[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"topic-zh-llm--c6077d":3},{"cluster":4,"timeline":17},{"id":5,"slug":6,"title":7,"pinned":8,"status":9,"summary":10,"category":11,"language":12,"created_at":13,"merged_into":14,"article_count":15,"first_seen_at":13,"last_updated_at":16},"5d2be380-30bb-4192-aae4-8f88066c0fb9","llm--c6077d","LLM 會看地圖，卻撐不住長度",false,"active","這篇合成最短路徑研究把「會換地圖」和「能拉長題目」拆開看，結果發現 LLM 能跨地圖泛化，卻在長度變長時因遞迴推理不穩而失手。","research","zh","2026-07-05T09:04:09.134919+00:00",null,2,"2026-07-05T12:40:00.05029+00:00",[18,25],{"id":19,"slug":20,"title":21,"summary":22,"category":11,"image_url":23,"cover_image":23,"published_at":24,"is_canonical_seed":8},"140a1bc8-8432-4950-9ed7-f28ea3060068","llms-procedural-execution-diagnostic-study-zh","LLM 會算，但不一定照步驟做","這篇診斷研究直接測 LLM 能不能照程序一步一步執行。結果顯示，步驟一拉長，模型的程序忠實度就明顯下滑，算術本身卻不難。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777875651857-35bu.png","2026-05-04T06:20:26.192+00:00",{"id":26,"slug":27,"title":7,"summary":10,"category":11,"image_url":28,"cover_image":28,"published_at":29,"is_canonical_seed":30},"46ad5553-2eab-41b1-8602-82bf7fb94933","llm-generalization-shortest-path-scale-zh","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776406013309-pvmm.png","2026-04-17T06:06:33.036+00:00",true]