{"id":15338,"date":"2023-10-16T16:06:31","date_gmt":"2023-10-16T08:06:31","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=15338"},"modified":"2023-10-16T16:06:31","modified_gmt":"2023-10-16T08:06:31","slug":"recon%e6%a1%86%e6%9e%b6%e5%b8%ae%e5%8a%a9ai%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%af%86%e7%a0%b4%e8%b0%8e%e8%a8%80%ef%bc%8c%e6%9d%a5%e7%9c%8b%e6%99%ba%e8%83%bd%e4%bd%93%e5%a6%82%e4%bd%95%e5%9c%a8%e9%98%bf","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/10\/16\/15338\/","title":{"rendered":"ReCon\u6846\u67b6\u5e2e\u52a9AI\u5927\u6a21\u578b\u8bc6\u7834\u8c0e\u8a00\uff0c\u6765\u770b\u667a\u80fd\u4f53\u5982\u4f55\u5728\u963f\u74e6\u9686\u6e38\u620f\u4e2d\u5e94\u5bf9\u6b3a\u9a97"},"content":{"rendered":"<div class=\"article-desc\">\u8ba9 AI \u667a\u80fd\u4f53\u5b66\u4f1a\u300c\u4e09\u601d\u800c\u540e\u884c\u300d\u548c\u300c\u6362\u4f4d\u601d\u8003\u300d\uff0c\u5b9e\u73b0\u5bf9\u865a\u5047\u6b3a\u9a97\u4fe1\u606f\u7684\u7504\u522b\u4e0e\u5e94\u5bf9\uff0c\u4e3a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u589e\u52a0\u5b89\u5168\u5c4f\u969c\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-0719ea8d=\"\" data-element=\"root\">\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Model\uff0cLLM\uff09\u7684\u8fdb\u5c55\u4fc3\u8fdb\u4e86 AI \u667a\u80fd\u4f53\uff08\u7279\u522b\u662f LLM \u667a\u80fd\u4f53\uff09\u7684\u84ec\u52c3\u53d1\u5c55\u3002\u5728\u901a\u5f80\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u9053\u8def\u4e0a\uff0cAI \u667a\u80fd\u4f53\u5c06\u6709\u80fd\u529b\u5728\u65e0\u4eba\u76d1\u7ba1\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u81ea\u4e3b\u601d\u8003\u4e0e\u51b3\u7b56\u3002\u7136\u800c\uff0c\u8f83\u5c11\u6709\u7814\u7a76\u8005\u5173\u6ce8\u5982\u4f55\u5728\u672a\u6765\u65e0\u4eba\u76d1\u7ba1\u7684\u60c5\u51b5\u4e0b\uff0c\u9632\u6b62 AI \u667a\u80fd\u4f53\u88ab\u6b3a\u9a97\u548c\u8bef\u5bfc\u3002\u7531\u4e8e\u4eba\u7c7b\u793e\u4f1a\u4e2d\u5b58\u5728\u5f88\u591a\u8bef\u5bfc\u548c\u6b3a\u9a97\u6027\u7684\u4fe1\u606f\uff0c\u5982\u679c AI \u667a\u80fd\u4f53\u65e0\u6cd5\u6709\u6548\u8bc6\u522b\u548c\u5e94\u5bf9\u8fd9\u4e9b\u4fe1\u606f\uff0c\u53ef\u80fd\u4f1a\u5728\u672a\u6765\u9020\u6210\u4e0d\u53ef\u4f30\u91cf\u7684\u540e\u679c\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u6e05\u534e\u5927\u5b66\u4e0e\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u7684\u7814\u7a76\u56e2\u961f\u4ee5\u963f\u74e6\u9686\uff08Avalon\uff09\u684c\u6e38\u4e3a\u4f8b\uff0c\u6d4b\u8bd5\u4e86\u5f53\u524d\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5145\u6ee1\u6b3a\u9a97\u7684\u73af\u5883\u4e0b\u5b58\u5728\u7684\u95ee\u9898\uff0c\u5e76\u9488\u5bf9\u8fd9\u4e9b\u95ee\u9898\u63d0\u51fa\u4e86 ReCon\uff08Recursive Contemplation\uff0c\u9012\u5f52\u601d\u8003\uff09\u6846\u67b6\u3002\u5176\u901a\u8fc7\u501f\u9274\u4eba\u7c7b\u601d\u8003\u4e2d\u7684 \u300c\u4e09\u601d\u800c\u540e\u884c\u300d\u4ee5\u53ca \u300c\u6362\u4f4d\u601d\u8003\u300d\u7684\u7279\u70b9\uff0c\u6781\u5927\u5730\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u8bc6\u522b\u548c\u5e94\u5bf9\u6b3a\u9a97\u7684\u80fd\u529b\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u4eba\u7c7b\u7528\u6237\u4f7f\u7528 AI \u667a\u80fd\u4f53\u7684\u5b89\u5168\u6027\u4e0e\u53ef\u9760\u6027\u3002\u6b64\u5916\uff0c\u8fd9\u9879\u7814\u7a76\u8fd8\u8fdb\u4e00\u6b65\u8ba8\u8bba\u4e86\u73b0\u6709\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5b89\u5168\u3001\u63a8\u7406\u3001\u8bf4\u8bdd\u98ce\u683c\u3001\u4ee5\u53ca\u683c\u5f0f\u7b49\u65b9\u9762\u5b58\u5728\u7684\u5c40\u9650\u6027\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u6307\u51fa\u53ef\u80fd\u7684\u65b9\u5411\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15369\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/790e53443e05be3418c322e1d37790c0bc2f90.png\" width=\"1080\" height=\"433\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/790e53443e05be3418c322e1d37790c0bc2f90.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/790e53443e05be3418c322e1d37790c0bc2f90-300x120.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/790e53443e05be3418c322e1d37790c0bc2f90-1024x411.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/790e53443e05be3418c322e1d37790c0bc2f90-768x308.