{"id":87883,"date":"2024-03-21T19:06:52","date_gmt":"2024-03-22T00:06:52","guid":{"rendered":"http:\/\/www.kateva.org\/sh\/?p=87883"},"modified":"2024-03-21T19:06:52","modified_gmt":"2024-03-22T00:06:52","slug":"in-2022-a-team-of-google-researchers-showed-that-asking-language-models-to-generate-step-by-step-solutions-enabled-the-models-to-solve-problems-that-had-previously-seemed-beyond-their-reach","status":"publish","type":"post","link":"http:\/\/www.kateva.org\/sh\/?p=87883","title":{"rendered":"\u201cin 2022, a team of Google researchers showed that asking language models to generate step-by-step solutions enabled the models to solve problems that had previously seemed beyond their reach\u201d &#x1f193;"},"content":{"rendered":"<p><a href=\"https:\/\/www.quantamagazine.org\/how-chain-of-thought-reasoning-helps-neural-networks-compute-20240321\/\">Link<\/a>. \u201cline of research that uses [very esoteric] complexity theory to study the intrinsic capabilities and limitations of language models.\u201d<\/p>\n<p>This article is also the best LLM primer I have read. Quanta is amazing.<\/p>\n<p>PS. People who say we understand LLMs are wrong.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Link. \u201cline of research that uses [very esoteric] complexity theory to study the intrinsic capabilities and limitations of language models.\u201d This article is also the best LLM primer I have read. Quanta is amazing. PS. People who say we understand &hellip; <a href=\"http:\/\/www.kateva.org\/sh\/?p=87883\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[32],"class_list":["post-87883","post","type-post","status-publish","format-standard","hentry","category-share","tag-pinboard"],"_links":{"self":[{"href":"http:\/\/www.kateva.org\/sh\/index.php?rest_route=\/wp\/v2\/posts\/87883","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.kateva.org\/sh\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.kateva.org\/sh\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.kateva.org\/sh\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.kateva.org\/sh\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=87883"}],"version-history":[{"count":1,"href":"http:\/\/www.kateva.org\/sh\/index.php?rest_route=\/wp\/v2\/posts\/87883\/revisions"}],"predecessor-version":[{"id":87884,"href":"http:\/\/www.kateva.org\/sh\/index.php?rest_route=\/wp\/v2\/posts\/87883\/revisions\/87884"}],"wp:attachment":[{"href":"http:\/\/www.kateva.org\/sh\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=87883"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.kateva.org\/sh\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=87883"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.kateva.org\/sh\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=87883"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}