{"id":6777,"date":"2023-10-26T09:17:15","date_gmt":"2023-10-26T09:17:15","guid":{"rendered":"https:\/\/dailyai.com\/?p=6777"},"modified":"2023-10-26T09:22:02","modified_gmt":"2023-10-26T09:22:02","slug":"woodpecker-could-solve-multimodal-llm-hallucinations","status":"publish","type":"post","link":"https:\/\/dailyai.com\/es\/2023\/10\/woodpecker-could-solve-multimodal-llm-hallucinations\/","title":{"rendered":"El p\u00e1jaro carpintero podr\u00eda resolver las alucinaciones multimodales del LLM"},"content":{"rendered":"<p><strong>Los modelos multiling\u00fces multimodales (MLLM) como el GPT-4V son realmente buenos analizando y describiendo im\u00e1genes, pero a veces alucinan y se equivocan. Un nuevo enfoque llamado Woodpecker podr\u00eda solucionarlo.<\/strong><\/p>\n<p>Si se le pide a un MLLM que describa una foto, normalmente puede identificar los objetos y describir la escena con precisi\u00f3n. Pero, al igual que ocurre con las respuestas a preguntas textuales, el modelo a veces hace suposiciones basadas en elementos o conceptos que a menudo aparecen juntos.<\/p>\n<p>Como resultado, un MLLM podr\u00eda describir una foto de la escena de un escaparate y decir que hay personas en la escena cuando en realidad no las hay.<\/p>\n<p>Corregir las alucinaciones en los LLM basados en texto es un proceso continuo, pero resulta mucho m\u00e1s f\u00e1cil cuando el modelo est\u00e1 conectado a Internet. El LLM puede generar una respuesta textual a una pregunta, comprobar su veracidad bas\u00e1ndose en datos relevantes de Internet y autocorregirse cuando sea necesario.<\/p>\n<p>Cient\u00edficos del laboratorio YouTu de Tencent y de la Universidad de Ciencia y Tecnolog\u00eda de China adoptaron este enfoque y lo plasmaron en una soluci\u00f3n visual llamada Woodpecker.<\/p>\n<p>En t\u00e9rminos sencillos, Woodpecker construye un corpus de conocimiento a partir de la imagen y luego un LLM puede utilizarlo como referencia para corregir la descripci\u00f3n inicial generada por el MLLM.<\/p>\n<p>He aqu\u00ed una breve descripci\u00f3n de su funcionamiento:<\/p>\n<ol>\n<li>Un LLM como GPT-3.5 Turbo analiza la descripci\u00f3n generada por el MLLM y extrae conceptos clave como objetos, cantidades y atributos. Por ejemplo, en la frase \"El hombre lleva un sombrero negro\", se extraen los objetos \"hombre\" y \"sombrero\".<\/li>\n<li>A continuaci\u00f3n, se pide a un LLM que genere preguntas relacionadas con estos conceptos como \"\u00bfHay un hombre en la imagen?\" o \"\u00bfQu\u00e9 lleva puesto el hombre?\".<\/li>\n<li>Estas preguntas se env\u00edan a un modelo de respuesta a preguntas visuales (VQA). Grounding DINO realiza la detecci\u00f3n y el recuento de objetos, mientras que BLIP-2-FlanT5 VQA responde a las preguntas relacionadas con atributos tras analizar la imagen.<\/li>\n<li>Un LLM combina las respuestas a las preguntas en una base de conocimiento visual de la imagen.<\/li>\n<li>Un LLM utiliza este corpus de conocimientos de referencia para corregir cualquier alucinaci\u00f3n en la descripci\u00f3n del MLLM original y a\u00f1ade detalles que se le pasaron por alto.<\/li>\n<\/ol>\n<figure id=\"attachment_6780\" aria-describedby=\"caption-attachment-6780\" style=\"width: 1610px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6780 size-full\" src=\"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections.png\" alt=\"\" width=\"1610\" height=\"1010\" srcset=\"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections.png 1610w, https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections-300x188.png 300w, https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections-1024x642.png 1024w, https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections-768x482.png 768w, https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections-1536x964.png 1536w, https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections-370x232.png 370w, https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections-800x502.png 800w, https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections-20x13.png 20w, https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections-740x464.png 740w, https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections-1600x1004.png 1600w, https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections-1320x828.png 1320w, https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/Woodpecker-corrections-77x48.png 77w\" sizes=\"auto, (max-width: 1610px) 100vw, 1610px\" \/><figcaption id=\"caption-attachment-6780\" class=\"wp-caption-text\">Descripciones incorrectas de MLLM junto con correcciones de Woodpecker. Fuente: <a href=\"https:\/\/arxiv.org\/pdf\/2310.16045.pdf\" target=\"_blank\" rel=\"noopener\">arXiv<\/a><\/figcaption><\/figure>\n<p>Los investigadores bautizaron su m\u00e9todo con el nombre de \"p\u00e1jaro carpintero\", en referencia al modo en que este p\u00e1jaro recoge insectos de los \u00e1rboles.<\/p>\n<p>Los resultados de las pruebas mostraron que Woodpecker consigui\u00f3 una mejora de la precisi\u00f3n de 30,66% para MiniGPT4 y de 24,33% para los modelos mPLUG-Owl.<\/p>\n<p>La naturaleza gen\u00e9rica de los modelos requeridos en este enfoque significa que el enfoque del P\u00e1jaro Carpintero podr\u00eda integrarse f\u00e1cilmente en varios MLLM.<\/p>\n<p>Si OpenAI integra Woodpecker en ChatGPT, podr\u00edamos ver una notable mejora en el ya impresionante rendimiento visual. Una reducci\u00f3n de la alucinaci\u00f3n MLLM tambi\u00e9n podr\u00eda mejorar la toma de decisiones automatizada por parte de los sistemas que utilizan descripciones visuales como entradas.<\/p>","protected":false},"excerpt":{"rendered":"<p>Los modelos multiling\u00fces multimodales (MLLM) como el GPT-4V son realmente buenos analizando y describiendo im\u00e1genes, pero a veces alucinan y se equivocan. Un nuevo enfoque llamado Woodpecker podr\u00eda solucionar este problema. Si le pides a un MLLM que describa una foto, normalmente puede identificar los objetos y describir la escena con precisi\u00f3n. Pero, al igual que ocurre con las respuestas de texto, el modelo a veces hace suposiciones basadas en elementos o conceptos que a menudo aparecen juntos. As\u00ed, un MLLM podr\u00eda describir una foto de una tienda y decir que hay personas en la escena cuando en realidad no las hay. Corregir<\/p>","protected":false},"author":6,"featured_media":6783,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[166,450],"class_list":["post-6777","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-computer-vision","tag-mllm"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Woodpecker could solve multimodal LLM hallucinations | 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\/es\/2023\/10\/woodpecker-could-solve-multimodal-llm-hallucinations\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Woodpecker could solve multimodal LLM hallucinations | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Multimodal Large Language Models (MLLM) like GPT-4V are really good at analyzing and describing images but sometimes they hallucinate and get things wrong. A new approach called Woodpecker could fix that. If you ask an MLLM to describe a photo it can normally pick out the objects and accurately describe the scene. But as with answers to text prompts, the model sometimes makes assumptions based on items or concepts that often appear together. As a result, an MLLM could describe a photo of a shopfront scene and say there are people in the scene when there actually aren\u2019t any. Fixing\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/es\/2023\/10\/woodpecker-could-solve-multimodal-llm-hallucinations\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2023-10-26T09:17:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-26T09:22:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/10\/woodpecker.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Eugene van der Watt\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:site\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta 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