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>Arxiv \u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2310.01320<\/p>\n<p>\u8be5\u7814\u7a76\u7684\u8d21\u732e\u4e3b\u8981\u4f53\u73b0\u5728\u56db\u4e2a\u65b9\u9762\uff1a<\/p>\n<ul data-id=\"ua73dd4b-1VAGPkf1\">\n<li data-id=\"ld70c578-VkAdiF5Z\">\u53d1\u73b0\u4e86\u5f53\u524d LLM \u667a\u80fd\u4f53\u5728\u5e94\u7528\u4e8e\u6b3a\u9a97\u6027\u73af\u5883\u65f6\u7684\u5c40\u9650\u6027\uff0c\u5e76\u63d0\u51fa\u7528\u963f\u74e6\u9686\u684c\u6e38\u6765\u6d4b\u8bd5 LLM \u667a\u80fd\u4f53\u8bc6\u522b\u548c\u5e94\u5bf9\u6b3a\u9a97\u7684\u80fd\u529b\uff1b<\/li>\n<li data-id=\"ld70c578-MKOcn6YZ\">\u4ece\u4eba\u7c7b\u7684\u300c\u4e09\u601d\u800c\u540e\u884c\u300d\u4ee5\u53ca\u6362\u4f4d\u601d\u8003\u5f97\u5230\u542f\u53d1\uff0c\u63d0\u51fa ReCon \u6846\u67b6\uff0c\u4e3b\u8981\u5305\u542b\u4e24\u9636\u6bb5\u7684\u601d\u8003\u8fc7\u7a0b\uff08\u5373\u300c\u6784\u601d\u601d\u8003\u300d\u4ee5\u53ca\u300c\u6539\u8fdb\u601d\u8003\u300d\uff09\uff0c\u8be5\u4e24\u9636\u6bb5\u8fc7\u7a0b\u5206\u522b\u5305\u542b\u4e86\u300c\u4e00\u9636\u89c6\u89d2\u8f6c\u6362\u300d\u548c\u300c\u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\u300d\u7684\u6362\u4f4d\u601d\u8003\u65b9\u5f0f\uff1b<\/li>\n<li data-id=\"ld70c578-9T0b5G5j\">\u5728\u963f\u74e6\u9686\u684c\u6e38\u73af\u5883\u4e2d\uff0c\u5c06\u63d0\u51fa\u7684 ReCon \u6846\u67b6\u5e94\u7528\u4e8e\u4e0d\u540c\u7684 LLM \u5e76\u8fdb\u884c\u5927\u91cf\u5b9e\u9a8c\u3002\u5728\u80dc\u7387\u4ee5\u53ca\u591a\u7ef4\u5ea6\u8bc4\u4f30\u7b49\u6307\u6807\u4e0a\uff0cReCon \u90fd\u80fd\u5728\u65e0\u9700\u4efb\u4f55\u5fae\u8c03\u4ee5\u53ca\u989d\u5916\u6570\u636e\u7b49\u60c5\u51b5\u4e0b\uff0c\u6781\u5927\u5730\u63d0\u5347 LLM \u8bc6\u522b\u548c\u5e94\u5bf9\u6b3a\u9a97\u7684\u80fd\u529b\uff1b<\/li>\n<li data-id=\"ld70c578-SdDbQ9oG\">\u8fdb\u4e00\u6b65\u5bf9 ReCon \u7684\u6709\u6548\u6027\u63d0\u51fa\u53ef\u80fd\u7684\u89e3\u91ca\uff0c\u5e76\u8ba8\u8bba\u4e86\u5f53\u524d LLM \u5728\u5b89\u5168\u3001\u63a8\u7406\u3001\u8bf4\u8bdd\u65b9\u5f0f\u3001\u548c\u683c\u5f0f\u4e0a\u7684\u4e0d\u8db3\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u6307\u51fa\u4e86\u53ef\u80fd\u7684\u65b9\u5411\u3002<\/li>\n<\/ul>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u4e00\u8d77\u6765\u770b\u770b\u8be5\u7814\u7a76\u7684\u7ec6\u8282\u3002<\/p>\n<h4>LLM\u00a0\u5728\u6b3a\u9a97\u6027\u73af\u5883\u4e2d\u9762\u4e34\u7684\u6311\u6218<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15370\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/52ded703391317667fd668c6ed9115c3005cae.png\" width=\"1080\" height=\"480\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/52ded703391317667fd668c6ed9115c3005cae.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/52ded703391317667fd668c6ed9115c3005cae-300x133.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/52ded703391317667fd668c6ed9115c3005cae-1024x455.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/52ded703391317667fd668c6ed9115c3005cae-768x341.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 1 LLM\u00a0\u5728\u6b3a\u9a97\u6027\u73af\u5883\u4e2d\u6240\u9762\u4e34\u7684\u6311\u6218\uff0c\u4ee5\u53ca\u63d0\u51fa\u7684 ReCon \u6846\u67b6\u8f83\u597d\u5730\u89e3\u51b3\u4e86\u8fd9\u4e9b\u6311\u6218<\/p>\n<p>\u5c3d\u7ba1\u76ee\u524d\u5927\u8bed\u8a00\u6a21\u578b\u5728\u591a\u4e2a\u9886\u57df\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u6f5c\u80fd\uff0c\u4f46\u5728\u6b3a\u9a97\u6027\u73af\u5883\u4e2d\u7684\u5e94\u7528\u8868\u73b0\u4ecd\u7136\u6709\u5f85\u63d0\u5347\u3002\u4f5c\u4e3a LLM \u667a\u80fd\u4f53\u5728\u6b3a\u9a97\u6027\u73af\u5883\u4e2d\u5e94\u7528\u7684\u521d\u6b65\u5c1d\u8bd5\uff0c\u7814\u7a76\u8005\u9009\u62e9\u4e86\u963f\u74e6\u9686\u6e38\u620f\uff08\u4e00\u6b3e\u6d89\u53ca\u63a8\u7406\u548c\u6b3a\u9a97\u7684\u684c\u6e38\uff09\u4f5c\u4e3a\u5b9e\u9a8c\u73af\u5883\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\u63a2\u7a76\u76ee\u524d LLM \u667a\u80fd\u4f53\u9762\u4e34\u7684\u4e09\u5927\u6311\u6218\uff08\u5982\u56fe 1 \u6240\u793a\uff09\uff1a<strong>\u6076\u610f\u4fe1\u606f\u7684\u8bef\u5bfc\u3001\u79c1\u6709\u4fe1\u606f\u6cc4\u9732<\/strong>\u4ee5\u53ca<strong>\u5185\u90e8\u601d\u8003\u7684\u4e0d\u900f\u660e\u6027\u3002<\/strong><\/p>\n<p>\u6311\u6218\u4e00\uff1a\u6076\u610f\u4fe1\u606f\u7684\u8bef\u5bfc<\/p>\n<p>\u9996\u5148\uff0c LLM \u667a\u80fd\u4f53\u5728\u9762\u5bf9\u522b\u6709\u7528\u5fc3\u7684\u6076\u610f\u6b3a\u9a97\u6027\u4fe1\u606f\u65f6\u5bb9\u6613\u88ab\u8bef\u5bfc\u3002\u5982\u56fe 1\uff08a\uff09\u6240\u793a\uff0c\u5f53\u91c7\u7528Chain-of-Thoughts\uff08CoT\uff09\u65b9\u6cd5\u65f6\uff0c\u6a21\u578b\u4e0d\u4ec5\u6ca1\u6709\u8bc6\u522b\u51fa\u6b3a\u9a97\uff0c\u53cd\u800c\u8fdb\u4e00\u6b65\u52a0\u5f3a\u4e86\u5bf9\u574f\u4eba\u89d2\u8272\u6709\u76ca\u6027\u7684\u9519\u8bef\u4fe1\u5ff5\u3002<\/p>\n<p>\u6311\u6218\u4e8c\uff1a\u79c1\u6709\u4fe1\u606f\u6cc4\u9732<\/p>\n<p>\u5176\u6b21\uff0cLLM \u667a\u80fd\u4f53\u5728\u4fdd\u62a4\u9690\u79c1\u4fe1\u606f\u65b9\u9762\u5b58\u5728\u4e0d\u8db3\u3002\u5982\u56fe 