{"id":26029,"date":"2025-05-26T09:23:34","date_gmt":"2025-05-26T01:23:34","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26029"},"modified":"2025-05-26T09:23:34","modified_gmt":"2025-05-26T01:23:34","slug":"%e6%89%93%e7%a0%b4%e6%80%9d%e7%bb%b4%e9%93%be%e6%8e%a8%e7%90%86%e7%93%b6%e9%a2%88%ef%bc%81%e8%bd%af%e6%8e%a8%e7%90%86%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%ad%a6%e4%bc%9a%e4%ba%ba","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/05\/26\/26029\/","title":{"rendered":"\u6253\u7834\u601d\u7ef4\u94fe\u63a8\u7406\u74f6\u9888\uff01\u201c\u8f6f\u63a8\u7406\u201d\u8ba9\u5927\u6a21\u578b\u5b66\u4f1a\u4eba\u7c7b\u62bd\u8c61\u80fd\u529b\uff0ctoken\u4f7f\u7528\u91cf\u8fd8\u66f4\u5c11\u4e86"},"content":{"rendered":"<div>\n<p><img data-dominant-color=\"a9b8c7\" data-has-transparency=\"false\" style=\"--dominant-color: #a9b8c7;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26031\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/59c971f4492680eeb73625f7534604b6922545-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/59c971f4492680eeb73625f7534604b6922545-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/59c971f4492680eeb73625f7534604b6922545-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<\/div>\n<div><\/div>\n<div class=\"article-desc\">\u6765\u81eaSimularAI\u548c\u5fae\u8f6fDeepSpeed \u7684\u7814\u7a76\u5458\u8054\u5408\u63d0\u51fa\u4e86Soft Thinking\uff0c\u8ba9\u6a21\u578b\u5728\u8fde\u7eed\u7684\u6982\u5ff5\u7a7a\u95f4\u4e2d\u8fdb\u884c \u201c\u8f6f\u63a8\u7406\u201d\uff0c\u800c\u975e\u5c40\u9650\u4e8e\u79bb\u6563\u7684\u8bed\u8a00\u7b26\u53f7\uff0c\u6253\u7834\u4e86\u57fa\u4e8e\u79bb\u6563token\u7684\u63a8\u7406\u74f6\u9888\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u4e0d\u518d\u50cfCoT\uff08\u201c\u601d\u7ef4\u94fe\u201d\uff09\u4e00\u6837\u201c\u4e00\u4e2a\u5b57\u4e00\u4e2a\u5b57\u5f80\u5916\u8e66\u201d\uff0c\u52a0\u4e0a<strong>\u201c\u8f6f\u601d\u7ef4\u201d\u5c31\u80fd\u8ba9\u5927\u6a21\u578b\u50cf\u4eba\u7c7b\u4e00\u6837\u8fdb\u884c\u62bd\u8c61\u601d\u8003\u3002<\/strong><\/p>\n<p class=\"js_darkmode__2\">\u6765\u81eaSimularAI\u548c\u5fae\u8f6fDeepSpeed\u7684\u7814\u7a76\u5458\u8054\u5408\u63d0\u51fa\u4e86<strong>Soft Thinking<\/strong>\uff0c\u8ba9\u6a21\u578b\u5728<strong>\u8fde\u7eed\u7684\u6982\u5ff5\u7a7a\u95f4<\/strong>\u4e2d\u8fdb\u884c \u201c\u8f6f\u63a8\u7406\u201d\uff0c\u800c\u975e\u5c40\u9650\u4e8e\u79bb\u6563\u7684\u8bed\u8a00\u7b26\u53f7\uff0c\u6253\u7834\u4e86\u57fa\u4e8e\u79bb\u6563token\u7684\u63a8\u7406\u74f6\u9888\u3002<\/p>\n<p class=\"js_darkmode__3\">\u76f8\u6bd4\u6807\u51c6CoT\uff0cSoft Thinking\u6700\u9ad8\u63d0\u5347Pass@1\u5e73\u5747\u51c6\u786e\u73872.48%\u3001\u51cf\u5c11token\u4f7f\u7528\u91cf22.4%\u3002<\/p>\n<p class=\"js_darkmode__4\">\u5e76\u4e14\uff0cSoft Thinking\u662f\u4e00\u79cd<strong>\u5373\u63d2\u5373\u7528<\/strong>\u7684\u63a8\u7406\u7b56\u7565\uff0c<strong>\u65e0\u9700\u989d\u5916\u8bad\u7ec3<\/strong>\u5373\u53ef\u5e94\u7528\u4e8e\u73b0\u6709\u6a21\u578b\uff08\u5982Llama\u3001Qwen\uff09\u3002<\/p>\n<p class=\"js_darkmode__5\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202505\/25\/319f4ba34bfda9c3e4d34884952f977e92f1df.