[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-ast-analysis":3},{"tag":4,"articles":10},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":9},"3d34caad-12d2-4fc4-881f-44ad169abacb","AST analysis","ast-analysis",2,null,[11],{"id":12,"slug":13,"title":14,"summary":15,"category":16,"image_url":17,"cover_image":17,"language":18,"created_at":19},"a75d84ee-f8d6-4dd8-89af-b68b02d98485","student-code-worked-example-generation-zh","把學生程式碼變成範例","這篇論文用 AST 抽出學生程式碼中的模式，當作知識元件去引導生成式模型，做出更貼近學習錯誤的 worked examples。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777356239172-wzef.png","zh","2026-04-28T06:03:43.418791+00:00"]