{"id":50012,"date":"2026-04-14T01:16:50","date_gmt":"2026-04-14T01:16:50","guid":{"rendered":"https:\/\/foreignnewstoday.com\/?p=50012"},"modified":"2026-04-14T01:16:50","modified_gmt":"2026-04-14T01:16:50","slug":"human-scientists-trounce-the-best-ai-agents-on-complex-tasks","status":"publish","type":"post","link":"https:\/\/foreignnewstoday.com\/?p=50012","title":{"rendered":"Human scientists trounce the best AI agents on complex tasks"},"content":{"rendered":"<p><br \/>\n<\/p>\n<div data-test=\"access-teaser\">\n<figure class=\"figure\"><picture class=\"embed intensity--high\"><source type=\"image\/webp\" srcset=\"https:\/\/media.nature.com\/lw767\/magazine-assets\/d41586-026-01199-z\/d41586-026-01199-z_52272470.jpg?as=webp 767w, https:\/\/media.nature.com\/lw319\/magazine-assets\/d41586-026-01199-z\/d41586-026-01199-z_52272470.jpg?as=webp 319w\" sizes=\"(max-width: 319px) 319px, (min-width: 1023px) 100vw,  767px\"\/><figcaption>\n<p class=\"figure__caption u-sans-serif\"><span class=\"mr10\">The number of publications in life, physical and Earth sciences that mention AI grew by a factor of almost 30 from 2010 to 2025.<\/span><span>Credit: 4kodiak\/Getty<\/span><\/p>\n<\/figcaption><\/picture><\/figure>\n<p>In an indication of how quickly scientists are embracing artificial intelligence, the number of publications in the natural sciences that mention AI grew by almost 30-fold from 2010 to 2025, according to an influential annual <a href=\"https:\/\/hai.stanford.edu\/ai-index\/2026-ai-index-report\" data-track=\"click\" data-label=\"https:\/\/hai.stanford.edu\/ai-index\/2026-ai-index-report\" data-track-category=\"body text link\">state-of-the-field report<\/a>. <\/p>\n<p>The proportion of publications in any given natural-sciences field that mention AI ranges from 6% to 9% (see \u2018AI paper boom\u2019), according to the Artificial Intelligence Index Report 2026, released today by the Stanford Institute for Human-Centered AI at Stanford University in California<sup><a href=\"#ref-CR1\" data-track=\"click\" data-action=\"anchor-link\" data-track-label=\"go to reference\" data-track-category=\"references\">1<\/a><\/sup>.<\/p>\n<p>\u201cScientists have really embraced this AI era,\u201d says computer scientist Yolanda Gil at the University of Southern California in Los Angeles, who led this year\u2019s index report (see \u2018Fun AI facts\u2019).<\/p>\n<figure class=\"figure\"><picture class=\"embed intensity--high\"><source type=\"image\/webp\" srcset=\"https:\/\/media.nature.com\/lw767\/magazine-assets\/d41586-026-01199-z\/d41586-026-01199-z_52283248.png?as=webp 767w, https:\/\/media.nature.com\/lw319\/magazine-assets\/d41586-026-01199-z\/d41586-026-01199-z_52283248.png?as=webp 319w\" sizes=\"(max-width: 319px) 319px, (min-width: 1023px) 100vw,  767px\"\/><img decoding=\"async\" class=\"figure__image\" alt=\"AI PAPER BOOM. Chart shows the number of natural-science publications that mention artificial intelligence from 2010 to 2025. Data shows a sharp increase from 2015 onwards.\" loading=\"lazy\" src=\"https:\/\/media.nature.com\/lw767\/magazine-assets\/d41586-026-01199-z\/d41586-026-01199-z_52283248.png\"\/><figcaption>\n<p class=\"figure__caption u-sans-serif\"><span>Source: Artificial Intelligence Index Report 2026<\/span><\/p>\n<\/figcaption><\/picture><\/figure>\n<p>Alongside the boom in AI-related science publications, the report also lists a host of newly released science foundation models \u2014 AI models that are broadly trained to take on a wide range of tasks, but also specially trained on massive data sets from a specific domain of science.<\/p>\n<p>Many researchers have started to rely on AI \u2018agents\u2019 that autonomously carry out actions including scientific workflows, but the report is sceptical about their performance. AI agents still struggle to reliably perform multistep workflows, it reports, with the best AI agents scoring roughly half as well as human specialists with PhDs. \u201cAgents are wonderful, but we are still far from a place where we understand how to use them effectively,\u201d says Gil.