{"id":230413,"date":"2023-09-08T18:16:04","date_gmt":"2023-09-08T10:16:04","guid":{"rendered":"https:\/\/magicalbits.net\/?p=230413"},"modified":"2023-09-08T18:16:04","modified_gmt":"2023-09-08T10:16:04","slug":"fast-ai-can-llms-learn-from-a-single-example","status":"publish","type":"post","link":"https:\/\/magicalbits.net\/?p=230413","title":{"rendered":"fast.ai &#8211; Can LLMs learn from a single example?"},"content":{"rendered":"<blockquote><p>The only thing that we have come up with (so far!) that fully explains this picture is that the hypothesis is correct: the model is rapidly learning to recognise examples even just seeing them once. Let\u2019s work through each part of the loss curve in turn\u2026<\/p><\/blockquote>\n<p>Source: <em><a href=\"https:\/\/www.fast.ai\/posts\/2023-09-04-learning-jumps\/\">fast.ai &#8211; Can LLMs learn from a single example?<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The only thing that we have come up with (so far!) that fully explains this picture is that the hypothesis is correct: the model is rapidly learning to recognise examples even just seeing them once. Let\u2019s work through each part of the loss curve in turn\u2026 Source: fast.ai &#8211; Can LLMs learn from a single [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ep_exclude_from_search":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-230413","post","type-post","status-publish","format-standard","hentry","category-uncategorised"],"jetpack_featured_media_url":"","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/magicalbits.net\/index.php?rest_route=\/wp\/v2\/posts\/230413","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/magicalbits.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/magicalbits.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/magicalbits.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/magicalbits.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=230413"}],"version-history":[{"count":1,"href":"https:\/\/magicalbits.net\/index.php?rest_route=\/wp\/v2\/posts\/230413\/revisions"}],"predecessor-version":[{"id":230414,"href":"https:\/\/magicalbits.net\/index.php?rest_route=\/wp\/v2\/posts\/230413\/revisions\/230414"}],"wp:attachment":[{"href":"https:\/\/magicalbits.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=230413"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/magicalbits.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=230413"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/magicalbits.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=230413"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}