{"id":26983,"date":"2025-02-27T09:16:18","date_gmt":"2025-02-27T01:16:18","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=26983"},"modified":"2025-02-27T22:49:40","modified_gmt":"2025-02-27T14:49:40","slug":"spozijiandutiai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/spozijiandutiai\/","title":{"rendered":"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u8bcd\u4f18\u5316"},"content":{"rendered":"<h2>\u6458\u8981<\/h2>\n<p>\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u5bf9\u4e8e\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u63a8\u7406\u80fd\u529b\uff0c\u540c\u65f6\u4f7f\u5176\u8f93\u51fa\u4e0e\u4e0d\u540c\u9886\u57df\u7684\u4efb\u52a1\u8981\u6c42\u4fdd\u6301\u4e00\u81f4\u81f3\u5173\u91cd\u8981\u3002\u7136\u800c\uff0c\u624b\u52a8\u8bbe\u8ba1\u63d0\u793a\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u548c\u53cd\u590d\u8bd5\u9a8c\u3002\u73b0\u6709\u7684\u63d0\u793a\u4f18\u5316\u65b9\u6cd5\u65e8\u5728\u81ea\u52a8\u5316\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u4f46\u5b83\u4eec\u4e25\u91cd\u4f9d\u8d56\u5916\u90e8\u53c2\u8003\uff0c\u5982\u771f\u5b9e\u7b54\u6848\u6216\u4eba\u5de5\u53cd\u9988\uff0c\u8fd9\u9650\u5236\u4e86\u5728\u6ca1\u6709\u8fd9\u4e9b\u6570\u636e\u6216\u83b7\u53d6\u6210\u672c\u9ad8\u6602\u7684\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u5e94\u7528\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316\uff08SPO\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u65e0\u9700\u5916\u90e8\u53c2\u8003\u5373\u53ef\u4e3a\u5c01\u95ed\u5f0f\u548c\u5f00\u653e\u5f0f\u4efb\u52a1\u53d1\u73b0\u6709\u6548\u63d0\u793a\u7684\u9ad8\u6548\u6846\u67b6\u3002\u53d7\u63d0\u793a\u8d28\u91cf\u76f4\u63a5\u4f53\u73b0\u5728LLM\u8f93\u51fa\u4e2d\u4ee5\u53caLLM\u80fd\u591f\u6709\u6548\u8bc4\u4f30\u5bf9\u4efb\u52a1\u8981\u6c42\u7684\u9075\u5faa\u7a0b\u5ea6\u7684\u89c2\u5bdf\u542f\u53d1\uff0c\u6211\u4eec\u4ec5\u4ece\u8f93\u51fa\u6bd4\u8f83\u4e2d\u5f97\u51fa\u8bc4\u4f30\u548c\u4f18\u5316\u4fe1\u53f7\u3002\u5177\u4f53\u6765\u8bf4\uff0cSPO\u901a\u8fc7LLM\u8bc4\u4f30\u5668\u8bc4\u4f30\u7684\u6210\u5bf9\u8f93\u51fa\u6bd4\u8f83\u6765\u9009\u62e9\u66f4\u4f18\u7684\u63d0\u793a\uff0c\u7136\u540e\u901a\u8fc7LLM\u4f18\u5316\u5668\u5c06\u8f93\u51fa\u4e0e\u4efb\u52a1\u8981\u6c42\u5bf9\u9f50\u3002\u5927\u91cf\u5b9e\u9a8c\u8868\u660e\uff0cSPO\u5728\u6027\u80fd\u4e0a\u4f18\u4e8e\u73b0\u6709\u7684\u6700\u5148\u8fdb\u7684\u63d0\u793a\u4f18\u5316\u65b9\u6cd5\uff0c\u540c\u65f6\u6210\u672c\u663e\u8457\u964d\u4f4e\uff08\u4f8b\u5982\uff0c\u4ec5\u4e3a\u73b0\u6709\u65b9\u6cd5\u76841.1%\u52305.6%\uff09\uff0c\u5e76\u4e14\u6240\u9700\u7684\u6837\u672c\u66f4\u5c11\uff08\u4f8b\u5982\uff0c\u4ec5\u9700\u4e09\u4e2a\u6837\u672c\uff09\u3002\u4ee3\u7801\u53ef\u5728https:\/\/github.com\/geekan\/MetaGPT\u83b7\u53d6\u3002<\/p>\n<blockquote><p>\u5b8c\u6574\u6f14\u793a\u4ee3\u7801\uff1ahttps:\/\/github.com\/geekan\/MetaGPT\/blob\/main\/examples\/spo\/README.md<\/p><\/blockquote>\n<h2>1. \u5f15\u8a00<\/h2>\n<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u5bf9\u4e8e\u6700\u5927\u5316\u5176<a href=\"https:\/\/arxiv.org\/abs\/2305.14985\">\u63a8\u7406\u80fd\u529b<\/a>\u00a0(Wei et al., 2022; Zheng et al., 2024; Deng et al., 2023) \u4ee5\u53ca\u786e\u4fdd\u4e0e\u591a\u6837\u5316\u4efb\u52a1\u8981\u6c42\u7684\u4e00\u81f4\u6027 (Hong et al., 2024b; Liu et al., 2024a; Zhang et al., 2024b; Hong et al., 