{"id":4797,"date":"2023-08-29T16:25:27","date_gmt":"2023-08-29T16:25:27","guid":{"rendered":"https:\/\/dailyai.com\/?p=4797"},"modified":"2023-08-29T16:25:27","modified_gmt":"2023-08-29T16:25:27","slug":"metas-nougat-makes-scientific-texts-machine-readable","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2023\/08\/metas-nougat-makes-scientific-texts-machine-readable\/","title":{"rendered":"Meta's Nougat g\u00f6r vetenskapliga texter maskinl\u00e4sbara"},"content":{"rendered":"

Meta har utvecklat en ny AI-modell som heter Nougat som p\u00e5 ett tillf\u00f6rlitligt s\u00e4tt kan omvandla vetenskaplig text till maskinl\u00e4sbar text.<\/strong><\/p>\n

Om du n\u00e5gonsin har f\u00f6rs\u00f6kt l\u00e4sa ett vetenskapligt forskningsdokument s\u00e5 f\u00f6rst\u00e5r du varf\u00f6r det \u00e4r sv\u00e5rt att bearbeta det elektroniskt. Nuvarande OCR-verktyg (Optical Character Recognition) analyserar texten rad f\u00f6r rad.<\/span><\/p>\n

Det \u00e4r bra f\u00f6r rent textbaserade dokument, men vetenskapliga artiklar l\u00e4gger till en niv\u00e5 av komplexitet som dessa standardverktyg inte kan hantera.\u00a0<\/span><\/p>\n

Vetenskapliga artiklar inneh\u00e5ller matematiska och vetenskapliga symboler och formler som ofta l\u00e4ggs till som subskriptioner eller superscripts. \u00c4ven de b\u00e4sta OCR-programmen har problem med att f\u00e5nga dessa korrekt.<\/span><\/p>\n

Det som g\u00f6r det \u00e4nnu mer utmanande \u00e4r att m\u00e5nga av dessa forskningsrapporter \u00e4r d\u00e5ligt skannade och att originalen inte l\u00e4ngre finns tillg\u00e4ngliga. Nougat, som st\u00e5r f\u00f6r Neural Optical Understanding for Academic Documents, \u00e4r redo att anta utmaningen.<\/span><\/p>\n

Ist\u00e4llet f\u00f6r att skanna rad f\u00f6r rad bearbetar Nougat hela sidan med hj\u00e4lp av en variant av Meta's Vision Transformer f\u00f6r bildanalys. Modellen tr\u00e4nades p\u00e5 en datam\u00e4ngd med artiklar som publicerats p\u00e5 PubMed Central och arXiv som hade motsvarande LaTeX-k\u00e4llkod.<\/span><\/p>\n

LaTeX \u00e4r en programvara som anv\u00e4nds f\u00f6r att skriva vetenskapliga artiklar som kr\u00e4ver komplexa formler och matematiska symboler. Modellen tr\u00e4nades genom att titta p\u00e5 bilden av papperet och j\u00e4mf\u00f6ra den med koden som genererade den komplexa texten.<\/span><\/p>\n

H\u00e4r \u00e4r ett exempel p\u00e5 ett av Metas experiment med att digitalisera ett gammalt forskningspapper.<\/span><\/p>\n

\"\"<\/p>\n

K\u00e4lla: <\/span>Meta<\/span><\/a><\/p>\n

 <\/p>\n

Det finns n\u00e5gra mer imponerande exempel p\u00e5 Facebook Forskningssida<\/a>.<\/p>\n

Nougat \u00e4r inte perfekt, men det uppn\u00e5dde \u00e4nd\u00e5 en BLEU-po\u00e4ng p\u00e5 \u00f6ver 91% och en noggrannhet p\u00e5 \u00f6ver 96% med l\u00f6pande text. BLEU-po\u00e4ngen m\u00e4ter likheten mellan den maskin\u00f6versatta texten och en upps\u00e4ttning referens\u00f6vers\u00e4ttningar av h\u00f6g kvalitet.<\/span><\/p>\n

F\u00f6r formler och tabeller gick det lite s\u00e4mre med en noggrannhet p\u00e5 drygt 75%. Det \u00e4r fortfarande mycket b\u00e4ttre \u00e4n konkurrerande modeller som GROBID som bara lyckas f\u00e5 r\u00e4tt 11% av tiden.<\/span><\/p>\n

Det finns miljontals sidor med forskning som inte \u00e4r indexerbara eller s\u00f6kbara eftersom de bara kan l\u00e4sas effektivt av m\u00e4nniskor. Nougat \u00e4ndrar p\u00e5 detta genom att till\u00e5ta att \u00e4ven d\u00e5ligt skannade forsknings-PDF:er konverteras till maskinl\u00e4sbar text.<\/span><\/p>\n

Som med s\u00e5 m\u00e5nga av sina andra nya verktyg har Meta gjort den h\u00e4r fritt tillg\u00e4nglig p\u00e5 GitHub<\/a>. Det kan dock finnas en viss grad av egenintresse i denna utveckling. N\u00e4r gamla forskningsrapporter blir maskinl\u00e4sbara blir de tillg\u00e4ngliga f\u00f6r utbildning av andra AI-modeller.<\/p>\n

Det kommer att bli intressant att se vilka sedan l\u00e4nge f\u00f6rlorade forskningsp\u00e4rlor som \u00e5teruppt\u00e4cks med Nougat.<\/span><\/p>","protected":false},"excerpt":{"rendered":"

Meta har utvecklat en ny AI-modell kallad Nougat som p\u00e5 ett tillf\u00f6rlitligt s\u00e4tt kan f\u00f6rvandla vetenskaplig text till maskinl\u00e4sbar text. Om du n\u00e5gonsin har f\u00f6rs\u00f6kt l\u00e4sa ett vetenskapligt forskningsdokument b\u00f6rjar du f\u00f6rst\u00e5 varf\u00f6r det \u00e4r sv\u00e5rt f\u00f6r det att behandlas elektroniskt. Nuvarande OCR-verktyg (Optical Character Recognition) analyserar texten rad f\u00f6r rad. Det \u00e4r bra f\u00f6r rent textbaserade dokument, men vetenskapliga artiklar tillf\u00f6r en niv\u00e5 av komplexitet som dessa standardverktyg inte kan hantera. Vetenskapliga artiklar inneh\u00e5ller matematiska och vetenskapliga symboler och formler som ofta l\u00e4ggs till som subskriptioner eller superscripts. \u00c4ven de b\u00e4sta OCR-verktygen har problem med att f\u00e5nga upp dessa p\u00e5 r\u00e4tt s\u00e4tt.<\/p>","protected":false},"author":6,"featured_media":4800,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[83],"tags":[150,190,207,105,131],"class_list":["post-4797","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product","tag-ai-benefits","tag-education","tag-llm","tag-machine-learning","tag-meta"],"yoast_head":"\nMeta\u2019s Nougat makes scientific texts machine-readable | DailyAI<\/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:\/\/dailyai.com\/sv\/2023\/08\/metas-nougat-makes-scientific-texts-machine-readable\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Meta\u2019s Nougat makes scientific texts machine-readable | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Meta has developed a new AI model called Nougat that can reliably turn scientific text into machine-readable text. 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