{"id":1683,"date":"2024-11-14T21:39:41","date_gmt":"2024-11-14T13:39:41","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=1683"},"modified":"2024-11-14T21:40:05","modified_gmt":"2024-11-14T13:40:05","slug":"202411-can-llms-learn-from-previous-mistakes%ef%bc%9finvestigating-llms-errors-to-boost-for-reasoning","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202411-can-llms-learn-from-previous-mistakes%ef%bc%9finvestigating-llms-errors-to-boost-for-reasoning\/","title":{"rendered":"202411 \u8bba\u6587\u7814\u8bfb Can LLMs Learn from Previous Mistakes\uff1fInvestigating LLMs\u2019 Errors to Boost for Reasoning"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">1. \u80cc\u666f<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"570\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-2-1024x570.png\" alt=\"\" class=\"wp-image-1686\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-2-1024x570.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-2-300x167.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-2-768x428.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-2-1536x856.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-2.png 1567w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u4e3b\u8981\u8d21\u732e<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"528\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-5-1024x528.png\" alt=\"\" class=\"wp-image-1689\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-5-1024x528.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-5-300x155.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-5-768x396.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-5.png 1508w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u65b9\u6cd5<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"551\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-6-1024x551.png\" alt=\"\" class=\"wp-image-1690\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-6-1024x551.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-6-300x161.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-6-768x413.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-6-1536x826.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-6.png 1560w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"560\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-7-1024x560.png\" alt=\"\" class=\"wp-image-1691\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-7-1024x560.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-7-300x164.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-7-768x420.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-7-1536x841.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-7.png 1573w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"564\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-8-1024x564.png\" alt=\"\" class=\"wp-image-1692\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-8-1024x564.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-8-300x165.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-8-768x423.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-8-1536x846.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-8.png 1544w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-9-1024x575.png\" alt=\"\" class=\"wp-image-1693\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-9-1024x575.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-9-300x169.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-9-768x431.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-9-1536x863.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-9.png 1547w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"546\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-11-1024x546.png\" alt=\"\" class=\"wp-image-1695\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-11-1024x546.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-11-300x160.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-11-768x410.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-11-1536x819.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-11.png 1552w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"550\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-12-1024x550.png\" alt=\"\" class=\"wp-image-1696\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-12-1024x550.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-12-300x161.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-12-768x413.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-12.png 1524w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u5b9e\u9a8c<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"596\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-16-1024x596.png\" alt=\"\" class=\"wp-image-1700\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-16-1024x596.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-16-300x175.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-16-768x447.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-16.png 1521w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"560\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-15-1024x560.png\" alt=\"\" class=\"wp-image-1699\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-15-1024x560.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-15-300x164.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-15-768x420.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-15.png 1535w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>5. \u8bba\u6587\u6838\u5fc3\u5185\u5bb9<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"309\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-17-1024x309.png\" alt=\"\" class=\"wp-image-1701\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-17-1024x309.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-17-300x90.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-17-768x231.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u56fe\u7247-17.png 1384w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>1. \u80cc\u666f 2. \u4e3b\u8981\u8d21\u732e 3. \u65b9\u6cd5 4. \u5b9e\u9a8c 5. \u8bba\u6587\u6838\u5fc3\u5185\u5bb9<\/p>\n","protected":false},"author":23,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1683","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1683","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=1683"}],"version-history":[{"count":2,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1683\/revisions"}],"predecessor-version":[{"id":1703,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1683\/revisions\/1703"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=1683"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=1683"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=1683"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}