{"id":33636,"date":"2025-02-18T08:07:32","date_gmt":"2025-02-18T08:07:32","guid":{"rendered":"https:\/\/direc.dk\/?p=33636"},"modified":"2025-02-18T08:11:11","modified_gmt":"2025-02-18T08:11:11","slug":"thomas-hildebrandt-kalder-paa-paalidelig-ai-i-det-offentlige-det-skal-vaere-slut-med-sandsynlighedsgaetteri","status":"publish","type":"post","link":"https:\/\/direc.dk\/da\/thomas-hildebrandt-kalder-paa-paalidelig-ai-i-det-offentlige-det-skal-vaere-slut-med-sandsynlighedsgaetteri\/","title":{"rendered":"Thomas Hildebrandt kalder p\u00e5 p\u00e5lidelig AI i det offentlige \u2013 det skal v\u00e6re slut med \u201csandsynlighedsg\u00e6tteri\u201d"},"content":{"rendered":"\t\t
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\n\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tTil insights<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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21. januar 2025<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Researcher Relay #1<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Thomas Hildebrandt kalder p\u00e5 p\u00e5lidelig AI i det offentlige \u2013 det skal v\u00e6re slut med \u201csandsynlighedsg\u00e6tteri\u201d<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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I 15 \u00e5r har Thomas Hildebrandt forsket i den offentlige sektors brug af AI. Og gang p\u00e5 gang er projekterne endt p\u00e5 statens IT-kirkeg\u00e5rd. Efter talrige udfordringer, fornemmer han nu en bev\u00e6gelse mod modeller, som er kedeligere end sprogmodellerne, men mere p\u00e5lidelige og energieffektive. L\u00e6s den f\u00f8rste stafet i serien \u201cResearcher Relay\u201d.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Det er ikke sv\u00e6rt at forestille sig, hvordan AI vil kunne g\u00f8re gavn p\u00e5 et hospital eller i en kommune. Automatiserede processer og mere tid til de borgern\u00e6re opgaver er blot nogle af fordelene i det offentlige AI-nirvana, som man har fors\u00f8gt at n\u00e6rme sig de seneste \u00e5rtier.<\/p>\n

F\u00f8rst med profilering af borgere ved hj\u00e6lp af dataregistre. Senere med chatbots baseret p\u00e5 sprogmodeller. Succesen har dog v\u00e6ret begr\u00e6nset, og mange af modellerne er modellerne endt p\u00e5 det offentliges kirkeg\u00e5rd for kuldsejlede IT-projekter.<\/p>\n

Med 15 \u00e5rs erfaring med forskning i AI i det offentlige er Thomas Hildebrandt, Professor ved Datalogisk Institut p\u00e5 K\u00f8benhavns Universitet, en af de mest markante stemmer p\u00e5 omr\u00e5det. If\u00f8lge ham er sprogmodeller som ChatGPT blevet popul\u00e6re p\u00e5 grund af deres evne til at generere svar, der virker overbevisende og tilforladelige. Men under overfladen er de ikke bygget til at fungere i en kontekst, hvor svarene aldrig m\u00e5 v\u00e6re forkerte.<\/p>\n

\u201cDe her modeller producerer ikke svar ud fra reel logik. De er bare tekstgeneratorer, der finder den mest sandsynlige n\u00e6ste s\u00e6tning \u2013 ikke ud fra fakta, men ud fra statistik. Det duer simpelthen ikke i en offentlig kontekst, hvor vi skal kunne forklare, hvorfor en borger skal fratages sin kontanthj\u00e6lp, eller at b\u00f8rn skal tvangsfjernes,\u201d siger han.<\/p>\n

Hildebrandt peger p\u00e5, at offentlig sagsbehandling kr\u00e6ver gennemsigtighed. Borgerne skal kunne stole p\u00e5, at AI-systemer ikke bare g\u00e6tter, men faktisk overholder loven. Samtidig skal det kunne dokumenteres.<\/p>\n

\u201cVi skal kunne forklare, hvordan systemet n\u00e5r frem til en afg\u00f8relse. Det er et simpelt krav, som vi er n\u00f8dt til at stille i et retssamfund.\u201d<\/p>\n

Fra sp\u00e5domsmodeller til hybridl\u00f8sninger<\/h5>\n

Historien om AI i det offentlige er fuld af fejlslagne fors\u00f8g p\u00e5 at integrere hypet teknologi. F\u00f8rst troede man, at sammenkobling af data fra forskellige registre kunne forudsige alt fra langtidsledighed til b\u00f8rnepenge.<\/p>\n

