{"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\/da\/2023\/08\/metas-nougat-makes-scientific-texts-machine-readable\/","title":{"rendered":"Meta's Nougat g\u00f8r videnskabelige tekster maskinl\u00e6sbare"},"content":{"rendered":"

Meta har udviklet en ny AI-model kaldet Nougat, som p\u00e5 p\u00e5lidelig vis kan omdanne videnskabelig tekst til maskinl\u00e6sbar tekst.<\/strong><\/p>\n

Hvis du nogensinde har pr\u00f8vet at l\u00e6se en videnskabelig forskningsartikel, s\u00e5 begynder du at forst\u00e5, hvorfor det er sv\u00e6rt at behandle den elektronisk. De nuv\u00e6rende OCR-v\u00e6rkt\u00f8jer (Optical Character Recognition) analyserer teksten linje for linje.<\/span><\/p>\n

Det er fint nok til rent tekstbaserede dokumenter, men videnskabelige artikler tilf\u00f8jer et niveau af kompleksitet, som disse standardv\u00e6rkt\u00f8jer ikke kan h\u00e5ndtere.\u00a0<\/span><\/p>\n

Videnskabelige artikler indeholder matematiske og videnskabelige symboler og formler, der ofte tilf\u00f8jes som subskriptioner eller superscripts. Selv de bedste OCR'er har problemer med at fange disse korrekt.<\/span><\/p>\n

Det, der g\u00f8r det endnu mere udfordrende, er, at mange af disse forskningsartikler er d\u00e5rligt scannede, og at originalerne ikke l\u00e6ngere er tilg\u00e6ngelige. Nougat, som st\u00e5r for Neural Optical Understanding for Academic Documents, er klar til at tage udfordringen op.<\/span><\/p>\n

I stedet for at scanne linje for linje behandler Nougat hele siden ved hj\u00e6lp af en variant af Meta's Vision Transformer til billedanalyse. Modellen blev tr\u00e6net p\u00e5 et datas\u00e6t med artikler udgivet p\u00e5 PubMed Central og arXiv, som havde tilsvarende LaTeX-kildekode.<\/span><\/p>\n

LaTeX er software, der bruges til at skrive videnskabelige artikler, som kr\u00e6ver komplekse formler og matematiske symboler. Modellen blev tr\u00e6net ved at se p\u00e5 billedet af papiret og sammenligne det med den kode, der genererede den komplekse tekst.<\/span><\/p>\n

Her er et eksempel p\u00e5 et af Metas eksperimenter med at digitalisere et gammelt forskningspapir.<\/span><\/p>\n

\"\"<\/p>\n

Kilde: <\/span>Meta<\/span><\/a><\/p>\n

 <\/p>\n

Der er nogle mere imponerende eksempler p\u00e5 Forskningsside p\u00e5 Facebook<\/a>.<\/p>\n

Nougat er ikke perfekt, men den opn\u00e5ede stadig en BLEU-score p\u00e5 over 91% og en n\u00f8jagtighed p\u00e5 over 96% med l\u00f8bende tekst. BLEU-scoren m\u00e5ler ligheden mellem den maskinoversatte tekst og et s\u00e6t referenceovers\u00e6ttelser af h\u00f8j kvalitet.<\/span><\/p>\n

For formler og tabeller gik det lidt d\u00e5rligere med en n\u00f8jagtighed p\u00e5 lidt over 75%. Det er stadig meget bedre end konkurrerende modeller som GROBID, der kun form\u00e5r at ramme rigtigt i 11% af tilf\u00e6ldene.<\/span><\/p>\n

Der er millioner af forskningssider, som ikke kan indekseres eller s\u00f8ges i, fordi de kun kan l\u00e6ses effektivt af mennesker. Nougat \u00e6ndrer p\u00e5 det ved at g\u00f8re det muligt at konvertere selv d\u00e5rligt scannede forsknings-PDF'er til maskinl\u00e6sbar tekst.<\/span><\/p>\n

Som med s\u00e5 mange af de andre nye v\u00e6rkt\u00f8jer har Meta gjort dette frit tilg\u00e6ngeligt. tilg\u00e6ngelig p\u00e5 GitHub<\/a>. Der kan dog v\u00e6re en vis grad af egeninteresse i denne udvikling. N\u00e5r gamle forskningsartikler er maskinl\u00e6sbare, bliver de tilg\u00e6ngelige for tr\u00e6ning af andre AI-modeller.<\/p>\n

Det bliver interessant at se, hvilke forsvundne forskningsperler der bliver genopdaget ved hj\u00e6lp af Nougat.<\/span><\/p>","protected":false},"excerpt":{"rendered":"

Meta har udviklet en ny AI-model kaldet Nougat, som p\u00e5 p\u00e5lidelig vis kan omdanne videnskabelig tekst til maskinl\u00e6sbar tekst. Hvis du nogensinde har pr\u00f8vet at l\u00e6se et videnskabeligt forskningspapir, begynder du at forst\u00e5, hvorfor det er sv\u00e6rt at behandle det elektronisk. De nuv\u00e6rende OCR-v\u00e6rkt\u00f8jer (Optical Character Recognition) analyserer teksten linje for linje. Det er fint nok til rent tekstbaserede dokumenter, men videnskabelige artikler tilf\u00f8jer et niveau af kompleksitet, som disse standardv\u00e6rkt\u00f8jer ikke kan h\u00e5ndtere. Videnskabelige artikler indeholder matematiske og videnskabelige symboler og formler, der ofte tilf\u00f8jes som under- eller overskrifter. Selv de bedste OCR'er har problemer med at fange disse korrekt.<\/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\/da\/2023\/08\/metas-nougat-makes-scientific-texts-machine-readable\/\" \/>\n<meta property=\"og:locale\" content=\"da_DK\" \/>\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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