{"id":3964,"date":"2023-08-09T06:56:16","date_gmt":"2023-08-09T06:56:16","guid":{"rendered":"https:\/\/dailyai.com\/?p=3964"},"modified":"2023-08-09T06:56:16","modified_gmt":"2023-08-09T06:56:16","slug":"we-want-unbiased-llms-but-its-impossible-heres-why","status":"publish","type":"post","link":"https:\/\/dailyai.com\/es\/2023\/08\/we-want-unbiased-llms-but-its-impossible-heres-why\/","title":{"rendered":"Queremos LLM imparciales, pero es imposible. He aqu\u00ed por qu\u00e9."},"content":{"rendered":"<p><strong>Empresas como OpenAI y Meta est\u00e1n trabajando duro para que sus modelos ling\u00fc\u00edsticos sean m\u00e1s seguros y menos sesgados, pero los modelos completamente imparciales pueden ser una quimera.<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">A <\/span><a href=\"https:\/\/aclanthology.org\/2023.acl-long.656.pdf\"><span style=\"font-weight: 400;\">nuevo trabajo de investigaci\u00f3n<\/span><\/a><span style=\"font-weight: 400;\"> de la Universidad de Washington, la Universidad Carnegie Mellon y la Universidad Xi'an Jiaotong concluyeron que todos los modelos ling\u00fc\u00edsticos de IA que probaron mostraban sesgos pol\u00edticos.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tras profundizar en las fuentes del sesgo, llegaron a la conclusi\u00f3n de que el sesgo en los modelos ling\u00fc\u00edsticos era inevitable.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Chan Park, uno de los autores del trabajo, dijo: \"Creemos que ning\u00fan modelo ling\u00fc\u00edstico puede estar totalmente libre de sesgos pol\u00edticos\".<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Los investigadores probaron 14 modelos ling\u00fc\u00edsticos diferentes y les pidieron opiniones sobre temas como la democracia, el racismo y el feminismo, para ver en qu\u00e9 lado del espectro pol\u00edtico se situaban los modelos.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Los resultados mostraron que ChatGPT y GPT-4 de OpenAI se situaban m\u00e1s a la izquierda, mientras que Llama de Meta daba las respuestas m\u00e1s a la derecha.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Los datos de entrenamiento no son la \u00fanica fuente de sesgo<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">La fuente obvia de <a href=\"https:\/\/dailyai.com\/es\/2023\/07\/unmasking-the-deep-seated-biases-in-ai-systems\/\">sesgo<\/a> son los datos con los que se entrenan estos modelos. Pero la nueva investigaci\u00f3n demostr\u00f3 que, incluso despu\u00e9s de depurar los datos de sesgos, los modelos eran susceptibles a sesgos de bajo nivel que permanec\u00edan en los datos.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Cabr\u00eda esperar que un LLM entrenado con un mont\u00f3n de datos de Fox News fuera m\u00e1s pro-republicano en sus respuestas. Pero el problema no est\u00e1 solo en los datos de entrenamiento.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Resulta que a medida que los modelos ling\u00fc\u00edsticos preentrenados se van afinando y utilizando, recogen m\u00e1s sesgos de sus operadores.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Soroush Vosoughi, profesor adjunto de inform\u00e1tica en el Dartmouth College, explic\u00f3 que los prejuicios se introducen en casi todas las etapas del desarrollo de un LLM.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Un ejemplo de ello es la forma en que OpenAI intenta eliminar los sesgos de sus modelos. Utiliza una t\u00e9cnica llamada \"Aprendizaje por refuerzo a trav\u00e9s de la retroalimentaci\u00f3n humana\" o RLHF (Reinforcement Learning through Human Feedback) para entrenar sus modelos.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">En RLHF, un operador humano entrena al modelo de forma similar a como se entrena a un cachorro. Si el cachorro hace algo bien, recibe un premio. Si muerde tus zapatillas, \"\u00a1Perro malo!\".<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Un operador de RLHF hace algunas preguntas a la modelo y otro operador eval\u00faa las m\u00faltiples respuestas que da la modelo. El segundo operador eval\u00faa las respuestas y las clasifica seg\u00fan la que m\u00e1s le haya gustado.