\u201cDet endte med, at sagsbehandlerne ikke turde stole p\u00e5 teknologien, og at brugerne klagede over diskrimination,\u201c forklarer Thomas Hildebrandt<\/p>\n

For f\u00e5 \u00e5r siden dukkede sprogmodellerne op som en ny hyldevare, der lovede store forandringer. Offentligt ansatte blev sendt p\u00e5 kurser i at prompte, og man byggede RAG-l\u00f8sninger (retrieval-augmented generation) der tr\u00e6ner modellen p\u00e5 databaser af lovtekster. Men selv disse l\u00f8sninger har vist sig problematiske.
\n\u201cDe her systemer er for komplekse at holde ved lige, og hvad sker der, hvis der kommer en softwareopdatering? Der er for mange ukendte faktorer,\u201c advarer Hildebrandt.<\/p>\n

Udover deres upr\u00e6cise svar tr\u00e6kker sprogmodeller enorme m\u00e6ngder energi.<\/p>\n

\u201cDet kr\u00e6ver milliarder af beregninger at drive en sprogmodel, hvilket g\u00f8r dem ekstremt energiineffektive. En regelbaseret chatbot bruger 1.000 gange mindre energi. Den er kedeligere, men langt mere p\u00e5lidelig og sporbar,\u201c siger Thomas Hildebrandt.<\/p>\n

Hybrid AI kan v\u00e6re l\u00f8sningen<\/h5>\n

For Thomas Hildebrandt og hans forskerteam ligger fremtiden i hybrid AI, der kombinerer sprogmodeller med regelbaserede systemer. P\u00e5 den m\u00e5de kan borgerne interagere med sprogmodellen p\u00e5 en m\u00e5de, de er vant til, mens svarene indhentes fra et regelbaseret system, hvori lovens bestemmelser er kodet ind.<\/p>\n

\u201cDet handler om at bruge det bedste fra begge verdener. Regelbaserede systemer giver p\u00e5lidelighed og sporbarhed, og sprogmodeller kan bidrage med fleksibilitet og brugerinteraktion,\u201c siger han og bruger en byggesag som eksempel:<\/p>\n

\u201cHvis byggeriet af din kommende carport bliver afvist, skal systemet kunne forklare, hvilke regler der ligger til grund for afg\u00f8relsen. Det er den type AI, vi har brug for \u2013 ikke sandsynlighedsg\u00e6tteri.\u201d<\/p>\n

Derfor har hans team f\u00e5et st\u00f8tte til nye projekter, der involverer udviklingen af regelbaserede systemer.<\/p>\n

\u201cDet er positivt, at vi begynder at f\u00e5 tilkendegivelser fra det offentlige om, at det er denne vej, de vil g\u00e5. Derfor er jeg positiv omkring fremtiden for AI i det offentlige,\u201d afslutter han.<\/p>\n

Se videoen her:<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Researcher relay<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Interviewet med Thomas Hildebrandt er en del af serien Researcher Relay<\/em>, som er en stafet blandt forskere p\u00e5 tv\u00e6rs af de danske universiteter.<\/p>\n

Thomas Hildebrandt har valgt at sende stafetten videre til Naja Holten M\u00f8ller, lektor p\u00e5 DIKU. Hun arbejder til daglig med AI i hospitalssektoren.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

21. januar 2025<\/b><\/p>\n","protected":false},"author":3,"featured_media":33653,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[31,183],"tags":[],"class_list":["post-33636","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-nyheder","category-researcher-spotlight-da"],"yoast_head":"\nThomas Hildebrandt kalder p\u00e5 p\u00e5lidelig AI i det offentlige \u2013 det skal v\u00e6re slut med \u201csandsynlighedsg\u00e6tteri\u201d - DIREC<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/direc.dk\/da\/thomas-hildebrandt-kalder-paa-paalidelig-ai-i-det-offentlige-det-skal-vaere-slut-med-sandsynlighedsgaetteri\/\" \/>\n<meta property=\"og:locale\" content=\"da_DK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Thomas Hildebrandt kalder p\u00e5 p\u00e5lidelig AI i det offentlige \u2013 det skal v\u00e6re slut med \u201csandsynlighedsg\u00e6tteri\u201d - 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