<\/p>\n<h2>Growing numbers<\/h2>\n<p>The report says that in 2025, more than 80,000 papers, preprints and other types of publication in the natural sciences \u2014 which includes life, physical and Earth sciences \u2014 mentioned AI, 26% more than in 2024. The subcategory of physical sciences had the largest number of publications that mention AI (33,000). The Earth sciences category had the highest percentage (9%).<\/p>\n<p><article class=\"recommended pull pull--left u-sans-serif\" data-label=\"Related\"><a href=\"https:\/\/www.nature.com\/articles\/d41586-025-03246-7\" class=\"u-link-inherit\" data-track=\"click\" data-track-label=\"recommended article\"><img decoding=\"async\" class=\"recommended__image\" alt=\"\" src=\"https:\/\/media.nature.com\/w400\/magazine-assets\/d41586-026-01199-z\/d41586-026-01199-z_51572570.png\"\/><\/p>\n<p class=\"recommended__title u-serif\">How AI agents will change research: a scientist\u2019s guide<\/p>\n<p><\/a><\/article>\n<\/p>\n<p>The boom in AI-related science papers is \u201cnot surprising\u201d, says computer scientist Arvind Narayanan at Princeton University in New Jersey, who was not involved with creating the index. But it\u2019s not clear, he says, whether the rise of AI use is productive for science. \u201cWhether or not this explosive growth is meaningful is hotly debated,\u201d Narayanan says. \u201cMy view is that it is happening too fast, without giving scientific norms time to adjust, and so the quality of research has taken a nosedive.\u201d<\/p>\n<p>Gil says there isn\u2019t much evidence yet that AI is improving scientists\u2019 productivity. \u201cThe studies are limited,\u201d she says. But, she adds, scientists \u201ccan\u2019t live without it. If you took AI away from them, there would be a riot. So it must be helping in some way.\u201d<\/p>\n<h2>Top models<\/h2>\n<p>As uptake has grown, so has the number of AI platforms available to researchers. This past year saw the emergence of many science foundation models, including the first one for astronomy, AION-1, which was trained on more than 200 million celestial objects. This training helps it to classify galaxies or estimate their properties. \u201cWhen I talked to scientists in 2024 and said \u2018There\u2019s foundation models for science\u2019, scientists would not know what that means. They didn\u2019t know they existed. I think we have seen that really advance very quickly,\u201d says Gil.<\/p>\n<\/div>\n<p><br \/>\n<br \/><a href=\"https:\/\/www.nature.com\/articles\/d41586-026-01199-z\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The number of publications in life, physical and Earth sciences that mention AI grew by a factor of almost 30 from 2010 to 2025.Credit: 4kodiak\/Getty In&hellip;<\/p>\n","protected":false},"author":1,"featured_media":50013,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[35],"tags":[],"class_list":["post-50012","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-science"],"_links":{"self":[{"href":"https:\/\/foreignnewstoday.com\/index.php?rest_route=\/wp\/v2\/posts\/50012","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/foreignnewstoday.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/foreignnewstoday.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/foreignnewstoday.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/foreignnewstoday.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=50012"}],"version-history":[{"count":0,"href":"https:\/\/foreignnewstoday.com\/index.php?rest_route=\/wp\/v2\/posts\/50012\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/foreignnewstoday.com\/index.php?rest_route=\/wp\/v2\/media\/50013"}],"wp:attachment":[{"href":"https:\/\/foreignnewstoday.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=50012"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/foreignnewstoday.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=50012"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/foreignnewstoday.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=50012"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}