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">En un <\/span><a href=\"https:\/\/openai.com\/blog\/how-should-ai-systems-behave\"><span style=\"font-weight: 400;\">sobre c\u00f3mo entrena a su IA<\/span><\/a><span style=\"font-weight: 400;\">, OpenAI dijo que da instrucciones a los formadores humanos para que \"eviten posicionarse sobre temas controvertidos\" y que \"los revisores no deben favorecer a ning\u00fan grupo pol\u00edtico\".<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Parece una buena idea, pero aunque nos esforcemos por no serlo, todos los humanos somos parciales. Y eso influye inevitablemente en el entrenamiento del modelo.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Incluso los autores del art\u00edculo antes mencionado reconocen en su conclusi\u00f3n que sus propios prejuicios podr\u00edan haber influido en su investigaci\u00f3n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">La soluci\u00f3n puede ser intentar que estos modelos ling\u00fc\u00edsticos no sean atrozmente malos y luego personalizarlos para que se ajusten a los prejuicios que tiene la gente. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">A menudo, la gente dice que quiere la verdad imparcial, pero luego acaba aferr\u00e1ndose a su fuente de noticias preferida, como Fox o CNN.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">No siempre nos ponemos de acuerdo sobre lo que est\u00e1 bien o mal y esta nueva investigaci\u00f3n parece demostrar que la IA tampoco podr\u00e1 ayudarnos a averiguarlo.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Empresas como OpenAI y Meta trabajan duro para que sus modelos ling\u00fc\u00edsticos sean m\u00e1s seguros y menos tendenciosos, pero los modelos completamente imparciales pueden ser una quimera. Un nuevo trabajo de investigaci\u00f3n de la Universidad de Washington, la Universidad Carnegie Mellon y la Universidad Xi'an Jiaotong concluye que todos los modelos ling\u00fc\u00edsticos de IA que probaron mostraban sesgos pol\u00edticos. Despu\u00e9s de analizar las fuentes del sesgo, llegaron a la conclusi\u00f3n de que el sesgo en los modelos ling\u00fc\u00edsticos era inevitable. Chan Park, uno de los autores del art\u00edculo, afirm\u00f3: \"Creemos que ning\u00fan modelo ling\u00fc\u00edstico puede estar totalmente libre de sesgos pol\u00edticos\". Los investigadores probaron 14 modelos ling\u00fc\u00edsticos diferentes y les preguntaron<\/p>","protected":false},"author":6,"featured_media":3979,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[88],"tags":[103,213,207,105,91],"class_list":["post-3964","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ethics","tag-ai-debate","tag-bias","tag-llm","tag-machine-learning","tag-policy"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>We want unbiased LLMs but it\u2019s impossible. 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After delving into the sources of the bias, they concluded that bias in language models was inevitable. Chan Park, one of the paper\u2019s authors, said \u201cWe believe no language model can be entirely free from political biases.\u201d The researchers tested 14 different language models and asked them\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/es\/2023\/08\/we-want-unbiased-llms-but-its-impossible-heres-why\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-09T06:56:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/08\/Bias-in-AI-models.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"666\" \/>\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 name=\"twitter:data1\" content=\"Eugene van der Watt\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/08\\\/we-want-unbiased-llms-but-its-impossible-heres-why\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2023\\\/08\\\/we-want-unbiased-llms-but-its-impossible-heres-why\\\/\"},\"author\":{\"name\":\"Eugene van der Watt\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/7ce525c6d0c79838b7cc7cde96993cfa\"},\"headline\":\"We want unbiased LLMs but it\u2019s impossible. 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