1\uff08b\uff09\u6240\u793a\uff0c\u5373\u4f7f\u5728\u63d0\u793a\u4e0d\u8981\u66b4\u9732\u79c1\u6709\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\uff0cLLM \u667a\u80fd\u4f53\u4f9d\u7136\u53ef\u80fd\u5728\u8a00\u8bed\u4e2d\u6cc4\u9732\u89d2\u8272\u7684\u79c1\u6709\u4fe1\u606f\uff08\u4f8b\u5982 Merlin \u66b4\u9732\u81ea\u5df1\u7684\u8eab\u4efd\uff09\uff0c\u4ece\u800c\u589e\u52a0\u4e86\u88ab\u5bf9\u624b\u9488\u5bf9\u6216\u9677\u5bb3\u7684\u98ce\u9669\u3002<\/p>\n<p>\u6311\u6218\u4e09\uff1a\u5185\u90e8\u601d\u8003\u7684\u4e0d\u900f\u660e\u6027<\/p>\n<p>\u6700\u540e\uff0c\u5373\u4f7f\u5728\u4f7f\u7528 CoT \u65b9\u6cd5\u60c5\u51b5\u4e0b\uff0c\u5bf9\u4e8e\u4eba\u7c7b\u7528\u6237\u800c\u8a00\uff0cLLM \u667a\u80fd\u4f53\u7684\u601d\u7ef4\u8fc7\u7a0b\u4ecd\u7136\u5b58\u5728\u4e00\u5b9a\u7684\u4e0d\u900f\u660e\u3002\u5982\u56fe 1\uff08c\uff09\u6240\u793a\uff0cLLM \u667a\u80fd\u4f53\u5728\u626e\u6f14\u574f\u4eba\u89d2\u8272\u6b3a\u9a97\u597d\u4eba\u89d2\u8272\u65f6\uff0c\u4eba\u7c7b\u7528\u6237\u96be\u4ee5\u77e5\u9053\u5176\u771f\u5b9e\u610f\u56fe\u3002LLM \u667a\u80fd\u4f53\u5185\u90e8\u601d\u8003\u7684\u4e0d\u900f\u660e\u4f7f\u5f97\u4eba\u7c7b\u7528\u6237\u65e0\u4ece\u77e5\u6653 LLM \u667a\u80fd\u4f53\u7684\u771f\u5b9e\u601d\u8003\u8fc7\u7a0b\uff0c\u4ece\u800c\u8f83\u96be\u5728\u9020\u6210\u96be\u4ee5\u633d\u56de\u7684\u540e\u679c\u524d\u9884\u5148\u5e72\u9884\u3002<\/p>\n<p>\u9762\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u73b0\u6709\u7684\u601d\u7ef4\u65b9\u6cd5\u53ef\u80fd\u96be\u4ee5\u5e94\u5bf9\u8fd9\u4e9b\u590d\u6742\u73af\u5883\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u8ba4\u4e3a\u6709\u5fc5\u8981\u91cd\u65b0\u8003\u8651 LLM \u667a\u80fd\u4f53\u5728\u6b3a\u9a97\u6027\u73af\u5883\u4e2d\u7684\u7b56\u7565\uff0c\u4ee5\u5e2e\u52a9 LLM \u667a\u80fd\u4f53\u5e94\u5bf9\u6b3a\u9a97\u3001\u4fdd\u62a4\u9690\u79c1\uff0c\u5e76\u63d0\u9ad8\u51b3\u7b56\u900f\u660e\u5ea6\u3002<\/p>\n<h4>\u65b9\u6cd5\u6982\u89c8<\/h4>\n<p>\u9488\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 ReCon\uff08Recursive Contemplation\uff0c\u9012\u5f52\u601d\u8003\uff09\u6846\u67b6\uff0c\u5176\u65e8\u5728\u589e\u5f3a LLM \u667a\u80fd\u4f53\u5728\u590d\u6742\u548c\u6f5c\u5728\u6b3a\u9a97\u6027\u73af\u5883\u4e2d\u7684\u51b3\u7b56\u80fd\u529b\u3002\u5982\u56fe 2 \u6240\u793a\uff0cReCon \u63d0\u51fa\u4e86\u4e24\u4e2a\u4e3b\u8981\u7684\u6784\u601d\u9636\u6bb5\uff1a<strong>\u6784\u60f3\u601d\u8003<\/strong>\u548c<strong>\u6539\u8fdb\u601d\u8003<\/strong>\uff0c\u5e76\u5728\u5176\u4e2d\u7efc\u5408\u4e86\u4e24\u4e2a\u72ec\u7279\u7684\u601d\u8003\u8fc7\u7a0b\uff1a<strong>\u4e00\u9636\u89c6\u89d2\u8f6c\u6362<\/strong>\u548c<strong>\u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\u3002<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15371\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/017ea8d675c1e564665332f8022a4b74428957.png\" width=\"1080\" height=\"530\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/017ea8d675c1e564665332f8022a4b74428957.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/017ea8d675c1e564665332f8022a4b74428957-300x147.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/017ea8d675c1e564665332f8022a4b74428957-1024x503.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/017ea8d675c1e564665332f8022a4b74428957-768x377.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 2 Recursive Contemplation\uff08ReCon\uff09\u65b9\u6cd5\u793a\u610f\u56fe\u3002ReCon \u5305\u542b\u6784\u60f3\u601d\u8003\uff08Formulation Contemplation\uff09\u548c\u6539\u8fdb\u601d\u8003\uff08Refinement Contemplation\uff09\u4e24\u4e2a\u9636\u6bb5\uff0c\u8fd9\u4e24\u9636\u6bb5\u7684\u601d\u8003\u8fc7\u7a0b\u5206\u522b\u5305\u542b\u4e86\u4e00\u9636\u89c6\u89d2\u8f6c\u6362\u548c\u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\uff08First-order \/second-order perspective transition\uff09\u3002<\/p>\n<p><strong>1. \u6784\u601d\u601d\u8003\u7684\u8bbe\u8ba1<\/strong><\/p>\n<p>\u6784\u601d\u601d\u8003\u662f ReCon \u6846\u67b6\u4e2d\u7684\u7b2c\u4e00\u9636\u6bb5\uff0c\u65e8\u5728\u751f\u6210 LLM \u667a\u80fd\u4f53\u7684\u521d\u59cb\u601d\u8003\u548c\u53d1\u8a00\u5185\u5bb9\u3002\u5728\u8fd9\u4e00\u9636\u6bb5\u4e2d\uff0c\u6a21\u578b\u9996\u5148\u5e94\u7528\u4e00\u79cd\u88ab\u79f0\u4e3a\u300c\u4e00\u9636\u89c6\u89d2\u8f6c\u6362\u300d\u7684\u8ba4\u77e5\u8fc7\u7a0b\u3002<\/p>\n<p><strong>\u4e00\u9636\u89c6\u89d2\u8f6c\u6362<\/strong>\u8ba9 LLM \u667a\u80fd\u4f53<strong>\u4ece\u81ea\u8eab\u7684\u89c6\u89d2\u51fa\u53d1\uff0c<\/strong>\u5bf9\u5176\u4ed6\u6e38\u620f\u53c2\u4e0e\u8005\u53ef\u80fd\u6301\u6709\u7684\u89d2\u8272\u548c\u610f\u56fe\u8fdb\u884c\u63a8\u65ad\u3002\u5177\u4f53\u6765\u8bf4\uff0cLLM \u667a\u80fd\u4f53\u4f1a\u6839\u636e\u5df2\u6709\u7684\u6e38\u620f\u8bb0\u5f55\u548c\u89d2\u8272\u4fe1\u606f\uff0c\u8fd0\u7528\u4e00\u9636\u89c6\u89d2\u8f6c\u6362\u6765\u5f62\u6210\u5173\u4e8e\u5176\u4ed6\u53c2\u4e0e\u8005\u89d2\u8272\u548c\u610f\u56fe\u7684\u521d\u6b65\u5047\u8bbe\u3002\u8fd9\u4e9b\u521d\u6b65\u7684\u89d2\u8272\u5047\u8bbe\u4e0d\u4ec5\u4e3a LLM \u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8ba4\u77e5\u6846\u67b6\uff0c\u8fd8\u4f1a\u88ab\u7eb3\u5165\u5230\u6574\u4f53\u7684\u601d\u8003\u8fc7\u7a0b\u4e2d\uff0c\u5e76\u4e14\u8fd9\u4e9b\u4fe1\u606f\u4e0d\u4f1a\u88ab\u5176\u4ed6\u6e38\u620f\u53c2\u4e0e\u8005\u6240\u77e5\u6653\u3002\u8fd9\u6837\u505a\u7684\u76ee\u7684\u662f\u4e3a\u4e86\u66f4\u597d\u5730\u4fdd\u62a4\u79c1\u5bc6\u4fe1\u606f\uff0c\u540c\u65f6\u4e5f\u4e3a\u540e\u7eed\u7684\u51b3\u7b56\u548c\u884c\u52a8\u63d0\u4f9b\u4e86\u57fa\u7840\u3002<\/p>\n<p>\u5728\u6784\u601d\u601d\u8003\u9636\u6bb5\uff0c\u6a21\u578b\u4f9d\u636e\u4e00\u9636\u89c6\u89d2\u8f6c\u6362\u539f\u5219\uff0c\u5bf9\u5f53\u524d\u6e38\u620f\u73af\u5883\u548c\u5176\u4ed6\u53c2\u4e0e\u8005\u7684\u89d2\u8272\u8fdb\u884c\u521d\u6b65\u5206\u6790\u3002\u63a5\u7740\uff0c\u6a21\u578b<strong>\u5f62\u6210\u521d\u59cb\u7684\u5185\u90e8\u601d\u8003\u548c\u53d1\u8a00\uff0c\u4e3a\u540e\u7eed\u4ea4\u6d41\u5960\u5b9a\u57fa\u7840\u3002<\/strong>\u901a\u8fc7\u8fd9\u4e00\u8bbe\u8ba1\uff0c\u7814\u7a76\u8005\u786e\u4fdd\u4e86\u6a21\u578b\u8f93\u51fa\u7684\u903b\u8f91\u8fde\u8d2f\u6027\u548c\u4e00\u81f4\u6027\u3002<\/p>\n<p><strong>2. \u6539\u8fdb\u601d\u8003\u7684\u8bbe\u8ba1<\/strong><\/p>\n<p>\u6539\u8fdb\u601d\u8003\u662f ReCon \u6846\u67b6\u4e2d\u7684\u7b2c\u4e8c\u9636\u6bb5\uff0c\u7d27\u63a5\u7740\u6784\u601d\u601d\u8003\u4e4b\u540e\u8fdb\u884c\u3002\u8fd9\u4e00\u9636\u6bb5\u7684\u6838\u5fc3\u76ee\u7684\u662f\u5bf9\u521d\u59cb\u601d\u8003\u548c\u8a00\u8bba\u5185\u5bb9\u8fdb\u884c\u66f4\u4e3a\u7cbe\u7ec6\u7684\u4f18\u5316\u548c\u8c03\u6574\u3002<\/p>\n<p>\u5728\u6539\u8fdb\u601d\u8003\u9636\u6bb5\uff0c\u5f15\u5165\u4e86\u300c\u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\u300d\u7684\u6982\u5ff5\u3002<strong>\u4e8c\u9636\u89c6\u89d2\u8f6c\u6362<\/strong>\u8981\u6c42 LLM \u667a\u80fd\u4f53<strong>\u4ece\u5176\u4ed6\u6e38\u620f\u53c2\u4e0e\u8005\u7684\u89c6\u89d2\u51fa\u53d1\uff0c\u91cd\u65b0\u8bc4\u4f30\u5176\u6784\u601d\u601d\u8003\u7684\u601d\u8003\u548c\u53d1\u8a00\u5185\u5bb9\u3002<\/strong>\u5177\u4f53\u6765\u8bf4\uff0c\u5728\u963f\u74e6\u9686\u6e38\u620f\u4e2d\uff0cLLM \u667a\u80fd\u4f53\u4f1a\u601d\u8003\uff1a\u300c\u5982\u679c\u6211\u6309\u7167\u521a\u624d\u7684\u8a00\u8bba\u5185\u5bb9\u53d1\u8a00\uff0c\u5176\u4ed6\u89d2\u8272\u53ef\u80fd\u4f1a\u5982\u4f55\u770b\u5f85\u6211\u7684\u8a00\u8bba\uff1f\u300d\u8fd9\u6837\u7684\u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\u4e3a\u63a5\u4e0b\u6765\u7684\u6539\u8fdb\u8fc7\u7a0b\u63d0\u4f9b\u4e86\u57fa\u7840\u3002<\/p>\n<p>\u57fa\u4e8e\u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\u7684\u6982\u5ff5\uff0cLLM \u667a\u80fd\u4f53\u751f\u6210\u4e00\u4e2a\u6539\u8fdb\u540e\u7684\u6784\u601d\u601d\u8003\u7684\u601d\u8003\u5185\u5bb9\u548c\u53d1\u8a00\u5185\u5bb9\u3002\u8fd9\u4e00\u8fc7\u7a0b\u4e0d\u4ec5\u8003\u8651\u4e86 LLM \u667a\u80fd\u4f53\u81ea\u8eab\u7684\u521d\u6b65\u601d\u8003\uff0c\u8fd8\u7ed3\u5408\u4e86\u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\u4e2d\u5bf9\u5176\u4ed6\u53c2\u4e0e\u8005\u53ef\u80fd\u7684\u5fc3\u7406\u72b6\u6001\u548c\u53cd\u5e94\u7684\u5206\u6790\u3002\u6700\u7ec8\uff0cLLM \u667a\u80fd\u4f53\u53d1\u8868\u8fd9\u4e2a\u7ecf\u8fc7\u6539\u8fdb\u7684\u53d1\u8a00\u5185\u5bb9\uff0c\u5e76\u5c06\u5176\u52a0\u5165\u5230\u6e38\u620f\u7684\u516c\u5f00\u8ba8\u8bba\u8bb0\u5f55\u4e2d\u3002<\/p>\n<h4>\u5b9e\u9a8c\u53ca\u7ed3\u679c<\/h4>\n<p>\u4e3a\u4e86\u68c0\u9a8c ReCon \u6846\u67b6\u5728\u4e0d\u540c\u5927\u8bed\u8a00\u6a21\u578b\u4e0a\u7684\u9002\u7528\u6027\uff0c\u8be5\u7814\u7a76\u5728 ChatGPT \u548c Claude \u4e24\u79cd\u6a21\u578b\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u56fe 3 \u5c55\u793a\u4e86 ReCon \u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u5176\u4e2d\u56fe 3\uff08a\uff09\u548c\uff08b\uff09\u5c55\u793a\u4e86 ReCon\uff08\u5206\u522b\u7528 ChatGPT \u548c Claude \u5b9e\u73b0\uff09\u4f5c\u4e3a\u597d\u4eba\u4e00\u65b9\u65f6\u4f7f\u7528 ReCon \u53ca\u5176\u5404\u79cd\u53d8\u4f53\u7684\u7ed3\u679c\uff0c\u800c\u56fe 3\uff08c\uff09\u5219\u63cf\u7ed8\u4e86 ReCon \u4f5c\u4e3a\u574f\u4eba\u4e00\u65b9\u7684\u65b9\u6cd5\u7684\u7ed3\u679c\u3002\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0cReCon \u7684\u56db\u79cd\u8bbe\u8ba1\uff08\u5373\u6784\u60f3\u601d\u8003 \/ \u6539\u8fdb\u601d\u8003\u548c\u4e00\u9636 \/ \u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\uff09\u90fd\u660e\u663e\u5730\u63d0\u9ad8\u4e86\u5728\u5404\u79cd\u60c5\u51b5\u4e0b\u7684\u6210\u529f\u7387\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5f53\u597d\u4eba\u4e00\u65b9\u4f7f\u7528 ReCon \u65f6\uff0c\u4e00\u9636 \/ \u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\u7684\u4f5c\u7528\u6bd4\u8f83\u660e\u663e\uff1b\u800c\u5f53\u574f\u4eba\u4e00\u65b9\u4f7f\u7528 ReCon \u65f6\uff0c\u6539\u8fdb\u601d\u8003\u66f4\u5177\u5f71\u54cd\u529b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15372\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d72886860001a133523803984b26ece96f45bd.png\" width=\"1080\" height=\"387\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d72886860001a133523803984b26ece96f45bd.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d72886860001a133523803984b26ece96f45bd-300x108.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d72886860001a133523803984b26ece96f45bd-1024x367.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/d72886860001a133523803984b26ece96f45bd-768x275.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 3 \u6574\u5c40\u6e38\u620f\u6d4b\u8bd5\u4e2d\u6210\u529f\u7387\u5bf9\u6bd4\u7ed3\u679c<\/p>\n<p>\u5728\u8be6\u7ec6\u5206\u6790\u4e86 ReCon \u53ca\u5176\u53d8\u4f53\u7684\u8868\u73b0\u540e\uff0c\u7814\u7a76\u8005\u9075\u5faa\u4e3b\u6d41\u57fa\u51c6\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c\u8fdb\u4e00\u6b65\u5229\u7528 GPT-4 \u5728\u516d\u7ef4\u5ea6\u6307\u6807\u4e0a\u8fdb\u884c\u8bc4\u4f30\u3002\u8fd9\u65e8\u5728\u5168\u9762\u5730\u8861\u91cf ReCon \u53ca\u5176\u53d8\u4f53\u7684\u6709\u6548\u6027\u3002\u5177\u4f53\u5730\uff0c<strong>\u516d\u7ef4\u5ea6\u8bc4\u4f30\u6307\u6807\u5305\u62ec\uff1a<\/strong>\u4fe1\u606f\u9690\u85cf\uff08CCL\uff09\u3001\u903b\u8f91\u4e00\u81f4\u6027\uff08LG\uff09\u3001\u56e2\u961f\u8d21\u732e\uff08CTR\uff09\u3001\u8bf4\u670d\u529b\uff08PRS\uff09\u3001\u4fe1\u606f\u91cf\uff08INF\uff09\u3001\u521b\u9020\u6027\uff08CRT\uff09\u3002<\/p>\n<p>\u4e3a\u4e86\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u51c6\u786e\u5730\u91cf\u5316\u8fd9\u4e9b\u8bc4\u4f30\u6307\u6807\uff0c\u7814\u7a76\u8005\u4f7f\u7528 ChatGPT \u8fdb\u884c\u4e86 20 \u573a\u5b8c\u6574\u7684\u963f\u74e6\u9686\u6e38\u620f\uff0c\u4ee5\u6536\u96c6\u7528\u4e8e\u591a\u7ef4\u5ea6\u5206\u6790\u8bc4\u4f30\u7684\u6d4b\u8bd5\u6570\u636e\u3002\u5982\u56fe 4 \u6240\u793a\uff0c\u5bf9\u4e8e\u5206\u914d\u7ed9\u597d\u4eba\u4e00\u65b9\u7684\u6bcf\u4e2a\u63d0\u793a\uff0c\u7814\u7a76\u56e2\u961f\u4f7f\u7528 4 \u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\u751f\u6210\u4e86 4 \u79cd\u4e0d\u540c\u7684\u54cd\u5e94\uff0c\u603b\u8ba1\u8d85\u8fc7 2300 \u4e2a\u54cd\u5e94\u3002\u968f\u540e\uff0c\u57fa\u4e8e\u4e0a\u8ff0 6 \u4e2a\u6307\u6807\uff0c\u4f7f\u7528 GPT-4 \u5bf9\u4e0d\u540c\u65b9\u6cd5\u5728\u76f8\u540c\u63d0\u793a\u4e0b\u7684\u54cd\u5e94\u8fdb\u884c\u4e8c\u5206\u7c7b\u7684\u504f\u597d\u6bd4\u8f83\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15373\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a98d878652fff9ce234910485a8609f2569f1e.png\" width=\"1080\" height=\"311\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a98d878652fff9ce234910485a8609f2569f1e.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a98d878652fff9ce234910485a8609f2569f1e-300x86.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a98d878652fff9ce234910485a8609f2569f1e-1024x295.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a98d878652fff9ce234910485a8609f2569f1e-768x221.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 4 \u591a\u7ef4\u5ea6\u6307\u6807\u8bc4\u4f30\u7ed3\u679c\uff0c\u6570\u503c\uff08\u53d6\u503c 0~1\uff09\u8868\u793a\u4e24\u65b9\u6cd5\u6bd4\u8f83\u4e2d\u88ab GPT-4 \u504f\u597d\u7684\u6bd4\u4f8b<\/p>\n<p>\u56fe 4 \u663e\u793a\uff0c\u5728\u6240\u6709 6 \u4e2a\u6307\u6807\u4e0a\uff0cReCon \u660e\u663e\u4f18\u4e8e\u57fa\u7ebf CoT\u3002\u540c\u65f6\uff0c\u5728\u5927\u591a\u6570\u6307\u6807\u4e0a\uff0c\u6784\u60f3\u601d\u8003\u548c\u6539\u8fdb\u601d\u8003\u90fd\u5e26\u6765\u4e86\u663e\u8457\u7684\u63d0\u5347\u3002\u7136\u800c\uff0c\u4e0e CoT \u548c\u6ca1\u6709\u6784\u60f3\u601d\u8003\u7684 ReCon \u76f8\u6bd4\uff0cReCon \u548c\u6ca1\u6709\u6539\u8fdb\u601d\u8003\u7684 ReCon \u5728\u8bf4\u670d\u529b\uff08PRS\uff09\u65b9\u9762\u7684\u8868\u73b0\u4f4e\u4e8e\u9884\u671f\u3002\u7814\u7a76\u8005\u5206\u6790\u8be6\u7ec6\u7684\u6e38\u620f\u65e5\u5fd7\uff0c\u5c06\u8fd9\u4e00\u4e0d\u5982\u9884\u671f\u7684 