{"id":20880,"date":"2023-08-08T21:09:21","date_gmt":"2023-08-08T21:09:21","guid":{"rendered":"https:\/\/nftandcrypto-news.com\/crypto\/chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists\/"},"modified":"2023-08-08T21:09:23","modified_gmt":"2023-08-08T21:09:23","slug":"chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists","status":"publish","type":"post","link":"https:\/\/nftandcrypto-news.com\/crypto\/chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists\/","title":{"rendered":"ChatGPT and Claude are \u2018becoming capable of tackling real-world missions,\u2019 say scientists"},"content":{"rendered":"<div data-v-2649fa34=\"\">\n<p>Nearly two dozen researchers from Tsinghua University, Ohio State University and the University of California at Berkeley collaborated to create a method for measuring the capabilities of large language models (LLMs) as real-world agents.<\/p>\n<p>LLMs such as OpenAI\u2019s ChatGPT and Anthropic\u2019s Claude have taken the technology world by storm over the past year, as cutting-edge \u201cchatbots\u201d have proven useful at a variety of tasks, including coding, cryptocurrency trading\u00a0and text generation. <\/p>\n<p><strong><em>Related: <\/em><\/strong><strong><em>OpenAI launches web crawler &#8216;GPTBot&#8217; amid plans for next model: GPT-5<\/em><\/strong><\/p>\n<p>Typically, these models are benchmarked based on their ability to output text perceived as humanlike or by their scores on plain-language tests designed for humans. By comparison, far fewer papers have been published on the subject of LLM models as agents. <\/p>\n<p>Artificial intelligence (AI) agents perform specific tasks, such as following a set of instructions within a specific environment. For example, researchers will often train an AI agent to navigate a complex digital environment as a method for studying the use of machine learning to develop autonomous robots safely.<\/p>\n<p><iframe title=\"AI Learns to Walk (deep reinforcement learning)\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/L_4BPjLBF4E?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<p>Traditional machine learning agents like the one in the video above aren\u2019t typically built as LLMs due to the prohibitive costs involved with training models such as ChatGPT and Claude. However, the largest LLMs have shown promise as agents.<\/p>\n<p>The team from Tsinghua, Ohio State and UC Berkeley developed a tool called AgentBench to evaluate and measure LLM models\u2019 capabilities as real-world agents, something the team claims is the first of its kind. <\/p>\n<p>According to the researchers\u2019 preprint paper, the main challenge in creating AgentBench was going beyond traditional AI learning environments \u2014 video games and physics simulators \u2014 and finding ways to apply LLM abilities to real-world problems so they could be effectively measured. <\/p>\n<figure><figcaption style=\"text-align: center;\"><em>Flowchart of AgentBench&#8217;s evaluation method. Source: Liu, et al<\/em><\/figcaption><\/figure>\n<p>What they came up with was a multidimensional set of tests that measures a model\u2019s ability to perform challenging tasks in a variety of environments. <\/p>\n<p>These include having models perform functions in an SQL database, working within an operating system, planning and performing household cleaning functions, shopping online, and several other high-level tasks that require step-by-step problem-solving. <\/p>\n<p>Per the paper, the largest, most expensive models outperformed open-source models by a significant amount: <\/p>\n<blockquote><p>\u201c[W]e have conducted a comprehensive evaluation of 25 different LLMs using AgentBench,\u00a0including both API-based and open-source models. Our results reveal that top-tier models like GPT-4 are capable of handling a wide array of real-world tasks, indicating the potential for developing a potent, continuously learning agent.\u201d<\/p><\/blockquote>\n<p>The researchers went so far as to claim that \u201ctop LLMs are becoming capable of tackling complex real-world missions\u201d but added that open-sourced competitors still have a \u201clong way to go.\u201d<\/p>\n<p><template data-name=\"subscription_form\" data-type=\"consulting_newsletter\"\/><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Nearly two dozen researchers from Tsinghua University, Ohio State University and the University of California at Berkeley collaborated to create a method for measuring the capabilities of large language models (LLMs) as real-world agents. LLMs such as OpenAI\u2019s ChatGPT and Anthropic\u2019s Claude have taken the technology world by storm over the past year, as cutting-edge [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":20881,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","om_disable_all_campaigns":false,"footnotes":""},"categories":[42],"tags":[],"class_list":["post-20880","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-crypto"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>ChatGPT and Claude are \u2018becoming capable of tackling real-world missions,\u2019 say scientists | NFT &amp; Crypto News<\/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:\/\/nftandcrypto-news.com\/crypto\/chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ChatGPT and Claude are \u2018becoming capable of tackling real-world missions,\u2019 say scientists | NFT &amp; Crypto News\" \/>\n<meta property=\"og:description\" content=\"Nearly two dozen researchers from Tsinghua University, Ohio State University and the University of California at Berkeley collaborated to create a method for measuring the capabilities of large language models (LLMs) as real-world agents. LLMs such as OpenAI\u2019s ChatGPT and Anthropic\u2019s Claude have taken the technology world by storm over the past year, as cutting-edge [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/nftandcrypto-news.com\/crypto\/chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists\/\" \/>\n<meta property=\"og:site_name\" content=\"NFT &amp; Crypto News\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-08T21:09:21+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-08-08T21:09:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/nftandcrypto-news.com\/wp-content\/uploads\/2023\/08\/1200_aHR0cHM6Ly9zMy5jb2ludGVsZWdyYXBoLmNvbS91cGxvYWRzLzIwMjMtMDgvMDIyMDBjZjctODU4ZS00ZGI5LWJiNmYtMWVjMzZhYTg0NGMzLmpwZw.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1160\" \/>\n\t<meta property=\"og:image:height\" content=\"773\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Staff\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Staff\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/nftandcrypto-news.com\/crypto\/chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/nftandcrypto-news.com\/crypto\/chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists\/\"},\"author\":{\"name\":\"Staff\",\"@id\":\"https:\/\/nftandcrypto-news.com\/#\/schema\/person\/352194e8b0cb9ae3ad5480e201b5f792\"},\"headline\":\"ChatGPT and Claude are \u2018becoming capable of tackling real-world missions,\u2019 say scientists\",\"datePublished\":\"2023-08-08T21:09:21+00:00\",\"dateModified\":\"2023-08-08T21:09:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/nftandcrypto-news.com\/crypto\/chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists\/\"},\"wordCount\":471,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/nftandcrypto-news.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/nftandcrypto-news.com\/crypto\/chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/nftandcrypto-news.com\/wp-content\/uploads\/2023\/08\/1200_aHR0cHM6Ly9zMy5jb2ludGVsZWdyYXBoLmNvbS91cGxvYWRzLzIwMjMtMDgvMDIyMDBjZjctODU4ZS00ZGI5LWJiNmYtMWVjMzZhYTg0NGMzLmpwZw.jpg\",\"articleSection\":[\"Crypto\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/nftandcrypto-news.com\/crypto\/chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/nftandcrypto-news.com\/crypto\/chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists\/\",\"url\":\"https:\/\/nftandcrypto-news.com\/crypto\/chatgpt-and-claude-are-becoming-capable-of-tackling-real-world-missions-say-scientists\/\",\"name\":\"ChatGPT and Claude are \u2018becoming capable of tackling real-world missions,\u2019 say scientists | NFT &amp; 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