[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-llm-adaptation":3},{"tag":4,"articles":10},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":9},"e815939c-7963-4f56-b9a3-c203541a5d30","LLM adaptation","llm-adaptation",0,null,[11],{"id":12,"slug":13,"title":14,"summary":15,"category":16,"image_url":17,"cover_image":17,"language":18,"created_at":19},"edde0788-6235-422f-8f23-976a916f0dad","two-stage-adaptation-multilingual-coreference-zh","多語共指辨識的兩階段適配","這篇論文提出兩階段適配法，讓 LLM 更能處理多語共指辨識，但摘要未公開完整 benchmark 數字。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779257038411-hvoo.png","zh","2026-05-20T06:03:31.358282+00:00"]