--- title: Bayesian Optimization for Preference Elicitation with... description: Researchers have developed PEBOL, a novel algorithm that combines large language models with Bayesian optimization for efficient preference elicitation. PEBOL... canonical: https://daily.dev/posts/bayesian-optimization-for-preference-elicitation-with-large-language-models-jghfiugmf twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Bayesian Optimization for Preference Elicitation with Large Language Models | daily.dev og:description: Researchers have developed PEBOL, a novel algorithm that combines large language models with Bayesian optimization for efficient preference elicitation. PEBOL... og:url: https://daily.dev/posts/bayesian-optimization-for-preference-elicitation-with-large-language-models-jghfiugmf og:image: https://api.daily.dev/og/posts/jGHfiUgmF.png og:image:alt: Bayesian Optimization for Preference Elicitation with Large Language Models og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Bayesian Optimization for Preference Elicitation with Large Language Models **[Machine Learning News](https://daily.dev/sources/mlnews)** · 4 min read · 2 upvotes · 0 comments ## Summary Researchers have developed PEBOL, a novel algorithm that combines large language models with Bayesian optimization for efficient preference elicitation. PEBOL uses natural language queries and Bayesian belief updates to identify user preferences and provide personalized recommendations. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#data-science](https://daily.dev/tags/data-science), [#llm](https://daily.dev/tags/llm), [#recommendation-systems](https://daily.dev/tags/recommendation-systems) [View this post on daily.dev](https://daily.dev/posts/bayesian-optimization-for-preference-elicitation-with-large-language-models-jghfiugmf) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Bayesian Optimization for Preference Elicitation with Large Language Models","url":"https://daily.dev/posts/bayesian-optimization-for-preference-elicitation-with-large-language-models-jghfiugmf","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/bayesian-optimization-for-preference-elicitation-with-large-language-models-jghfiugmf"},"datePublished":"2024-05-08T00:48:33.428Z","dateModified":"2024-05-09T08:39:06.345Z","description":"Researchers have developed PEBOL, a novel algorithm that combines large language models with Bayesian optimization for efficient preference elicitation. 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