可爱的中文大语言模型训练流程图

{"type":"可爱教育信息图海报","topic":"\"headline: \"大语言模型的训练过程\"","subtitle":"\"subtitle: \"从海量数据中学习，变成\"超会聊天\"的小助手！\"","style":{"overall":"可爱的中文科普海报，柔和的课堂信息图风格，圆角面板，奶油色背景，手绘卡通美学，简洁的矢量插画，温暖友好的教育基调","palette":["奶油色","薰衣草紫","天蓝色","薄荷绿","黄橙色","粉色","柔棕色"],"rendering":"高质量扁平化插画，带有细腻阴影，清晰的中文排版，贴纸风格装饰，小星星、爱心、箭头和对话气泡"},"layout":{"format":"横版海报","grid":{"rows":2,"columns":4,"count":8},"sections":[{"title":"1. 数据收集","position":"左上角","count":1,"labels":["网页","新闻","对话"]},{"title":"2. 数据预处理","position":"顶行，第二列","count":1,"labels":["今天 天气 真不错!!","今天|天气|真|不错!!"]},{"title":"3. 预训练","position":"顶行，第三列","count":1,"labels":["今天气","很好","不错","?","......"]},{"title":"4. 监督微调（SFT）","position":"右上角","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":"底行，第一列","count":1,"labels":["回答A 更好!","回答B 一般般"]},{"title":"6. 强化学习（RLHF）","position":"底行，第二列","count":1,"labels":["奖励 +1","惩罚 -1"]},{"title":"7. 评估与测试","position":"底行，第三列","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":"右下角","count":1,"labels":["聊天","写代码","写文章"]}],"topDecorations":{"count":4,"items":["左上角的小闪光","标题周围的粉色纸屑","右上角拿着星星魔杖的可爱白色吉祥物","写着“冲鸭！”的对话气泡"]},"bottomDecorations":{"count":4,"items":["左下角戴领结的白色小吉祥物","包含 7 个圆角小方框和箭头的总结栏","底部居中的结束语","右下角带有鼓励文字和爱心的便利贴"]}},"characters":{"main mascots":{"count":4,"types":["脸颊粉红的白色圆润小熊吉祥物","带有深色面部屏幕和绿色天线的小圆机器人","扎着马尾辫的人类老师女孩","拿着放大镜的毛茸茸白色角色"]},"recurring_robot_design":"矮小可爱的机器人，圆润的身体，浅绿色和奶油色外壳，深蓝色面部显示屏配有发光的眼睛，细小的四肢"},"sectionDetails":[{"title":"1. 数据收集","panelColor":"薰衣草紫","scene":"戴着紫色帽子的白色吉祥物坐在彩色书堆旁使用笔记本电脑；浮动的圆角标签代表互联网来源","caption":"数据越多，知识越丰富！"},{"title":"2. 数据预处理","panelColor":"天蓝色","scene":"戴着蓝色帽子的吉祥物将散落的纸屑扫进桶里；杂乱的句子被转换成结构清晰的文本，并配有箭头","caption":"把脏乱差，变得整整齐齐～"},{"title":"3. 预训练","panelColor":"薄荷绿","scene":"机器人阅读着一本打开的绿色书籍，周围的对话气泡显示简单的词元和回复，暗示语言学习过程","caption":"像小朋友学习说话一样！"},{"title":"4. 监督微调（SFT）","panelColor":"金黄色","scene":"老师指着一张带标签的问答卡片，可爱的吉祥物在倾听；强调人工标注的高质量问答对","caption":"老师带着学，回答更靠谱！"},{"title":"5. 奖励模型训练（RM）","panelColor":"粉色","scene":"机器人站在绿色对勾和红色叉号之间，对比两个答案选项，学习哪个更好","caption":"学会\"挑好答案\"！"},{"title":"6. 强化学习（RLHF）","panelColor":"薰衣草蓝","scene":"机器人拿着工具，奖励项目显示带有箭头的正向和负向分数反馈","caption":"鼓励好的，改掉不好的！"},{"title":"7. 评估与测试","panelColor":"蓝色","scene":"毛茸茸的白色考官角色拿着放大镜，站在带有四个绿色对勾的检查清单旁","caption":"全方位体检，确保质量过关！"},{"title":"8. 部署与应用","panelColor":"柔粉红色","scene":"机器人周围出现了聊天、写作、代码和文档等应用图标，展示了实际部署场景","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":"\"closing: \"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":"精美且适合社交媒体发布的信息图，布局平衡，中文文字清晰易读，风格迷人且极具分享价值"}