2024a) \u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u7136\u800c\uff0c\u521b\u5efa\u6709\u6548\u7684\u63d0\u793a\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u8bd5\u9519\u5b9e\u9a8c\u548c\u6df1\u539a\u7684\u4efb\u52a1\u7279\u5b9a\u77e5\u8bc6\u3002<\/p>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u7814\u7a76\u4eba\u5458\u63a2\u7d22\u4e86\u4f7f\u7528LLMs\u81ea\u8eab\u80fd\u529b\u81ea\u52a8\u6539\u8fdb\u63d0\u793a\u7684\u63d0\u793a\u4f18\u5316\uff08PO\uff09\u65b9\u6cd5\u3002PO\u8d85\u8d8a\u4e86\u4f20\u7edf\u7684\u624b\u52a8\u63d0\u793a\u5de5\u7a0b\uff0c\u4e3a\u63d0\u793a\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u52a0\u7cfb\u7edf\u548c\u9ad8\u6548\u7684\u65b9\u6cd5\u3002\u5982\u56fe1(a)\u6240\u793a\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u6d89\u53ca\u63d0\u793a\u4f18\u5316\u3001\u6267\u884c\u548c\u8bc4\u4f30\u7684\u8fed\u4ee3\u8fc7\u7a0b\u3002\u8fd9\u4e9b\u7ec4\u4ef6\u7684\u8bbe\u8ba1\u9009\u62e9\u663e\u8457\u5f71\u54cd\u4f18\u5316\u7684\u6548\u679c\u548c\u6548\u7387\u3002\u73b0\u6709\u7684\u65b9\u6cd5\u5728\u6570\u503c\u8bc4\u4f30\u673a\u5236 (Wang et al., 2024e; Yang et al., 2024a; Fernando et al., 2024) \u548c\u6587\u672c\u201c\u68af\u5ea6\u201d\u4f18\u5316\u7b56\u7565 (Wang et al., 2024c; Yuksekgonul et al., 2024) \u65b9\u9762\u90fd\u53d6\u5f97\u4e86\u6210\u529f\u3002\u901a\u8fc7\u8fd9\u4e9b\u521b\u65b0\uff0cPO\u65b9\u6cd5\u5728\u51cf\u5c11\u4eba\u5de5\u5de5\u4f5c\u91cf\u7684\u540c\u65f6\u63d0\u9ad8\u4e86\u4efb\u52a1\u6027\u80fd (Pryzant et al., 2023; Zhang et al., 2024a; Zhou et al., 2024)\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26985\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ea3e4e01b380c05-1.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-1\" width=\"714\" height=\"525\" \/><\/p>\n<p>\u5c3d\u7ba1\u5177\u6709\u6f5c\u529b\uff0c\u4f46\u73b0\u6709\u7684PO\u65b9\u6cd5\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\u9762\u4e34\u91cd\u5927\u6311\u6218\uff0c\u5982\u4e0b\u6240\u8ff0\u3002\u9996\u5148\uff0c\u5f53\u524d\u7684\u65b9<strong>\u6cd5\u901a\u5e38\u4e25\u91cd\u4f9d\u8d56\u5916\u90e8\u53c2\u8003\u8fdb\u884c\u8bc4\u4f30<\/strong>\u3002\u4f7f\u7528\u771f\u5b9e\u7b54\u6848\u8fdb\u884c\u8bc4\u4f30\u7684\u65b9\u6cd5 (Yang et al., 2024a; Fernando et al., 2024; Yuksekgonul et al., 2024; Pryzant et al., 2023) \u9700\u8981\u5927\u91cf\u6ce8\u91ca\u6570\u636e\u6765\u8bc4\u4f30\u63d0\u793a\u8d28\u91cf\uff0c\u4f46\u5728\u8bb8\u591a\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5c24\u5176\u662f\u5f00\u653e\u5f0f\u4efb\u52a1\u4e2d\uff0c\u8fd9\u6837\u7684\u6807\u51c6\u7b54\u6848\u5f80\u5f80\u4e0d\u53ef\u7528\u3002\u540c\u6837\uff0c\u4f9d\u8d56\u4eba\u5de5\u7684\u65b9\u6cd5 (Chen et al., 2024; Lin et al., 2024) \u9700\u8981\u4eba\u5de5\u8bc4\u4f30\u6216\u4eba\u5de5\u8bbe\u8ba1\u7684\u89c4\u5219\u6765\u751f\u6210\u53cd\u9988\uff0c\u8fd9\u65e2\u8017\u65f6\u53c8\u4e0e\u81ea\u52a8\u5316\u7684\u76ee\u6807\u76f8\u77db\u76fe\u3002\u5176\u6b21\uff0c\u73b0\u6709\u7684\u65b9\u6cd5\u901a\u5e38\u9700\u8981\u8bc4\u4f30\u5927\u91cf\u6837\u672c\u4ee5\u83b7\u5f97\u53ef\u9760\u7684\u53cd\u9988\uff0c\u5bfc\u81f4\u5927\u91cf\u7684\u8ba1\u7b97\u5f00\u9500 (Wang et al., 2024e; Fernando et al., 2024)\u3002<\/p>\n<p>\u8fd9\u4e9b\u6311\u6218\u7684\u6838\u5fc3\u5728\u4e8e\u7f3a\u4e4f\u53ef\u9760\u4e14\u9ad8\u6548\u7684\u3001\u65e0\u9700\u53c2\u8003\u7684\u8bc4\u4f30\u63d0\u793a\u8d28\u91cf\u7684\u65b9\u6cd5\u3002\u5bf9LLM\u884c\u4e3a\u7684\u5206\u6790\u63ed\u793a\u4e86\u4e24\u4e2a\u5173\u952e\u89c1\u89e3\uff0c\u4e3a\u6211\u4eec\u7684\u65b9\u6cd5\u63d0\u4f9b\u4e86\u4f9d\u636e\u3002\u9996\u5148\uff0c\u63d0\u793a\u8d28\u91cf\u672c\u8d28\u4e0a\u4f53\u73b0\u5728\u6a21\u578b\u8f93\u51fa\u4e2d\uff0c\u6b63\u5982\u9010\u6b65\u63a8\u7406\u8def\u5f84\u5982\u4f55\u8bc1\u660e\u94fe\u5f0f\u601d\u7ef4\u63d0\u793a\u7684\u6210\u529f (Wei et al., 2022; Deng et al., 2023) \u6240\u5c55\u793a\u7684\u90a3\u6837\u3002\u5176\u6b21\uff0c\u5173\u4e8eLLM\u4f5c\u4e3a\u6cd5\u5b98\u7684\u5e7f\u6cdb\u7814\u7a76\u8868\u660e\uff0c\u5b83\u4eec\u5728\u8bc4\u4f30\u8f93\u51fa\u5bf9\u4efb\u52a1\u8981\u6c42\u7684\u9075\u5faa\u7a0b\u5ea6\u65b9\u9762\u662f\u6709\u6548\u7684 (Zheng et al., 2023; Li et al., 2024b)\u3002\u8fd9\u4e9b\u89c2\u5bdf\u8868\u660e\uff0c\u901a\u8fc7\u5229\u7528LLMs\u8bc4\u4f30\u8f93\u51fa\u7684\u56fa\u6709\u80fd\u529b\uff0c\u8fd9\u4e9b\u8f93\u51fa\u81ea\u7136\u53cd\u6620\u4e86\u63d0\u793a\u8d28\u91cf\uff0c\u56e0\u6b64\u65e0\u9700\u53c2\u8003\u7684\u63d0\u793a\u4f18\u5316\u662f\u53ef\u884c\u7684\u3002<\/p>\n<p>\u53d7\u8fd9\u4e9b\u89c1\u89e3\u7684\u542f\u53d1\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u9ad8\u6548\u6846\u67b6\uff0c\u5b83\u4ec5\u4eceLLM\u8f93\u51fa\u4e2d\u751f\u6210\u8bc4\u4f30\u548c\u4f18\u5316\u4fe1\u53f7\uff0c\u7c7b\u4f3c\u4e8e\u81ea\u76d1\u7763\u5b66\u4e60\u5982\u4f55\u4ece\u6570\u636e\u4e2d\u6d3e\u751f\u51fa\u8bad\u7ec3\u4fe1\u53f7\u3002\u6211\u4eec\u5c06\u8fd9\u79cd\u65b9\u6cd5\u79f0\u4e3a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316\uff08SPO\uff09\u3002\u5982\u56fe1\u6240\u793a\uff0cSPO\u5728\u57fa\u672c\u7684\u4f18\u5316-\u6267\u884c-\u8bc4\u4f30\u5faa\u73af\u57fa\u7840\u4e0a\uff0c\u5f15\u5165\u4e86\u51e0\u4e2a\u521b\u65b0\u673a\u5236\uff1a<\/p>\n<ol>\n<li><strong>\u8f93\u51fa\u4f5c\u4e3a\u6210\u5bf9\u8bc4\u4f30\u53c2\u8003<\/strong>\uff1aSPO\u7684\u6838\u5fc3\u662f\u91c7\u7528\u6210\u5bf9\u6bd4\u8f83\u65b9\u6cd5\uff0c\u8bc4\u4f30\u4e0d\u540c\u63d0\u793a\u7684\u8f93\u51fa\u7684\u76f8\u5bf9\u8d28\u91cf\u3002\u8fd9\u79cd\u8bc4\u4f30\u673a\u5236\u5229\u7528\u4e86LLM\u7406\u89e3\u4efb\u52a1\u8981\u6c42\u7684\u56fa\u6709\u80fd\u529b\uff0c\u5728\u6ca1\u6709\u5916\u90e8\u53c2\u8003\u7684\u60c5\u51b5\u4e0b\u9a8c\u8bc1\u4f18\u5316\u7684\u6709\u6548\u6027\u3002<\/li>\n<li><strong>\u8f93\u51fa\u4f5c\u4e3a\u4f18\u5316\u6307\u5bfc<\/strong>\uff1aSPO\u901a\u8fc7LLM\u5bf9\u5f53\u524d\u6700\u4f73\u8f93\u51fa\u7684\u66f4\u597d\u89e3\u51b3\u65b9\u6848\u7684\u7406\u89e3\u6765\u4f18\u5316\u63d0\u793a\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u81ea\u7136\u5730\u5c06\u63d0\u793a\u4fee\u6539\u4e0e\u6a21\u578b\u5bf9\u6700\u4f73\u4efb\u52a1\u89e3\u51b3\u65b9\u6848\u7684\u7406\u89e3\u4fdd\u6301\u4e00\u81f4\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u660e\u786e\u7684\u4f18\u5316\u4fe1\u53f7\u3002<\/li>\n<\/ol>\n<p><strong>\u8d21\u732e<\/strong>\u3002\u6211\u4eec\u7684\u4e3b\u8981\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li><strong>\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316\u6846\u67b6<\/strong>\u3002\u6211\u4eec\u4ecb\u7ecd\u4e86SPO\uff0c\u8fd9\u662f\u4e00\u4e2a\u65b0\u9896\u7684\u6846\u67b6\uff0c\u5b83\u5229\u7528LLM\u8f93\u51fa\u7684\u6210\u5bf9\u6bd4\u8f83\u6765\u6307\u5bfc\u63d0\u793a\u4f18\u5316\uff0c\u65e0\u9700\u5916\u90e8\u53c2\u8003\u3002<\/li>\n<li><strong>\u6210\u672c\u6548\u76ca\u4f18\u5316<\/strong>\u3002SPO\u4ee5\u6700\u5c11\u7684\u8ba1\u7b97\u5f00\u9500\uff08\u6bcf\u4e2a\u6570\u636e\u96c60.15\u7f8e\u5143\uff09\u548c\u6837\u672c\u9700\u6c42\uff083\u4e2a\u6837\u672c\uff09\u4f18\u5316\u63d0\u793a\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u8d44\u6e90\u9700\u6c42\u3002<\/li>\n<li><strong>\u5e7f\u6cdb\u7684\u8bc4\u4f30<\/strong>\u3002\u5982\u56fe2\u6240\u793a\uff0cSPO\u4ec5\u9700\u73b0\u6709\u65b9\u6cd51.1%\u52305.6%\u7684\u6210\u672c\uff0c\u540c\u65f6\u5728\u5c01\u95ed\u5f0f\u548c\u5f00\u653e\u5f0f\u4efb\u52a1\u4e2d\u4fdd\u6301\u5353\u8d8a\u7684\u6027\u80fd\u3002<\/li>\n<\/ol>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26984\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/459a3232746f81f.