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__6\">\u76ee\u524d\u4e3b\u6d41\u7684\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u65b9\u6cd5\u5b58\u5728\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a<strong>\u53ea\u80fd\u9010\u5b57\u751f\u6210\u79bb\u6563\u7684\u8bed\u8a00\u7b26\u53f7\uff08\u5982\u5355\u8bcd\u6216\u5b50\u8bcd\uff09<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__7\">\u8fd9\u5c31\u597d\u6bd4\u601d\u8003\u65f6\u53ea\u80fd\u4e00\u4e2a\u5b57\u4e00\u4e2a\u5b57\u7684\u8e66\u51fa\u6765\uff0c\u4e0d\u4ec5\u9650\u5236\u4e86\u6a21\u578b\u8868\u8fbe\u62bd\u8c61\u6982\u5ff5\u7684\u80fd\u529b\uff0c\u8fd8\u5bb9\u6613\u5728\u590d\u6742\u95ee\u9898\u4e2d\u56e0\u201c\u5355\u4e00\u8def\u5f84\u9009\u62e9\u201d\u800c\u72af\u9519\u3002<\/p>\n<p class=\"js_darkmode__8\">\u4eba\u7c7b\u5927\u8111\u601d\u8003\u65f6\u5e76\u975e\u4f9d\u8d56\u660e\u786e\u7684\u8bed\u8a00\u7b26\u53f7\uff0c\u800c\u662f\u901a\u8fc7<strong>\u62bd\u8c61\u6982\u5ff5\u7684\u7075\u6d3b\u6574\u5408<\/strong>\u8fdb\u884c\u63a8\u7406\u3002<\/p>\n<p class=\"js_darkmode__9\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202505\/25\/a81632a300d063f15277300ada7f6ae7e2bf9f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__10\">Soft Thinking\u6b63\u662f\u53d7\u6b64\u542f\u53d1\uff0c\u5c06\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u4ece\u201c\u79bb\u6563\u7b26\u53f7\u7a7a\u95f4\u201d\u62d3\u5c55\u5230\u201c\u8fde\u7eed\u6982\u5ff5\u7a7a\u95f4\u201d\u3002<\/p>\n<p class=\"js_darkmode__11\">\u8fd9\u6837\uff0c\u6a21\u578b\u5c31\u53ef\u4ee5\u6355\u6349\u5230\u4ecb\u4e8e\u4ec5\u6709\u7ec6\u5fae\u5dee\u522b\u7684\u8bed\u4e49\u4e4b\u95f4\u7684\u6982\u5ff5\uff0c\u80fd\u591f\u66f4\u7075\u6d3b\u5730\u63a2\u7d22\u591a\u79cd\u89e3\u9898\u8def\u5f84\uff0c\u540c\u65f6\u4fdd\u6301\u9ad8\u6548\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n<p class=\"js_darkmode__12\">\u6709\u7f51\u53cb\u8868\u793a\uff1a\u8fd9\u79cd\u65b9\u6cd5\u89e3\u51b3\u4e86\u81ea\u56de\u5f52\u201c\u8d2a\u5a6a\u201d\u7684next token\u641c\u7d22\u95ee\u9898\u3002<\/p>\n<p class=\"js_darkmode__13\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202505\/25\/15a726297c91ac0515698937b534705799950f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h2>\u5982\u4f55\u8ba9\u6a21\u578b\u50cf\u4eba\u7c7b\u4e00\u6837\u8fdb\u884c\u62bd\u8c61\u601d\u8003<\/h2>\n<h4>\u63a8\u7406\u6d41\u7a0b\uff1a\u5728\u8fde\u7eed\u6982\u5ff5\u7a7a\u95f4\u4e2d \u201c\u8f6f\u63a8\u7406\u201d<\/h4>\n<p class=\"js_darkmode__16\">Soft Thinking\u4ec5\u4fee\u6539\u4f20\u7edfCoT\u7684<strong>\u4e2d\u95f4\u63a8\u7406\u9636\u6bb5<\/strong>\uff0c\u4fdd\u7559\u6700\u7ec8\u7b54\u6848\u7684\u79bb\u6563\u751f\u6210\uff08\u5982\u6570\u5b66\u9898\u7684\u6570\u5b57\u7b54\u6848\u6216\u4ee3\u7801\u7684\u5177\u4f53\u8bed\u53e5\uff09\u3002<\/p>\n<p