{"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\/pt\/2023\/08\/metas-nougat-makes-scientific-texts-machine-readable\/","title":{"rendered":"O Nougat da Meta torna os textos cient\u00edficos leg\u00edveis por m\u00e1quina"},"content":{"rendered":"

A Meta desenvolveu um novo modelo de IA chamado Nougat que pode transformar, de forma fi\u00e1vel, texto cient\u00edfico em texto leg\u00edvel por m\u00e1quina.<\/strong><\/p>\n

Se alguma vez tentou ler um documento de investiga\u00e7\u00e3o cient\u00edfica, ent\u00e3o come\u00e7a a perceber porque \u00e9 que \u00e9 dif\u00edcil process\u00e1-lo eletronicamente. As ferramentas actuais de reconhecimento \u00f3tico de caracteres (OCR) analisam o texto linha a linha.<\/span><\/p>\n

Isto \u00e9 \u00f3timo para documentos puramente baseados em texto, mas os documentos cient\u00edficos acrescentam um n\u00edvel de complexidade que estas ferramentas padr\u00e3o n\u00e3o conseguem suportar.\u00a0<\/span><\/p>\n

Os documentos cient\u00edficos incluem s\u00edmbolos e f\u00f3rmulas matem\u00e1ticas e cient\u00edficas que s\u00e3o frequentemente adicionados como subscritos ou sobrescritos. Mesmo os melhores OCRs t\u00eam dificuldade em capturar estes s\u00edmbolos corretamente.<\/span><\/p>\n

O que o torna ainda mais dif\u00edcil \u00e9 o facto de muitos destes documentos de investiga\u00e7\u00e3o estarem mal digitalizados e de os originais j\u00e1 n\u00e3o estarem dispon\u00edveis. O Nougat, que significa Compreens\u00e3o \u00d3tica Neural para Documentos Acad\u00e9micos, est\u00e1 \u00e0 altura do desafio.<\/span><\/p>\n

Em vez de digitalizar linha a linha, o Nougat processa a p\u00e1gina inteira utilizando uma variante do Vision Transformer da Meta para an\u00e1lise de imagens. O modelo foi treinado num conjunto de dados de artigos publicados no PubMed Central e no arXiv que tinham o c\u00f3digo-fonte LaTeX correspondente.<\/span><\/p>\n

O LaTeX \u00e9 um software utilizado para escrever artigos cient\u00edficos que requerem f\u00f3rmulas complexas e s\u00edmbolos matem\u00e1ticos. O modelo foi treinado olhando para a imagem do documento e comparando-a com o c\u00f3digo que gerou o texto complexo.<\/span><\/p>\n

Aqui est\u00e1 um exemplo de uma das experi\u00eancias da Meta na digitaliza\u00e7\u00e3o de um antigo trabalho de investiga\u00e7\u00e3o.<\/span><\/p>\n

\"\"<\/p>\n

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

 <\/p>\n

Existem alguns exemplos mais impressionantes no P\u00e1gina de investiga\u00e7\u00e3o do Facebook<\/a>.<\/p>\n

O Nougat n\u00e3o \u00e9 perfeito, mas ainda assim alcan\u00e7ou uma pontua\u00e7\u00e3o BLEU superior a 91% e uma precis\u00e3o superior a 96% com texto cont\u00ednuo. A pontua\u00e7\u00e3o BLEU mede a semelhan\u00e7a entre o texto traduzido por m\u00e1quina e um conjunto de tradu\u00e7\u00f5es de refer\u00eancia de alta qualidade.<\/span><\/p>\n

Para f\u00f3rmulas e tabelas, o desempenho foi um pouco pior, com uma precis\u00e3o de pouco mais de 75%. Este valor \u00e9 muito melhor do que os modelos concorrentes, como o GROBID, que s\u00f3 consegue acertar em 11% das vezes.<\/span><\/p>\n

H\u00e1 milh\u00f5es de p\u00e1ginas de investiga\u00e7\u00e3o que n\u00e3o s\u00e3o index\u00e1veis ou pesquis\u00e1veis porque s\u00f3 podem ser efetivamente lidas por humanos. O Nougat muda isso, permitindo que mesmo os PDFs de investiga\u00e7\u00e3o mal digitalizados sejam convertidos em texto leg\u00edvel por m\u00e1quinas.<\/span><\/p>\n

Tal como acontece com muitas das suas outras novas ferramentas, o Meta tornou esta livremente dispon\u00edvel no GitHub<\/a>. No entanto, pode haver algum n\u00edvel de interesse pr\u00f3prio neste desenvolvimento. Quando os documentos de investiga\u00e7\u00e3o antigos s\u00e3o leg\u00edveis por m\u00e1quinas, ficam dispon\u00edveis para treinar outros modelos de IA.<\/p>\n

Ser\u00e1 interessante ver que j\u00f3ias de investiga\u00e7\u00e3o h\u00e1 muito perdidas s\u00e3o redescobertas com o Nougat.<\/span><\/p>","protected":false},"excerpt":{"rendered":"

A Meta desenvolveu um novo modelo de IA, chamado Nougat, que pode transformar, de forma fi\u00e1vel, texto cient\u00edfico em texto leg\u00edvel por m\u00e1quina. Se alguma vez tentou ler um documento de investiga\u00e7\u00e3o cient\u00edfica, come\u00e7a a perceber porque \u00e9 dif\u00edcil process\u00e1-lo eletronicamente. As ferramentas actuais de reconhecimento \u00f3tico de caracteres (OCR) analisam o texto linha a linha. Isto \u00e9 \u00f3timo para documentos puramente baseados em texto, mas os documentos cient\u00edficos acrescentam um n\u00edvel de complexidade que estas ferramentas padr\u00e3o n\u00e3o conseguem resolver. Os documentos cient\u00edficos incluem s\u00edmbolos e f\u00f3rmulas matem\u00e1ticas e cient\u00edficas que s\u00e3o frequentemente adicionados como subscritos ou sobrescritos. Mesmo os melhores OCRs t\u00eam dificuldade em capturar estes elementos corretamente.<\/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\/pt\/2023\/08\/metas-nougat-makes-scientific-texts-machine-readable\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\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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