可愛中文LLM訓練資訊圖

A pastel Chinese educational poster explaining the large language model training pipeline in 8 cute mascot-driven panels, ideal for social media explainers or beginner-friendly AI education.

{"type":"可愛教育資訊圖海報","topic":"{argument name=\"headline text\" default=\"大語言模型的訓練過程\"}","subtitle":"{argument name=\"subtitle text\" default=\"從海量資料中學習，變成\"超會聊天\"的小助手！\"}","style":{"overall":"可愛中文說明海報，粉彩教室資訊圖，圓角面板，柔軟奶油背景，手繪卡通美學，乾淨向量風格插畫，溫暖友善的教育語調","palette":["cream","lavender","sky blue","mint green","yellow-orange","pink","soft brown"],"rendering":"高品質平面插畫，帶有細微陰影，乾淨中文字體，貼紙風格裝飾，小星星、愛心、箭頭和對話泡泡"},"layout":{"format":"橫向海報","grid":{"rows":2,"columns":4,"count":8},"sections":[{"title":"1. 資料收集","position":"top-left","count":1,"labels":["網頁","新聞","對話"]},{"title":"2. 資料預處理","position":"top row, second column","count":1,"labels":["今天 天氣 真不錯!!","今天|天氣|真|不錯!!"]},{"title":"3. 預訓練","position":"top row, third column","count":1,"labels":["今天氣","很好","不錯","?","......"]},{"title":"4. 監督微調（SFT）","position":"top-right","count":1,"labels":["問：太陽為什麼會發光？","答：因為……","好回答！"]},{"title":"5. 獎勵模型訓練（RM）","position":"bottom-left","count":1,"labels":["回答A 更好!","回答B 一般般"]},{"title":"6. 強化學習（RLHF）","position":"bottom row, second column","count":1,"labels":["獎勵 +1","懲罰 -1"]},{"title":"7. 評估與測試","position":"bottom row, third column","count":1,"labels":["知識能力","推理能力","安全性","穩定性"]},{"title":"8. 部署與應用","position":"bottom-right","count":1,"labels":["聊天","寫程式碼","寫文章"]}],"topDecorations":{"count":4,"items":["左上角的小閃光","標題周圍的粉色 confetti 筆畫","右上角的可愛白色吉祥物拿著星星魔杖","對話泡泡說著衝鴨!"]},"bottomDecorations":{"count":4,"items":["左下角的白色吉祥物戴著蝴蝶結","摘要條帶有 7 個圓角小方塊和箭頭","底部居中的結束句","右下角的便利貼有鼓勵文字和愛心"]}},"characters":{"main_mascots":{"count":4,"types":["白色胖胖的熊類吉祥物，帶有粉紅臉頰","小型圓形機器人，深色臉部螢幕和綠色天線","人類老師女孩，有馬尾","毛茸茸的白色角色拿著放大鏡"]},"recurring_robot_design":"短可愛的機器人，圓形身體，淡綠色和奶油色外殼，深藍色臉部顯示器，發光的眼睛，小肢體"},"sectionDetails":[{"title":"1. 資料收集","panelColor":"lavender","scene":"一個白色吉祥物戴著紫色帽子使用筆記型電腦，坐在一堆彩色書籍旁邊；浮動的圓角標籤代表網路來源","caption":"資料越多，知識越豐富！"},{"title":"2. 資料預處理","panelColor":"sky blue","scene":"戴著藍色帽子的吉祥物將散落的紙屑掃進水桶；一個凌亂的句子被轉換成分段的乾淨文字，帶有箭頭","caption":"把髒亂差，變得整整齊齊～"},{"title":"3. 預訓練","panelColor":"mint green","scene":"機器人閱讀一本打開的綠色書籍，周圍的對話泡泡顯示簡單的 token 和回應，暗示語言學習","caption":"像小朋友學習說話一樣！"},{"title":"4. 監督微調（SFT）","panelColor":"golden yellow","scene":"老師指向一個標記的問答卡片，可愛吉祥物在聽；強調人工標記的高品質問答對","caption":"老師帶著學，回答更靠譜！"},{"title":"5. 獎勵模型訓練（RM）","panelColor":"pink","scene":"機器人站在綠色勾勾和紅色叉叉之間，比較兩個答案選項，學習哪個更好","caption":"學會\"挑好答案\"！"},{"title":"6. 強化學習（RLHF）","panelColor":"lavender-blue","scene":"機器人拿著工具，獎勵板顯示正負分數回饋，帶有箭頭","caption":"鼓勵好的，改掉不好的！"},{"title":"7. 評估與測試","panelColor":"blue","scene":"毛茸茸的白色考官角色拿著放大鏡，旁邊有剪貼板清單，四個綠色勾勾","caption":"全方位體檢，確保品質過關！"},{"title":"8. 部署與應用","panelColor":"soft red-pink","scene":"機器人出現，周圍有聊天、寫作、寫程式碼和文件的應用程式圖示，顯示實際部署","caption":"正式上崗，陪你聊天寫作啦！"}],"bottomSummary":{"title":"總結一下：","count":7,"steps":["資料收集 打好基礎","預處理 整理資料","預訓練 學知識","監督微調 學會回答","獎勵模型 學會評判","強化學習 對齊人類偏好","評估測試 品質把關"],"closingText":"{argument name=\"closing sentence\" default=\"這就是大語言模型從\"啥也不懂\"到\"超級學霸\"的成長之路！٩(๑^o^๑)۶\"}"},"language":"簡體中文","quality":"精美的社群媒體準備資訊圖， balanced spacing， legible Chinese text， charming and highly shareable"}

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