PRS \u8868\u73b0\u5f52\u56e0\u4e8e\u6784\u60f3\u601d\u8003\u3002\u6784\u60f3\u601d\u8003\u8ba9 LLM \u667a\u80fd\u4f53\u5728\u53d1\u8a00\u4e4b\u524d\u8fdb\u884c\u601d\u8003\uff0c\u4ece\u800c\u4ea7\u751f\u66f4\u4e3a\u7b80\u6d01\u800c\u6709\u9488\u5bf9\u6027\u7684\u53d1\u8a00\uff0c\u51cf\u5c11\u4e86\u4f8b\u5982\u300c\u6211\u76f8\u4fe1\u6211\u4eec\u4e00\u5b9a\u4f1a\u6218\u80dc\u574f\u4eba\uff0c\u8ba9\u6211\u4eec\u56e2\u7ed3\u8d77\u6765\uff01\u300d\u8fd9\u6837\u867d\u7136\u5177\u6709\u717d\u52a8\u6027\u4f46\u7f3a\u4e4f\u6df1\u5165\u4fe1\u606f\u548c\u5206\u6790\u7684\u53d1\u8a00\u3002<\/p>\n<p>\u5728\u6df1\u5165\u5206\u6790\u4e86 ReCon \u4e0d\u540c\u53d8\u4f53\u7684\u8868\u73b0\u540e\uff0c\u7814\u7a76\u8005\u8fdb\u4e00\u6b65\u7814\u7a76\u4e86\u4e00\u9636\u548c\u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\uff0c\u4ee5\u53ca\u6784\u60f3\u601d\u8003\u548c\u6539\u8fdb\u601d\u8003\u5728\u5404\u4e2a\u8bc4\u4f30\u6307\u6807\u4e0a\u7684\u5f71\u54cd\u3002\u56fe 5\uff08a\uff09\u548c\uff08b\uff09\u663e\u793a\uff0c\u4ece ReCon \u4e2d\u79fb\u9664\u4e00\u9636\u548c\u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\u4f1a\u964d\u4f4e\u6240\u6709\u6307\u6807\u7684\u8868\u73b0\u3002\u5f53\u8fdb\u4e00\u6b65\u4ece\u53bb\u9664\u6539\u8fdb\u601d\u8003\u548c\u53bb\u9664\u6784\u60f3\u601d\u8003\u7684 ReCon \u7248\u672c\u4e2d\u5220\u9664\u8fd9\u4e24\u79cd\u89c6\u89d2\u8f6c\u6362\u65f6\uff0c\u51e0\u4e4e\u6240\u6709\u6307\u6807\uff08\u9664\u4fe1\u606f\u9690\u85cf CCL \u5916\uff09\u7684\u8868\u73b0\u90fd\u6709\u6240\u4e0b\u964d\uff0c\u5982\u56fe 5\uff08c\uff09\u548c\uff08d\uff09\u6240\u793a\u3002\u8fd9\u4e9b\u7ed3\u679c\u9a8c\u8bc1\u4e86\u4e00\u9636\u548c\u4e8c\u9636\u89c6\u89d2\u8f6c\u6362\u7684\u6709\u6548\u6027\u3002\u7136\u800c\uff0c\u56fe 5\uff08c\uff09\u548c\uff08d\uff09\u4e2d\u964d\u4f4e\u7684\u4fe1\u606f\u9690\u85cf CCL \u5206\u6570\u8868\u660e\uff0c\u4e3a\u4e86\u66f4\u597d\u7684\u9690\u85cf\u79c1\u6709\u4fe1\u606f\uff0c\u6709\u5fc5\u8981\u5c06\u4e00\u9636\uff08\u6216\u4e8c\u9636\uff09\u89c6\u89d2\u8f6c\u6362\u4e0e\u6539\u8fdb\u601d\u8003\uff08\u6216\u6784\u60f3\u601d\u8003\uff09\u76f8\u7ed3\u5408\u3002\u8fd9\u4e00\u7cfb\u5217\u7684\u5206\u6790\u548c\u56fe\u8868\u8fdb\u4e00\u6b65\u8bc1\u5b9e\u4e86 ReCon \u6846\u67b6\u5728\u591a\u7ef4\u5ea6\u8bc4\u4f30\u4e2d\u7684\u4f18\u8d8a\u6027\uff0c\u7279\u522b\u662f\u5728\u5305\u542b\u6b3a\u9a97\u6027\u4fe1\u606f\u7684\u73af\u5883\u4e2d\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15374\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e94558768e5039408df9659bffa15fc42ca9aa.png\" width=\"1080\" height=\"394\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e94558768e5039408df9659bffa15fc42ca9aa.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e94558768e5039408df9659bffa15fc42ca9aa-300x109.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e94558768e5039408df9659bffa15fc42ca9aa-1024x374.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e94558768e5039408df9659bffa15fc42ca9aa-768x280.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 5 \u591a\u7ef4\u5ea6\u6307\u6807\u4e0a\u7684\u8fdb\u4e00\u6b65\u8bc4\u4f30\uff0c\u6570\u503c\uff08\u53d6\u503c 0~1\uff09\u8868\u793a\u4e24\u65b9\u6cd5\u6bd4\u8f83\u4e2d\u88ab GPT-4 \u504f\u597d\u7684\u6bd4\u4f8b<\/p>\n<h4>\u8ba8\u8bba<\/h4>\n<p>\u7814\u7a76\u8005\u8fdb\u4e00\u6b65\u5206\u6790\u4e86\u963f\u74e6\u9686\u6e38\u620f\u65e5\u5fd7\uff0c\u5bf9 ReCon \u6846\u67b6\u5728\u6b3a\u9a97\u6027\u73af\u5883\u7684\u6709\u6548\u6027\u505a\u4e86\u5b9a\u6027\u7684\u89e3\u91ca\uff0c\u5e76\u8ba8\u8bba\u4e86\u5f53\u524d LLM \u7684\u4e00\u4e9b\u5c40\u9650\u6027\u3002<\/p>\n<p><strong>1. ReCon \u5982\u4f55\u5e2e\u52a9\u9690\u85cf\u79c1\u6709\u4fe1\u606f<\/strong><\/p>\n<p>\u5728\u5b9e\u9a8c\u4e2d\u53ef\u4ee5\u53d1\u73b0\uff0cReCon \u975e\u5e38\u6709\u52a9\u4e8e\u63d0\u9ad8 LLM \u667a\u80fd\u4f53\u5728\u6b3a\u9a97\u6027\u73af\u5883\u4e2d\u9690\u85cf\u79c1\u6709\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u4ece\u800c\u51cf\u5c11 LLM \u667a\u80fd\u4f53\u88ab\u6b3a\u9a97\u548c\u9488\u5bf9\u7684\u60c5\u51b5\u3002\u7814\u7a76\u56e2\u961f\u4ece\u6e38\u620f\u65e5\u5fd7\u4e2d\u5206\u6790 ReCon \u5177\u4f53\u5982\u4f55\u5e2e\u52a9 LLM \u667a\u80fd\u4f53\u9690\u85cf\u79c1\u6709\u4fe1\u606f\u3002\u5982\u56fe 6 (a) \u6240\u793a\uff0c\u6784\u60f3\u601d\u8003\u4e2d\u63d0\u51fa\u7684\u5148\u601d\u8003\u540e\u8bf4\u8bdd\u7684\u673a\u5236\u53ef\u4ee5\u5c06\u5173\u4e8e\u79c1\u6709\u4fe1\u606f\u7684\u8ba8\u8bba\u9650\u5236\u5728\u601d\u8003\u90e8\u5206\uff0c\u4ece\u800c\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u907f\u514d\u8bf4\u8bdd\u90e8\u5206\u7684\u6cc4\u9732\u3002\u6b64\u5916\uff0c\u6539\u8fdb\u601d\u8003\u4e2d\u5bf9\u521d\u59cb\u53d1\u8a00\u7684\u8fdb\u4e00\u6b65\u4fee\u6539\u4e5f\u53ef\u4ee5\u6781\u5927\u7a0b\u5ea6\u4e0a\u907f\u514d\u79c1\u6709\u4fe1\u606f\u7684\u6cc4\u9732\u3002\u4e0a\u8ff0\u89c2\u5bdf\u4e0e\u4eba\u7c7b\u4e3a\u907f\u514d\u8bf4\u9519\u8bdd\u800c\u300c\u4e09\u601d\u800c\u540e\u884c\u300d\u662f\u4e00\u81f4\u7684\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15375\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7f9769549f1426f88e949e805c294082eb51c.png\" width=\"1080\" height=\"652\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7f9769549f1426f88e949e805c294082eb51c.