class=\"js_darkmode__17\">Soft Thinking\u7684\u7406\u8bba\u672c\u8d28\u662f<strong>\u7ebf\u6027\u8fd1\u4f3c\u66ff\u4ee3\u8def\u5f84\u679a\u4e3e<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__18\">\u89e3\u590d\u6742\u95ee\u9898\u65f6\uff0c\u4f20\u7edfCoT\u7684\u63a8\u7406\u8def\u5f84\u6570\u91cf\u968f\u6b65\u9aa4\u5448\u6307\u6570\u7ea7\u589e\u957f\uff08\u5982\u6bcf\u6b65\u90091000\u4e2atoken\uff0c3\u6b65\u5c31\u67091000^3\u79cd\u8def\u5f84\uff09\uff0c\u65e0\u6cd5\u663e\u5f0f\u679a\u4e3e\u3002<\/p>\n<p class=\"js_darkmode__19\">Soft Thinking\u901a\u8fc7\u7ebf\u6027\u5316\u8fd1\u4f3c\uff0c\u5c06\u6307\u6570\u7ea7\u8def\u5f84\u6c42\u548c\u7b80\u5316\u4e3a\u6982\u5ff5token\u7684\u52a0\u6743\u8ba1\u7b97\u3002<\/p>\n<p class=\"js_darkmode__20\">\u7528\u00a0<strong>\u6982\u7387\u52a0\u6743<\/strong>\u00a0\u66ff\u4ee3\u79bb\u6563\u91c7\u6837\uff0c\u901a\u8fc7\u8fde\u7eed\u6982\u5ff5\u7a7a\u95f4\u4e2d\u7684\u7ebf\u6027\u53d8\u6362\uff0c\u9690\u5f0f\u805a\u5408\u591a\u6761\u8def\u5f84\u7684\u4fe1\u606f\uff0c\u907f\u514d\u663e\u5f0f\u679a\u4e3e\u7684\u8ba1\u7b97\u7206\u70b8\u3002<\/p>\n<p class=\"js_darkmode__21\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202505\/25\/18cb20c95a96d96c38b51570e24200f0e0a4df.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>\u6982\u5ff5token\uff1a\u7528\u6982\u7387\u5206\u5e03\u4ee3\u66ff\u5355\u4e00\u7b26\u53f7<\/h4>\n<p class=\"js_darkmode__23\">\u4f20\u7edf\u65b9\u6cd5\u6bcf\u6b21\u751f\u6210\u4e00\u4e2a\u786e\u5b9a\u7684token\uff08\u5982 \u201c30\u201d\u201c\u52a0\u201d\uff09\uff0c\u800cSoft Thinking\u751f\u6210\u4e00\u4e2a<strong>\u6982\u7387\u5206\u5e03<\/strong>\uff08\u5982 \u201c30\u201d \u7684\u6982\u738740%\uff0c\u201c\u4e58\u4ee5\u201d \u7684\u6982\u738730%\uff0c\u201c\u5206\u89e3\u201d \u7684\u6982\u738720%\u7b49\uff09\uff0c\u8fd9\u4e2a\u5206\u5e03\u88ab\u79f0\u4e3a \u201c\u6982\u5ff5token\u201d\u3002<\/p>\n<p class=\"js_darkmode__24\">\u6bcf\u4e2a\u6982\u5ff5token\u76f8\u5f53\u4e8e\u591a\u4e2a\u53ef\u80fd\u7b26\u53f7\u7684 \u201c\u6df7\u5408\u4f53\u201d\uff0c\u5141\u8bb8\u6a21\u578b\u540c\u65f6<strong>\u4fdd\u7559\u591a\u79cd\u63a8\u7406\u53ef\u80fd\u6027<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__25\">\u5982\u4e0b\u56fe\u4e2d\u7684\u4f8b\u5b50\uff0c\u5728\u8ba1\u7b97\u201c43\u00d734\u201d\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u540c\u65f6\u8003\u8651\u201c\u5206\u89e334\u4e3a30+4\u201d\u548c\u201c\u76f4\u63a5\u76f8\u4e58\u201d\u4e24\u79cd\u8def\u5f84\u7684\u6982\u7387\uff0c\u800c\u975e\u53ea\u9009\u5176\u4e00\u3002<\/p>\n<p class=\"js_darkmode__26\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202505\/25\/18c99ba26682440633a37186bb62c0250c5889.