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-2\" width=\"1446\" height=\"450\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/459a3232746f81f.jpg 1446w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/459a3232746f81f-768x239.jpg 768w\" sizes=\"auto, (max-width: 1446px) 100vw, 1446px\" \/><\/p>\n<h2>2. \u521d\u6b65<\/h2>\n<h3>2.1. \u95ee\u9898\u5b9a\u4e49<\/h3>\n<p>Prompt Optimization\u00a0\u65e8\u5728\u81ea\u52a8\u589e\u5f3a\u7ed9\u5b9a\u4efb\u52a1\u7684\u63d0\u793a\u7684\u6709\u6548\u6027\u3002\u5f62\u5f0f\u4e0a\uff0c\u4ee4\u00a0T\u00a0= (Q,\u00a0G<sub>t<\/sub>) \u8868\u793a\u4e00\u4e2a\u4efb\u52a1\uff0c\u5176\u4e2d\u00a0Q\u00a0\u8868\u793a\u8f93\u5165\u95ee\u9898\uff0cG<sub>t<\/sub>\u00a0\u662f\u53ef\u9009\u7684\u57fa\u51c6\u4e8b\u5b9e\u3002\u76ee\u6807\u662f\u751f\u6210\u4e00\u4e2a\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u63d0\u793a\u00a0P<sub>t<\/sub>*\uff0c\u4ee5\u6700\u5927\u5316\u4efb\u52a1\u00a0T\u00a0\u4e0a\u7684\u6027\u80fd\u3002\u8fd9\u4e2a\u4f18\u5316\u76ee\u6807\u53ef\u4ee5\u6b63\u5f0f\u8868\u793a\u4e3a\uff1a<\/p>\n<p>P<sub>t<\/sub><em>\u00a0= arg max<sub>Pt<\/sub><\/em><em>\u2208P<\/em>*\u00a0E<sub>T\u223cD<\/sub>[\u03d5<sub>eval<\/sub>(\u03d5<sub>exe<\/sub>(Q,\u00a0P<sub>t<\/sub>))], (1)<\/p>\n<p>\u5176\u4e2d\u00a0P\u00a0\u8868\u793a\u6240\u6709\u53ef\u80fd\u63d0\u793a\u7684\u7a7a\u95f4\u3002\u5982\u56fe 1 \u6240\u793a\uff0c\u6b64\u4f18\u5316\u8fc7\u7a0b\u901a\u5e38\u6d89\u53ca\u4e09\u4e2a\u57fa\u672c\u529f\u80fd\uff1a\uff081\uff09\u4f18\u5316\u529f\u80fd\u00a0(\u03d5<sub>opt<\/sub>)\uff1a\u57fa\u4e8e\u5019\u9009\u63d0\u793a\u751f\u6210\u4fee\u6539\u540e\u7684\u63d0\u793a\uff1b(2)\u00a0\u6267\u884c\u529f\u80fd\u00a0(\u03d5<sub>exe<\/sub>)\uff1a\u5c06\u4fee\u6539\u540e\u7684\u63d0\u793a\u4e0e LLM \u4e00\u8d77\u4f7f\u7528\u4ee5\u751f\u6210\u8f93\u51fa\u00a0O\uff0c\u5305\u62ec\u63a8\u7406\u8def\u5f84\u548c\u6700\u7ec8\u7b54\u6848\uff1b(3)\u00a0\u8bc4\u4f30\u529f\u80fd\u00a0(\u03d5<sub>eval<\/sub>)\uff1a\u8bc4\u4f30\u00a0O\u00a0\u7684\u8d28\u91cf\u5e76\u63d0\u4f9b\u53cd\u9988\u00a0F\u00a0\u4ee5\u6307\u5bfc\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u8fed\u4ee3\u5730\u6539\u8fdb\u5019\u9009\u63d0\u793a\u3002<\/p>\n<p>\u5728\u8fd9\u4e9b\u529f\u80fd\u4e2d\uff0c\u8bc4\u4f30\u529f\u80fd\u8d77\u7740\u5173\u952e\u4f5c\u7528\uff0c\u56e0\u4e3a\u5b83\u7684\u8f93\u51fa\uff08\u53cd\u9988\u00a0F\uff09\u6307\u5bfc\u63d0\u793a\u7684\u8bc4\u4f30\u548c\u6539\u8fdb\u3002\u6211\u4eec\u5c06\u5728\u7b2c 2.2 \u8282\u8ba8\u8bba\u63d0\u793a\u4f18\u5316\u7684\u8bc4\u4f30\u6846\u67b6\u3002<\/p>\n<h3>2.2. \u63d0\u793a\u4f18\u5316\u4e2d\u7684\u8bc4\u4f30\u6846\u67b6<\/h3>\n<p>\u672c\u8282\u6982\u8ff0\u4e86\u6211\u4eec\u7684\u63d0\u793a\u4f18\u5316\u8bc4\u4f30\u6846\u67b6\uff0c\u6db5\u76d6\u4e86\u4e09\u4e2a\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff1a\u8bc4\u4f30\u6765\u6e90\u3001\u8bc4\u4f30\u65b9\u6cd5\u548c\u53cd\u9988\u7c7b\u578b\uff0c\u5982\u56fe3\u6240\u793a\u3002\u6700\u540e\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86\u6211\u4eec\u4e3aSPO\u9009\u62e9\u7684\u8bc4\u4f30\u6846\u67b6\u3002<\/p>\n<p><strong>\u8bc4\u4f30\u6765\u6e90<\/strong>\u3002\u5982\u56fe3(a)\u6240\u793a\uff0c\u4e24\u4e2a\u4e3b\u8981\u7684\u8bc4\u4f30\u6765\u6e90\u53ef\u7528\u4e8e\u8bc4\u4f30\uff1aLLM\u751f\u6210\u7684\u8f93\u51fa\u548c\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u771f\u5b9e\u7b54\u6848\u3002\u8fd9\u4e9b\u6765\u6e90\u4e3a\u8bc4\u4f30\u63d0\u793a\u6027\u80fd\u63d0\u4f9b\u4e86\u57fa\u7840\u3002<\/p>\n<p><strong>\u8bc4\u4f30\u65b9\u6cd5<\/strong>\u3002\u8bc4\u4f30\u65b9\u6cd5\u5b9a\u4e49\u4e86\u5982\u4f55\u8bc4\u4f30\u8bc4\u4f30\u6765\u6e90\u4ee5\u53ca\u76f8\u5173\u7684\u6210\u672c\u3002\u5e38\u7528\u7684\u4e09\u79cd\u65b9\u6cd5\u6709\uff1a\uff081\uff09\u57fa\u51c6\u6d4b\u8bd5\u4f9d\u8d56\u4e8e\u9884\u5b9a\u4e49\u7684\u6307\u6807 (Suzgun et al., 2023; Rein et al., 2023) \u6216\u89c4\u5219 (Chen et al., 2024)\u3002\uff082\uff09LLM\u4f5c\u4e3a\u6cd5\u5b98 (Zheng et al., 2023) \u5229\u7528LLM\u7684\u80fd\u529b\u6839\u636e\u4efb\u52a1\u8981\u6c42\u7406\u89e3\u548c\u8bc4\u4f30\u8f93\u51fa\u3002\uff083\uff09\u4eba\u5de5\u53cd\u9988 (Lin et al., 2024) \u901a\u8fc7\u76f4\u63a5\u7684\u4eba\u5de5\u8bc4\u4f30\u8f93\u51fa\uff0c\u63d0\u4f9b\u4e86\u6700\u5168\u9762\u7684\u8bc4\u4f30\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26987\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d856af6ee6ccf75-1.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-3\" width=\"708\" height=\"360\" \/><\/p>\n<p>\u867d\u7136\u4eba\u5de5\u53cd\u9988\u901a\u8fc7\u6355\u6349\u4eba\u7c7b\u504f\u597d\u548c\u4efb\u52a1\u7279\u5b9a\u9700\u6c42\uff0c\u63d0\u4f9b\u4e86\u6700\u5f7b\u5e95\u7684\u8bc4\u4f30\uff0c\u4f46\u5b83\u6bd4\u57fa\u51c6\u6d4b\u8bd5\u6216LLM\u4f5c\u4e3a\u6cd5\u5b98\u7684\u65b9\u6cd5\u4ea7\u751f\u4e86\u66f4\u9ad8\u7684\u6210\u672c\uff0c\u5728\u8bc4\u4f30\u8d28\u91cf\u548c\u53ef\u884c\u6027\u4e4b\u95f4\u9020\u6210\u4e86\u6743\u8861\u3002<\/p>\n<p><strong>\u53cd\u9988\u7c7b\u578b<\/strong>\u3002\u8bc4\u4f30\u65b9\u6cd5\u4ea7\u751f\u7684\u53cd\u9988\u901a\u5e38\u6709\u4e09\u79cd\u5f62\u5f0f\uff1a\uff081\uff09\u6570\u503c\u53cd\u9988\u63d0\u4f9b\u4e86\u6574\u4e2a\u6570\u636e\u96c6\u4e2d\u5b9a\u91cf\u6027\u80fd\u6307\u6807\u3002\u7136\u800c\uff0c\u5b83\u9700\u8981\u5927\u91cf\u6837\u672c\u4ee5\u786e\u4fdd\u8bc4\u4f30\u7684\u7a33\u5b9a\u6027\uff0c\u5e76\u4e14\u53ef\u80fd\u5ffd\u7565\u5b9e\u4f8b\u7279\u5b9a\u7684\u7ec6\u8282 (Zhang et al., 2024a)\u3002\uff082\uff09\u6587\u672c\u53cd\u9988\u901a\u8fc7\u5206\u6790\u548c\u63d0\u4f9b\u5efa\u8bae\uff0c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5b9e\u4f8b\u7279\u5b9a\u6307\u5bfc\uff0c\u76f4\u63a5\u751f\u6210\u4f18\u5316\u4fe1\u53f7 (Yuksekgonul et al., 2024)\u3002\uff083\uff09\u6392\u540d\u6216\u9009\u62e9\u53cd\u9988 (Liu et al., 2024b) \u901a\u8fc7\u5b8c\u5168\u6392\u540d\u6216\u6210\u5bf9\u6bd4\u8f83\uff0c\u5efa\u7acb\u8f93\u51fa\u4e4b\u95f4\u7684\u76f8\u5bf9\u8d28\u91cf\u6392\u5e8f\uff0c\u63d0\u4f9b\u660e\u786e\u7684\u4f18\u5316\u65b9\u5411\uff0c\u800c\u65e0\u9700\u7edd\u5bf9\u7684\u8d28\u91cf\u6307\u6807\u3002<\/p>\n<p><strong>\u8bc4\u4f30\u6846\u67b6\u3002<\/strong>\u00a0\u5728\u524d\u9762\u8ba8\u8bba\u7684\u8bc4\u4f30\u6765\u6e90\u3001\u65b9\u6cd5\u548c\u53cd\u9988\u7c7b\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u8bc4\u4f30\u6846\u67b6\u51b3\u5b9a\u4e86\u5982\u4f55\u5728\u63d0\u793a\u4f18\u5316\u7684\u80cc\u666f\u4e0b\u6bd4\u8f83\u548c\u8bc4\u4f30\u6765\u6e90\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u63a8\u5bfc\u4e86\u4e24\u79cd\u8bc4\u4f30\u6846\u67b6\uff0c\u7528\u4e8e\u751f\u6210\u63d0\u793a\u4f18\u5316\u7684\u53cd\u9988\u00a0F\uff1a<\/p>\n<p>(1) \u8f93\u51fa\u4e0e\u771f\u5b9e\u7b54\u6848 (OvG)\uff1a\u901a\u8fc7\u5c06\u8f93\u51fa\u00a0O\u00a0\u4e0e\u771f\u5b9e\u7b54\u6848\u00a0G<sub>T<\/sub>\u00a0\u8fdb\u884c\u6bd4\u8f83\u6765\u751f\u6210\u53cd\u9988\uff1a<\/p>\n<p>f<sub>OvG<\/sub>(O<sub>i<\/sub>, G<sub>i<\/sub>) = \u03c6<sub>eval<\/sub>(\u03c6<sub>exe<\/sub>(Q<sub>i<\/sub>, T<sub>pi<\/sub>), G**<sub>i<\/sub>**)<\/p>\n<p>\u5c3d\u7ba1\u8fd9\u79cd\u65b9\u6cd5\u5141\u8bb8\u901a\u8fc7\u5916\u90e8\u53c2\u8003\u8fdb\u884c\u76f4\u63a5\u7684\u8d28\u91cf\u8bc4\u4f30\uff0c\u4f46\u5b83\u9700\u8981\u660e\u786e\u5b9a\u4e49\u7684\u771f\u5b9e\u7b54\u6848\uff0c\u56e0\u6b64\u5bf9\u4e8e\u6ca1\u6709\u771f\u5b9e\u7b54\u6848\u6216\u5b9a\u4e49\u771f\u5b9e\u7b54\u6848\u4e0d\u5207\u5b9e\u9645\u7684\u5f00\u653e\u5f0f\u4efb\u52a1\u6765\u8bf4\uff0c\u5b83\u4e0d\u9002\u5408\u3002<\/p>\n<p>(2) \u8f93\u51fa\u4e0e\u8f93\u51fa (OvO)\uff1a\u5f53\u6ca1\u6709\u771f\u5b9e\u7b54\u6848\u65f6\uff0c\u6211\u4eec\u8f6c\u5411\u76f4\u63a5\u7684\u8f93\u51fa\u6bd4\u8f83\u3002OvO\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff0c\u5373\u4f7f\u5728\u6ca1\u6709\u5b8c\u7f8e\u7684\u771f\u5b9e\u7b54\u6848\u7684\u60c5\u51b5\u4e0b\uff0c\u6bd4\u8f83\u7531\u4e0d\u540c\u63d0\u793a\u751f\u6210\u7684\u8f93\u51fa\u4e5f\u53ef\u4ee5\u63d0\u4f9b\u5173\u4e8e\u5176\u76f8\u5bf9\u8d28\u91cf\u7684\u5b9d\u8d35\u4fe1\u53f7\u3002\u8fd9\u79cd\u65b9\u6cd5\u6d88\u9664\u4e86\u5bf9\u5916\u90e8\u53c2\u8003\u7684\u4f9d\u8d56\uff0c\u5bf9\u4e8e\u6709\u591a\u4e2a\u6709\u6548\u7b54\u6848\u7684\u5f00\u653e\u5f0f\u4efb\u52a1\u7279\u522b\u6709\u7528\u3002\u5b83\u53ef\u4ee5\u6b63\u5f0f\u8868\u8fbe\u4e3a\uff1a<\/p>\n<p>f<sub>OvO<\/sub>(O<sub>1<\/sub>, &#8230;, O<sub>k<\/sub>) = \u03c6<sub>eval<\/sub>({\u03c6<sub>exe<\/sub>(Q<sub>i<\/sub>, P<sub>ti<\/sub>)}<sup>k<\/sup><sub>i=1<\/sub>)<\/p>\n<p>\u5728\u4ecb\u7ecd\u4e86OvG\u548cOvO\u8bc4\u4f30\u6846\u67b6\u4e4b\u540e\uff0c\u6211\u4eec\u5f3a\u8c03OvO\u662f\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316\uff08SPO\uff09\u7684\u6838\u5fc3\u65b9\u6cd5\u3002\u901a\u8fc7\u6bd4\u8f83\u7531\u4e0d\u540c\u63d0\u793a\u751f\u6210\u7684\u8f93\u51fa\uff0cOvO\u63d0\u4f9b\u4e86\u5173\u4e8e\u5176\u76f8\u5bf9\u8d28\u91cf\u7684\u5b9d\u8d35\u53cd\u9988\uff0c\u800c\u65e0\u9700\u4f9d\u8d56\u5916\u90e8\u53c2\u8003\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0e\u6211\u4eec\u4ece\u8f93\u51fa\u672c\u8eab\u751f\u6210\u53cd\u9988\u7684\u76ee\u6807\u4e00\u81f4\uff0c\u4ece\u800c\u4fc3\u8fdb\u4e86\u5c01\u95ed\u5f0f\u548c\u5f00\u653e\u5f0f\u4efb\u52a1\u7684\u8fed\u4ee3\u4f18\u5316\u3002<\/p>\n<h2>3. \u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316<\/h2>\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u9996\u5148\u6982\u8ff0\u6211\u4eec\u7684\u65b9\u6cd5\uff08\u7b2c3.1\u8282\uff09\uff0c\u7136\u540e\u5206\u6790\u5176\u6709\u6548\u6027\uff08\u7b2c3.2\u8282\uff09\u3002<\/p>\n<h3>3.1. SPO\u6982\u8ff0<\/h3>\n<p>\u5728\u65e0\u53c2\u8003\u63d0\u793a\u4f18\u5316\u4e2d\u7684\u4e00\u4e2a\u6838\u5fc3\u6311\u6218\u662f\u5982\u4f55\u6784\u5efa\u6709\u6548\u7684\u8bc4\u4f30\u548c\u4f18\u5316\u4fe1\u53f7\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316\uff08SPO\uff09\uff0c\u4e00\u4e2a\u7b80\u5355\u800c\u6709\u6548\u7684\u6846\u67b6\uff0c\u5b83\u4fdd\u7559\u4e86\u57fa\u672c\u7684\u4f18\u5316-\u6267\u884c-\u8bc4\u4f30\u5faa\u73af\uff0c\u540c\u65f6\u4ec5\u5229\u7528\u6a21\u578b\u8f93\u51fa\u4f5c\u4e3a\u8bc4\u4f30\u6765\u6e90\u548c\u4f18\u5316\u6307\u5bfc\uff0c\u4ece\u800c\u5b9e\u73b0\u65e0\u53c2\u8003\u4f18\u5316\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26988\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/6e94105ef6b15c8.