1"
        ]
      },
      {
        "title": "7. 评估与测试",
        "position": "Bottom row, third column",
        "count": 1,
        "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 corner",
        "count": 1,
        "labels": [
          "聊天",
          "写代码",
          "写文章"
        ]
      }
    ],
    "topDecorations": {
      "count": 4,
      "items": [
        "A small sparkle in the top-left corner",
        "Pink confetti around the title",
        "A cute white mascot holding a star wand in the top-right corner",
        "A speech bubble reading “冲鸭！”"
      ]
    },
    "bottomDecorations": {
      "count": 4,
      "items": [
        "A small white mascot wearing a bow tie in the bottom-left corner",
        "A summary strip containing 7 small rounded boxes and arrows",
        "A closing message at the bottom center",
        "A sticky note with encouraging text and hearts in the bottom-right corner"
      ]
    }
  },
  "characters": {
    "main mascots": {
      "count": 4,
      "types": [
        "A small rounded white bear mascot with pink cheeks",
        "A small round robot with a dark face screen and green antenna",
        "A human girl teacher with a ponytail",
        "A fluffy white character holding a magnifying glass"
      ]
    },
    "recurring_robot_design": "A short, cute robot with a rounded body, light green and cream casing, a dark blue facial display with glowing eyes, and tiny limbs"
  },
  "sectionDetails": [
    {
      "title": "1. 数据收集",
      "panelColor": "Lavender",
      "scene": "A white mascot in a purple hat sits beside a stack of colorful books using a laptop; 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": "A mascot in a blue hat sweeps scattered paper scraps into a bucket; messy sentences are transformed into clearly structured text, with arrows showing the transformation",
      "caption": "把脏乱差，变得整整齐齐～"
    },
    {
      "title": "3. 预训练",
      "panelColor": "Mint green",
      "scene": "A robot reads an open green book; surrounding speech bubbles show simple tokens and replies, suggesting the process of learning language",
      "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 question-and-answer card while a cute mascot listens; emphasize high-quality, human-annotated question-and-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": "A robot stands between a green check mark and a red cross, comparing two answer options and learning which is better",
      "caption": "学会\"挑好答案\"！"
    },
    {
      "title": "6. 强化学习（RLHF）",
      "panelColor": "Lavender blue",
      "scene": "A robot holds tools; reward items show 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 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 pink",
      "scene": "Application icons for chat, writing, code and documents surround the robot, showing real-world deployment scenarios",
      "caption": "正式上岗，陪你聊天写作啦！"
    }
  ],
  "bottomSummary": {
    "title": "总结一下：",
    "count": 7,
    "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"
  },
  "language": "Simplified Chinese",
  "quality": "An attractive infographic suitable for social media, with a balanced layout, clear and readable Chinese text, and a charming, highly shareable style"
}