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>\u8fde\u7eed\u6982\u5ff5\u7a7a\u95f4\uff1a\u5728 \u201c\u6a21\u7cca\u201d \u7684\u8bed\u4e49\u7a7a\u95f4\u4e2d\u63a8\u7406<\/h4>\n<p class=\"js_darkmode__28\">\u901a\u8fc7\u5c06\u6982\u5ff5token\u7684\u6982\u7387\u5206\u5e03\u4e0e\u6a21\u578b\u7684\u8bcd\u5411\u91cf\uff08Token Embedding\uff09\u52a0\u6743\u7ed3\u5408\uff0c\u5f62\u6210\u8fde\u7eed\u7684\u6982\u5ff5\u7a7a\u95f4\u3002<\/p>\n<p class=\"js_darkmode__29\">\u8fd9\u91cc\u7684 \u201c\u8fde\u7eed\u201d \u610f\u5473\u7740\u6a21\u578b\u53ef\u4ee5<strong>\u5728\u4e0d\u540c\u6982\u5ff5\u4e4b\u95f4\u5e73\u6ed1\u8fc7\u6e21<\/strong>\uff0c\u4f8b\u5982\u4ece\u201c\u5206\u89e3\u6570\u5b57\u201d\u81ea\u7136\u8fc7\u6e21\u5230\u201c\u4e58\u6cd5\u8fd0\u7b97\u201d\uff0c\u800c\u65e0\u9700\u7528\u660e\u786e\u7684\u8bed\u8a00\u7b26\u53f7\u5206\u9694\u6b65\u9aa4\u3002<\/p>\n<p class=\"js_darkmode__30\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202505\/25\/048ba9453e05949467a522992167ec1b077d5e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>Cold Stop\u673a\u5236\uff1a\u907f\u514d\u65e0\u6548\u5faa\u73af<\/h4>\n<p class=\"js_darkmode__32\">\u7531\u4e8e\u6a21\u578b\u5728\u8bad\u7ec3\u4e2d\u6ca1\u89c1\u8fc7\u6982\u5ff5token\uff08\u5c5e\u4e8e \u201c\u5206\u5e03\u5916\u201d \u8f93\u5165\uff09\uff0c\u957f\u65f6\u95f4\u63a8\u7406\u53ef\u80fd\u5bfc\u81f4\u9677\u5165\u91cd\u590d\u6216\u6df7\u4e71\uff08\u7c7b\u4f3c\u4eba\u7c7b\u601d\u7ef4\u7684 \u201c\u5361\u58f3\u201d\uff09\u3002<\/p>\n<p class=\"js_darkmode__33\">Soft Thinking\u5f15\u5165\u4e86\u4e00\u4e2a\u00a0<strong>\u201cCold Stop\u201d<\/strong>\u673a\u5236\uff1a\u901a\u8fc7\u76d1\u6d4b\u6982\u7387\u5206\u5e03\u7684\u71b5\u503c\u5224\u65ad\u6a21\u578b\u7684 \u201c\u81ea\u4fe1\u7a0b\u5ea6\u201d\u3002<\/p>\n<p class=\"js_darkmode__34\">\u5f53\u71b5\u503c\u6301\u7eed\u8f83\u4f4e\u65f6\uff08\u8868\u660e\u6a21\u578b\u5bf9\u5f53\u524d\u63a8\u7406\u8def\u5f84\u5f88\u786e\u5b9a\uff09\uff0c\u63d0\u524d\u7ec8\u6b62\u4e2d\u95f4\u6b65\u9aa4\uff0c\u76f4\u63a5\u751f\u6210\u7b54\u6848\uff0c\u907f\u514d\u6d6a\u8d39\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<h2>\u6d4b\u8bd5\u7ed3\u679c\u53ca\u5bf9\u6bd4<\/h2>\n<p class=\"js_darkmode__36\">\u5728\u57fa\u51c6\u6d4b\u8bd5\u91cc\uff0cQwQ &#8211; 32B\u6a21\u578b\u7684\u5e73\u5747Pass@1\u51c6\u786e\u7387\u4ece\u6807\u51c6CoT\u768483.84%\u63d0\u5347\u81f386.32%\uff0c\u6700\u9ad8\u63d0\u53472.48%\uff0c\u5176\u4e2d\u5728AIME 2024\u6570\u636e\u96c6\u4e0a\u63d0\u53476.45%\u3002<\/p>\n<p class=\"js_darkmode__37\">\u63a8\u7406\u6548\u7387\u65b9\u9762\uff0cDeepSeek-R1-Distill-Qwen-32B\u5728\u6570\u5b66\u4efb\u52a1\u4e2dtoken\u4f7f\u7528\u91cf\u51cf\u5c1122.4%\u3002<\/p>\n<p class=\"js_darkmode__38\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202505\/25\/b37e15c241884082d5a595d87cbb2aeb978e1f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__39\"><strong>\u4e0e\u5176\u4ed6\u65b9\u6cd5\u7684\u5bf9\u6bd4<\/strong><\/p>\n<ul data-id=\"u738a58b-04L25Kbd\">\n<li