{"id":2719,"date":"2025-03-16T23:01:01","date_gmt":"2025-03-16T15:01:01","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2719"},"modified":"2025-03-16T23:01:01","modified_gmt":"2025-03-16T15:01:01","slug":"2025003-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-reasoning-robustness-of-llms-to-adversarial-typographical-errors","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/2025003-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-reasoning-robustness-of-llms-to-adversarial-typographical-errors\/","title":{"rendered":"2025003 \u8bba\u6587\u7814\u8bfb-Reasoning Robustness of LLMs to Adversarial Typographical Errors"},"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=\"448\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-1024x448.png\" alt=\"\" class=\"wp-image-2720\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-1024x448.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-300x131.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-768x336.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247.png 1521w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u8d21\u732e<\/h3>\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\/2025\/03\/\u56fe\u7247-1-1024x560.png\" alt=\"\" class=\"wp-image-2721\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-1-1024x560.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-1-300x164.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-1-768x420.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-1.png 1535w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u4e3b\u8981\u65b9\u6cd5<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"556\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-2-1024x556.png\" alt=\"\" class=\"wp-image-2722\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-2-1024x556.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-2-300x163.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-2-768x417.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-2-1536x834.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-2.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=\"545\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-3-1024x545.png\" alt=\"\" class=\"wp-image-2723\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-3-1024x545.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-3-300x160.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-3-768x409.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-3.png 1487w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u5b9e\u9a8c<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"503\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-6-1024x503.png\" alt=\"\" class=\"wp-image-2726\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-6-1024x503.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-6-300x147.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-6-768x377.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-6.png 1534w\" 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=\"364\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-4-1024x364.png\" alt=\"\" class=\"wp-image-2724\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-4-1024x364.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-4-300x107.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-4-768x273.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-4.png 1128w\" 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=\"506\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-8-1024x506.png\" alt=\"\" class=\"wp-image-2728\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-8-1024x506.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-8-300x148.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-8-768x380.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-8.png 1515w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"734\" height=\"630\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-7.png\" alt=\"\" class=\"wp-image-2727\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-7.png 734w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-7-300x257.png 300w\" sizes=\"auto, (max-width: 734px) 100vw, 734px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"942\" height=\"618\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-9.png\" alt=\"\" class=\"wp-image-2729\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-9.png 942w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-9-300x197.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-9-768x504.png 768w\" sizes=\"auto, (max-width: 942px) 100vw, 942px\" \/><\/figure>\n\n\n\n<p>4.\u8bba\u6587\u603b\u7ed3<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"365\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-5-1024x365.png\" alt=\"\" class=\"wp-image-2725\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-5-1024x365.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-5-300x107.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-5-768x274.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-5.png 1395w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>1. \u80cc\u666f 2. \u8d21\u732e 3. \u4e3b\u8981\u65b9\u6cd5 3. \u5b9e\u9a8c 4.\u8bba\u6587\u603b\u7ed3<\/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-2719","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2719","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=2719"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2719\/revisions"}],"predecessor-version":[{"id":2730,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2719\/revisions\/2730"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2719"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2719"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2719"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}