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7f9769549f1426f88e949e805c294082eb51c-300x181.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7f9769549f1426f88e949e805c294082eb51c-1024x618.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/b7f9769549f1426f88e949e805c294082eb51c-768x464.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 6 \uff08a\uff09ReCon \u5982\u4f55\u534f\u52a9\u9690\u85cf\u79c1\u6709\u4fe1\u606f\u7684\u5b9a\u6027\u89e3\u91ca\uff1b\uff08b\uff09\u73b0\u6709 LLM \u5728\u5bf9\u9f50\u4e0a\u7684\u5c40\u9650<\/p>\n<p><strong>2. \u5bf9\u9f50\u8d8a\u72f1<\/strong><\/p>\n<p>\u5728\u63a2\u8ba8 LLM \u5982\u4f55\u4e0e\u590d\u6742\u4eba\u7c7b\u4ef7\u503c\u89c2\u5bf9\u9f50\u65f6\uff0c\u7814\u7a76\u8005\u53d1\u73b0\u73b0\u6709\u7684\u5bf9\u9f50\u65b9\u6cd5\uff08\u5982 RLHF\uff09\u867d\u7136\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u51cf\u5c11\u4e86\u6a21\u578b\u4ea7\u751f\u6076\u610f\u5185\u5bb9\u7684\u53ef\u80fd\u6027\uff0c\u4f46\u8fd9\u79cd\u5bf9\u9f50\u4e3b\u8981\u96c6\u4e2d\u5728\u5185\u5bb9\u5c42\u9762\uff0c\u800c\u96be\u4ee5\u5ef6\u4f38\u5230\u903b\u8f91\u5c42\u9762\u3002\u5982\u56fe 6\uff08b\uff09\u6240\u793a\uff0c\u7814\u7a76\u56e2\u961f\u89c2\u5bdf\u5230\uff0c\u867d\u7136 GPT-4 \u4f1a\u62d2\u7edd\u76f4\u63a5\u8981\u6c42\u5b83\u751f\u6210\u6b3a\u9a97\u5185\u5bb9\u7684\u8bf7\u6c42\uff1b\u4f46\u5728\u76f8\u540c\u7684\u6b3a\u9a97\u6027\u903b\u8f91\u4e0b\uff0c\u5982\u679c\u6362\u6210\u963f\u74e6\u9686\u6e38\u620f\u7684\u8bed\u5883\uff0cGPT-4 \u5219\u4e0d\u4f1a\u62d2\u7edd\u3002\u8fd9\u79cd\u5bf9\u6a21\u578b\u5bf9\u9f50\u7684\u300c\u8d8a\u72f1\u300d\u53ef\u80fd\u4f1a\u4e3a\u522b\u6709\u7528\u5fc3\u4e4b\u4eba\u4f7f\u7528 LLM \u751f\u6210\u5371\u5bb3\u6027\u5185\u5bb9\u63d0\u4f9b\u4e86\u65b9\u4fbf\uff0c\u56e0\u6b64\u4e9f\u9700\u7814\u7a76\u9488\u5bf9\u903b\u8f91\u800c\u4e0d\u662f\u5185\u5bb9\u7684\u5bf9\u9f50\u3002<\/p>\n<p><strong>3. \u63a8\u7406\u80fd\u529b\u4e0d\u8db3<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15376\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/468dc776149abe37aec03009a95dd2287d644c.png\" width=\"579\" height=\"316\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/468dc776149abe37aec03009a95dd2287d644c.png 579w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/468dc776149abe37aec03009a95dd2287d644c-300x164.png 300w\" sizes=\"auto, (max-width: 579px) 100vw, 579px\" \/><\/p>\n<p>\u56fe 7\u00a0 LLM \u5728\u63a8\u7406\u80fd\u529b\u4e0a\u7684\u5c40\u9650<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u7814\u7a76\u963f\u74e6\u9686\u6e38\u620f\u65e5\u5fd7\u53d1\u73b0\uff0c\u76ee\u524d LLM \u5728\u590d\u6742\u903b\u8f91\u63a8\u7406\u65b9\u9762\u4ecd\u6709\u6240\u6b20\u7f3a\u3002\u5982\u56fe 7 \u6240\u793a\uff0c\u4f8b\u5982\u5f53 LLM \u667a\u80fd\u4f53\u626e\u6f14 Percival \u89d2\u8272\u65f6\uff0c\u9762\u5bf9 Morgana \u63d0\u51fa\u7684\u4e00\u4e2a\u5305\u62ec Merlin \u548c Morgana \u81ea\u5df1\u7684\u961f\u4f0d\uff0c\u8be5 LLM \u667a\u80fd\u4f53\u65e0\u6cd5\u63a8\u65ad\u51fa Morgana \u7684\u8eab\u4efd\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5bf9\u4e8e\u8f83\u9ad8\u9636\u7684\u4eba\u7c7b\u73a9\u5bb6\uff0c\u4ed6\u4eec\u4f1a\u8fc5\u901f\u8bc6\u522b\u51fa\u961f\u4f0d\u63d0\u51fa\u8005\u5fc5\u5b9a\u662f Morgana\uff0c\u800c\u53e6\u4e00\u540d\u73a9\u5bb6\u662f Merlin\u3002\u56e0\u4e3a Merlin \u7684\u80fd\u529b\u662f\u77e5\u9053\u8c01\u662f\u574f\u4eba\u4e00\u65b9\u7684\u89d2\u8272\uff0c\u80af\u5b9a\u4e0d\u4f1a\u63d0\u51fa\u8fd9\u6837\u7684\u961f\u4f0d\u7ec4\u5408\u3002\u4e0a\u8ff0\u6848\u4f8b\u4f53\u73b0\u51fa LLM \u76ee\u524d\u8fd8\u8f83\u96be\u5b8c\u6210\u590d\u6742\u7684\u903b\u8f91\u63a8\u7406\u3002<\/p>\n<p><strong>4. \u8fc7\u4e8e\u6b63\u5f0f\u7684\u56de\u5e94<\/strong><\/p>\n<p>\u4ece\u6e38\u620f\u65e5\u5fd7\u4e2d\uff0c\u7814\u7a76\u8005\u53d1\u73b0\u5927\u8bed\u8a00\u6a21\u578b\u7684\u56de\u5e94\u98ce\u683c\u6709\u65f6\u8fc7\u4e8e\u6b63\u5f0f\u548c\u8be6\u7ec6\uff0c\u8bed\u8a00\u98ce\u683c\u4e0e\u4eba\u7c7b\u5728\u6e38\u620f\u4e2d\u7684\u98ce\u683c\u6709\u7740\u660e\u663e\u7684\u5dee\u8ddd\u3002\u5982\u8868 