{"id":226959,"date":"2025-12-12T01:12:10","date_gmt":"2025-12-12T07:12:10","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/12\/squashing-fantastic-bugs-hidden-in-ai-benchmarks"},"modified":"2025-12-12T01:12:10","modified_gmt":"2025-12-12T07:12:10","slug":"squashing-fantastic-bugs-hidden-in-ai-benchmarks","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/12\/squashing-fantastic-bugs-hidden-in-ai-benchmarks","title":{"rendered":"Squashing \u2018fantastic bugs\u2019 hidden in AI benchmarks"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/squashing-fantastic-bugs-hidden-in-ai-benchmarks2.jpg\"><\/a><\/p>\n<p>After reviewing thousands of benchmarks used in AI development, a Stanford team found that 5% could have serious flaws with far-reaching ramifications.<\/p>\n<p>Each time an AI researcher trains a new model to understand language, recognize images, or solve a medical riddle, one big question remains: Is this model better than what went before? To answer that question, AI researchers rely on batteries of benchmarks, or tests to measure and assess a new model\u2019s capabilities. Benchmark scores can make or break a model.<\/p>\n<p>But there are tens of thousands of benchmarks spread across several datasets. Which one should developers use, and are all of equal worth?<\/p>\n","protected":false},"excerpt":{"rendered":"<p>After reviewing thousands of benchmarks used in AI development, a Stanford team found that 5% could have serious flaws with far-reaching ramifications. Each time an AI researcher trains a new model to understand language, recognize images, or solve a medical riddle, one big question remains: Is this model better than what went before? To answer [\u2026]<\/p>\n","protected":false},"author":662,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11,6],"tags":[],"class_list":["post-226959","post","type-post","status-publish","format-standard","hentry","category-biotech-medical","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/226959","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/662"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=226959"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/226959\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=226959"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=226959"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=226959"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}