data-id=\"l34939b2-TjDK0Wmj\">COCONUT-TF\uff08\u65e0\u8bad\u7ec3\uff09\uff1a\u76f4\u63a5\u4f7f\u7528\u9690\u85cf\u72b6\u6001\u4f5c\u4e3a\u8f93\u5165\uff0c\u5b8c\u5168\u5931\u8d25\uff0c\u751f\u6210\u957f\u5ea6\u8fbe\u6700\u5927\u503c\u4e14\u65e0\u6b63\u786e\u89e3\u3002<\/li>\n<li data-id=\"l34939b2-jjk4dRmc\">\u5e73\u5747\u5d4c\u5165\u7b56\u7565\uff1a\u4ec5\u8ba1\u7b97top-5 token\u5747\u503c\uff0c\u51c6\u786e\u7387\u4f4e\u4e14\u751f\u6210\u957f\u5ea6\u957f\uff08\u5982AIME 2024\u4ec56.66%\u6b63\u786e\uff09\u3002<\/li>\n<\/ul>\n<p class=\"js_darkmode__41\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202505\/25\/411199616bd43d7d0cd25262dec95dd5acaafc.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__42\">Soft Thinking\u901a\u8fc7\u8fde\u7eed\u6982\u5ff5\u7a7a\u95f4\u63a8\u7406\u548cCold Stop\u673a\u5236\u667a\u80fd\u5e73\u8861\u4e86\u6548\u7387\u4e0e\u51c6\u786e\u6027\uff0c\u4e3a\u5927\u6a21\u578b\u4f18\u5316\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002<\/p>\n<p class=\"js_darkmode__43\">\u611f\u5174\u8da3\u7684\u670b\u53cb\u53ef\u4ee5\u5230\u5b98\u65b9\u4e86\u89e3\u66f4\u591a\u7ec6\u8282\u3002<\/p>\n<p class=\"js_darkmode__44\">\u5b98\u65b9\u7f51\u7ad9\uff1ahttps:\/\/soft-thinking.github.io\/\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2505.15778\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/eric-ai-lab\/Soft-Thinking\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/x.com\/xwang_lk\/status\/1925399783503798692<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_26029\" class=\"pvc_stats total_only  \" data-element-id=\"26029\" 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14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6765\u81eaSimularAI\u548c\u5fae\u8f6fDeepSpeed \u7684\u7814\u7a76\u5458\u8054\u5408\u63d0\u51fa\u4e86Soft Thinking\uff0c\u8ba9\u6a21\u578b\u5728\u8fde\u7eed\u7684\u6982 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_26029\" class=\"pvc_stats total_only  \" data-element-id=\"26029\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 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19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":26031,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,20,80],"tags":[124,1549,820],"class_list":["post-26029","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-20","category-80","tag-ai","tag-1549","tag-820"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/26029","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=26029"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/26029\/revisions"}],"predecessor-version":[{"id":26032,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/26029\/revisions\/26032"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/26031"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=26029"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=26029"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=26029"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}