1 \u6240\u793a\uff0c\u867d\u7136\u5728\u5408\u9002\u7684\u63d0\u793a\u4e0b\uff0cLLM \u5177\u5907\u6a21\u4eff\u4eba\u7c7b\u8bed\u8a00\u98ce\u683c\u7684\u80fd\u529b\uff0c\u4f46\u5728\u963f\u74e6\u9686\u6e38\u620f\u4e2d\uff0c\u5728\u8bf4\u8bdd\u548c\u601d\u8003\u7684\u8fc7\u7a0b\u4e2d\u6a21\u4eff\u4eba\u7c7b\u7684\u8bed\u8a00\u98ce\u683c\u53ef\u80fd\u4f1a\u5bf9\u5176\u8868\u73b0\u9020\u6210\u8d1f\u9762\u5f71\u54cd\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15377\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a80112955999d69b3b7508cc7007721dc4ccd5.png\" width=\"674\" height=\"181\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a80112955999d69b3b7508cc7007721dc4ccd5.png 674w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a80112955999d69b3b7508cc7007721dc4ccd5-300x81.png 300w\" sizes=\"auto, (max-width: 674px) 100vw, 674px\" \/><\/p>\n<p>\u8868 1 \u6a21\u4eff\u4eba\u7c7b\u8bed\u8a00\u98ce\u683c\u4f1a\u5bf9 LLM \u667a\u80fd\u4f53\u5728\u963f\u74e6\u9686\u6e38\u620f\u4e2d\u7684\u6027\u80fd\u9020\u6210\u8d1f\u9762\u5f71\u54cd<\/p>\n<p><strong>5.LLM \u667a\u80fd\u4f53\u683c\u5f0f\u54cd\u5e94\u7684\u6bd4\u8f83\u5206\u6790<\/strong><\/p>\n<p>\u4e3a\u4e86\u4ece LLM \u667a\u80fd\u4f53\u7684\u56de\u5e94\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff0c\u6709\u65f6\u9700\u8981\u8981\u6c42\u6a21\u578b\u4ee5\u7279\u5b9a\u7684\u683c\u5f0f\u6765\u56de\u5e94\u3002\u6bd4\u5982\uff0c\u5728\u56e2\u961f\u63d0\u6848\u6295\u7968\u73af\u8282\uff0c\u6a21\u578b\u9700\u8981\u7528\u65b9\u62ec\u53f7\u5f3a\u8c03\u51fa\u4ed6\u4eec\u7684\u51b3\u5b9a\uff0c\u4f8b\u5982 [approve]\u00a0\u6216\u8005 [disapprove]\uff0c\u4ee5\u4fbf\u628a\u51b3\u5b9a\u548c\u5206\u6790\u533a\u5206\u5f00\u3002\u7ed3\u679c\u53d1\u73b0\uff0c\u5728\u5408\u7406\u7684\u63d0\u793a\u4e0b\uff0cChatGPT \u548c Claude \u53ef\u4ee5\u8f83\u597d\u5730\u9075\u5faa\u8fd9\u4e9b\u683c\u5f0f\u8981\u6c42\uff0c\u4f46 LLaMA2-70b-chat \u5374\u8f83\u96be\u5728\u6574\u5c40\u6e38\u620f\u4e2d\u4e00\u76f4\u9075\u5faa\u683c\u5f0f\u8981\u6c42\u3002<\/p>\n<p>\u603b\u7ed3\u6765\u8bf4\uff0c\u9488\u5bf9 LLM \u667a\u80fd\u4f53\u5728\u6b3a\u9a97\u6027\u73af\u5883\u9047\u5230\u7684\u6311\u6218\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 ReCon \u67b6\u6784\u4ee5\u63d0\u5347 LLM \u667a\u80fd\u4f53\u8bc6\u522b\u548c\u5e94\u5bf9\u6b3a\u9a97\u7684\u80fd\u529b\u3002\u5b9a\u91cf\u548c\u5b9a\u6027\u7684\u5b9e\u9a8c\u8bc1\u660e\u4e86 ReCon \u6846\u67b6\u5728\u5904\u7406\u6b3a\u9a97\u548c\u8bef\u5bfc\u6027\u4fe1\u606f\u7684\u6709\u6548\u6027\u3002\u7814\u7a76\u56e2\u961f\u7ed9\u51fa\u4e86 ReCon \u6709\u6548\u6027\u7684\u5b9a\u6027\u89e3\u91ca\uff0c\u5e76\u8fdb\u4e00\u6b65\u8ba8\u8bba\u4e86\u5f53\u524d LLM \u667a\u80fd\u4f53\u7684\u4e0d\u8db3\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u4e86\u53ef\u80fd\u7684\u65b9\u5411\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_15338\" class=\"pvc_stats total_only  \" data-element-id=\"15338\" 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 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 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>\u8ba9 AI \u667a\u80fd\u4f53\u5b66\u4f1a\u300c\u4e09\u601d\u800c\u540e\u884c\u300d\u548c\u300c\u6362\u4f4d\u601d\u8003\u300d\uff0c\u5b9e\u73b0\u5bf9\u865a\u5047\u6b3a\u9a97\u4fe1\u606f\u7684\u7504\u522b\u4e0e\u5e94\u5bf9\uff0c\u4e3a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u589e\u52a0\u5b89\u5168\u5c4f\u969c\u3002 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_15338\" class=\"pvc_stats total_only  \" data-element-id=\"15338\" 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 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 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class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":15369,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,80],"tags":[866],"class_list":["post-15338","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-80","tag-ai-"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15338","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=15338"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15338\/revisions"}],"predecessor-version":[{"id":15378,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/15338\/revisions\/15378"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/15369"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=15338"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=15338"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=15338"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}