[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-conformal-prediction":3},{"tag":4,"articles":10},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":9},"93797cbd-e7d4-4b51-a1dd-5bd2ba83bd33","conformal prediction","conformal-prediction",2,null,[11,20],{"id":12,"slug":13,"title":14,"summary":15,"category":16,"image_url":17,"cover_image":17,"language":18,"created_at":19},"acaa0a72-4a72-44c1-b290-b9fde291c56c","conformal-path-reasoning-kgqa-calibration-zh","CPR 讓 KGQA 更可控","CPR 把 conformal calibration 放到 KGQA 的推理路徑層級，目標是讓答案集合更小、覆蓋率更穩定，提升可部署性。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778481062254-mx5m.png","zh","2026-05-11T06:30:34.919508+00:00",{"id":21,"slug":22,"title":23,"summary":24,"category":16,"image_url":25,"cover_image":25,"language":18,"created_at":26},"082ebaa3-ad6f-421a-860a-8566846fb9c1","llm-judge-reliability-conformal-transitivity-zh","LLM 評審別只看平均分","這篇論文提醒：LLM 當評審時，平均表現看起來穩，不代表每個輸入都可靠。作者用 transitivity 檢查與 conformal prediction sets，抓出輸入層級的不一致與不確定性。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776406189176-acr2.png","2026-04-17T06:09:32.920971+00:00"]