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-4\" width=\"1464\" height=\"738\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/6e94105ef6b15c8.jpg 1464w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/6e94105ef6b15c8-768x387.jpg 768w\" sizes=\"auto, (max-width: 1464px) 100vw, 1464px\" \/><\/p>\n<p>\u5982\u7b97\u6cd51\u6240\u793a\uff0cSPO\u901a\u8fc7\u4e09\u4e2a\u5173\u952e\u7ec4\u4ef6\u8fdb\u884c\u64cd\u4f5c\uff0c\u76f8\u5e94\u7684\u63d0\u793a\u89c1\u9644\u5f55A.1\uff1a<\/p>\n<ul>\n<li><strong>\u4f18\u5316\u529f\u80fd<\/strong>\u00a0<strong>(\u03c6<sub>opt<\/sub><\/strong>)\uff1a\u901a\u8fc7\u5206\u6790\u5f53\u524d\u6700\u4f73\u63d0\u793a\u53ca\u5176\u5bf9\u5e94\u7684\u8f93\u51fa\u751f\u6210\u65b0\u63d0\u793a\u3002<\/li>\n<li><strong>\u6267\u884c\u529f\u80fd<\/strong>\u00a0<strong>(\u03c6<sub>exe<\/sub><\/strong>)\uff1a\u5e94\u7528\u751f\u6210\u7684\u63d0\u793a\u4ee5\u83b7\u5f97\u8f93\u51fa\u3002<\/li>\n<li><strong>\u8bc4\u4f30\u529f\u80fd<\/strong>\u00a0<strong>(\u03c6<sub>eval<\/sub><\/strong>)\uff1a\u4f7f\u7528LLM\u6bd4\u8f83\u8f93\u51fa\u5e76\u901a\u8fc7\u6210\u5bf9\u6bd4\u8f83\u786e\u5b9a\u66f4\u4f18\u7684\u63d0\u793a\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u8fed\u4ee3\u8fc7\u7a0b\u4ece\u57fa\u672c\u7684\u63d0\u793a\u6a21\u677f\uff08\u4f8b\u5982\uff0c\u94fe\u5f0f\u601d\u7ef4 (Wei et al., 2022)\uff09\u548c\u4ece\u6570\u636e\u96c6\u4e2d\u91c7\u6837\u7684\u5c11\u91cf\u95ee\u9898\u96c6\u5f00\u59cb\u3002\u5728\u6bcf\u6b21\u8fed\u4ee3\u4e2d\uff0cSPO\u751f\u6210\u65b0\u63d0\u793a\uff0c\u6267\u884c\u5b83\u4eec\uff0c\u5e76\u5bf9\u8f93\u51fa\u8fdb\u884c\u6210\u5bf9\u8bc4\u4f30\uff0c\u4ee5\u8bc4\u4f30\u5176\u5bf9\u4efb\u52a1\u8981\u6c42\u7684\u9075\u5faa\u7a0b\u5ea6\u3002<\/p>\n<p>\u8be5\u63d0\u793a\u4e0e\u66f4\u4f18\u8f93\u51fa\u7684\u5173\u8054\u88ab\u9009\u4e3a\u4e0b\u4e00\u6b21\u8fed\u4ee3\u7684\u6700\u4f73\u5019\u9009\u3002\u8fc7\u7a0b\u6301\u7eed\u8fdb\u884c\uff0c\u76f4\u5230\u8fbe\u5230\u9884\u5b9a\u7684\u6700\u5927\u8fed\u4ee3\u6b21\u6570\u3002<\/p>\n<h3>3.2. \u7406\u89e3SPO\u7684\u6709\u6548\u6027<\/h3>\n<p>SPO \u7684\u7406\u8bba\u57fa\u7840\u5efa\u7acb\u5728\u4e24\u4e2a\u5173\u952e\u89c2\u5bdf\u4e4b\u4e0a\uff1a<\/p>\n<p>\u9996\u5148\uff0cLLM \u7684\u8f93\u51fa\u4e2d\u5305\u542b\u4e30\u5bcc\u7684\u8d28\u91cf\u4fe1\u606f\uff0c\u76f4\u63a5\u53cd\u6620\u4e86\u63d0\u793a\u7684\u6709\u6548\u6027\uff0c\u6b63\u5982\u9010\u6b65\u63a8\u7406\u8def\u5f84\u5982\u4f55\u8bc1\u660e\u94fe\u5f0f\u601d\u7ef4\u63d0\u793a\u7684\u6210\u529f\uff08Wei et al., 2022\uff09\u6240\u5c55\u793a\u7684\u90a3\u6837\u3002\u5176\u6b21\uff0cLLM \u5c55\u73b0\u51fa\u7c7b\u4f3c\u4eba\u7c7b\u7684\u4efb\u52a1\u7406\u89e3\u80fd\u529b\uff0c\u4f7f\u5b83\u4eec\u80fd\u591f\u6839\u636e\u4efb\u52a1\u8981\u6c42\u8bc4\u4f30\u7b54\u6848\u8d28\u91cf\u5e76\u8bc6\u522b\u66f4\u4f18\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u4e9b\u4e92\u8865\u7684\u80fd\u529b\u4f7f SPO \u80fd\u591f\u5728\u6ca1\u6709\u5916\u90e8\u53c2\u8003\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u63d0\u793a\u8bc4\u4f30\u548c\u4f18\u5316\u3002\u8fd9\u4e24\u4e2a\u5229\u7528\u6a21\u578b\u8f93\u51fa\u7684\u65b9\u9762\u5171\u540c\u4f5c\u7528\uff0c\u5b9e\u73b0\u4e86\u6709\u6548\u7684\u63d0\u793a\u4f18\u5316\uff1a<\/p>\n<p>\u8f93\u51fa\u4f5c\u4e3a\u4f18\u5316\u6307\u5bfc\u3002\u00a0\u5728\u00a0\u03c6<sub>opt<\/sub>\u00a0\u8bbe\u8ba1\u65b9\u9762\uff0c\u4e0e\u5176\u4ed6\u5f15\u5165\u663e\u5f0f\u4f18\u5316\u4fe1\u53f7\u7684\u65b9\u6cd5\uff08Fernando et al., 2024; Yuksekgonul et al., 2024; Pryzant et al., 2023\uff09\u4e0d\u540c\uff0c\u03c6<sub>opt<\/sub>\u00a0\u76f4\u63a5\u57fa\u4e8e\u63d0\u793a\u53ca\u5176\u5bf9\u5e94\u7684\u8f93\u51fa\u8fdb\u884c\u4f18\u5316\u3002\u4f18\u5316\u4fe1\u53f7\u6e90\u4e8e LLM \u8bc4\u4f30\u8f93\u51fa\u8d28\u91cf\u7684\u56fa\u6709\u80fd\u529b\uff0c\u800c\u4f18\u5316\u884c\u4e3a\u5219\u7531\u5176\u5bf9\u6784\u6210\u66f4\u4f18\u89e3\u51b3\u65b9\u6848\u7684\u7406\u89e3\u6240\u6307\u5bfc\u3002\u56e0\u6b64\uff0c\u5373\u4f7f\u6ca1\u6709\u663e\u5f0f\u4f18\u5316\u4fe1\u53f7\uff0cSPO \u7684\u4f18\u5316\u57fa\u672c\u4e0a\u5c06\u63d0\u793a\u5f15\u5bfc\u81f3 LLM \u5bf9\u4efb\u52a1\u7684\u6700\u4f18\u7406\u89e3\u3002<\/p>\n<p>\u8f93\u51fa\u4f5c\u4e3a\u6210\u5bf9\u8bc4\u4f30\u53c2\u8003\u3002\u00a0\u5173\u4e8e\u00a0\u03c6<sub>eval<\/sub>\u00a0\u8bbe\u8ba1\uff0c\u901a\u8fc7\u8ba9\u8bc4\u4f30\u6a21\u578b\u6267\u884c\u6210\u5bf9\u9009\u62e9\uff0c\u6211\u4eec\u6709\u6548\u5730\u5229\u7528\u4e86\u8bc4\u4f30\u6a21\u578b\u5bf9\u4efb\u52a1\u7684\u56fa\u6709\u504f\u597d\u7406\u89e3\u3002\u8fd9\u79cd\u5185\u90e8\u4fe1\u53f7\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u8f93\u51fa\u6210\u5bf9\u6bd4\u8f83\u83b7\u5f97\uff0c\u907f\u514d\u4e86\u9700\u8981\u5927\u91cf\u6837\u672c\u4ee5\u786e\u4fdd\u8bc4\u5206\u7a33\u5b9a\u6027\uff0c\u8fd9\u662f\u8bc4\u5206\u53cd\u9988\u65b9\u6cd5\u901a\u5e38\u6240\u9700\u8981\u7684\u3002<\/p>\n<p>\u867d\u7136\u6211\u4eec\u901a\u8fc7\u56db\u8f6e\u968f\u673a\u8bc4\u4f30\u6765\u7f13\u89e3\u6f5c\u5728\u7684\u504f\u5dee\uff0c\u4f46\u8fd9\u4e9b\u504f\u5dee\u65e0\u6cd5\u5b8c\u5168\u6d88\u9664 (Zhou et al., 2024)\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u504f\u5dee\u4e0d\u4f1a\u5f71\u54cd\u6574\u4f53\u4f18\u5316\u8d8b\u52bf\uff0c\u56e0\u4e3a eval \u7684\u53cd\u9988\u4ec5\u4f5c\u4e3a\u4e0b\u4e00\u8f6e\u4f18\u5316\u7684\u53c2\u8003\u3002\u6574\u4f53\u4f18\u5316\u8fc7\u7a0b\u81ea\u7136\u4e0e\u4f18\u5316\u6a21\u578b\u7684\u4efb\u52a1\u7406\u89e3\u4fdd\u6301\u4e00\u81f4\uff0ceval \u673a\u5236\u4ec5\u7528\u4e8e\u9a8c\u8bc1\u6bcf\u6b21\u8fed\u4ee3\u7684\u6709\u6548\u6027\u3002<\/p>\n<h2>4. \u5b9e\u9a8c<\/h2>\n<h3>4.1. \u5b9e\u9a8c\u8bbe\u7f6e<\/h3>\n<p><strong>\u6570\u636e\u96c6<\/strong>\u3002\u6211\u4eec\u5728\u4e00\u4e2a\u591a\u6837\u5316\u7684\u4efb\u52a1\u96c6\u4e0a\u8bc4\u4f30\u4e86SPO\uff0c\u5305\u62ec\u5c01\u95ed\u5f0f\u4efb\u52a1\u548c\u5f00\u653e\u5f0f\u4efb\u52a1\uff0c\u4ee5\u5168\u9762\u8bc4\u4f30\u5176\u6709\u6548\u6027\u3002<\/p>\n<p>\u5bf9\u4e8e\u5c01\u95ed\u5f0f\u4efb\u52a1\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u4e94\u4e2a\u5df2\u5efa\u7acb\u7684\u57fa\u51c6\uff1a<\/p>\n<ul>\n<li>GPQA (Rein et al., 2023)<\/li>\n<li>AGIEval-MATH (Zhong et al., 2024)<\/li>\n<li>LIAR (Wang, 2017)<\/li>\n<li>WSC (Levesque et al., 2012)<\/li>\n<li>BBH-navigate (Suzgun et al., 2023)<\/li>\n<\/ul>\n<p>\u5bf9\u4e8eWSC\u3001LIAR\u548cBBH-Navigate\uff0c\u6211\u4eec\u6309\u7167Yan et al. (2024) \u7684\u65b9\u6cd5\uff0c\u4ece\u539f\u59cb\u6570\u636e\u96c6\u4e2d\u91c7\u6837\u90e8\u5206\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\u3002\u5bf9\u4e8eGPQA\uff0c\u6211\u4eec\u4f7f\u7528\u66f4\u5177\u6311\u6218\u6027\u7684GPQA-Diamond\u5b50\u96c6\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\uff0c\u800c\u5bf9\u4e8eAGIEval-Math\uff0c\u6211\u4eec\u4f7f\u75285\u7ea7\u95ee\u9898\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\u3002\u5bf9\u4e8e\u5f00\u653e\u5f0f\u4efb\u52a1\uff0c\u6211\u4eec\u4eceMT-Bench (Zheng et al., 2023) \u4e2d\u9009\u62e9\u4e86\u5199\u4f5c\u3001\u89d2\u8272\u626e\u6f14\u548c\u4eba\u6587\u5b66\u79d1\u4efb\u52a1\u3002\u9274\u4e8e\u6570\u636e\u96c6\u7684\u6709\u9650\u89c4\u6a21\uff0c\u6211\u4eec\u4e3a\u8fd9\u4e9b\u4efb\u52a1\u624b\u52a8\u6784\u5efa\u4e86\u4e09\u4e2a\u9a8c\u8bc1\u96c6\u3002\u6570\u636e\u96c6\u7684\u8be6\u7ec6\u63cf\u8ff0\u4ee5\u53ca\u9a8c\u8bc1\u548c\u6d4b\u8bd5\u96c6\u7684\u6784\u5efa\u7a0b\u5e8f\u89c1\u9644\u5f55A.3\u3002<\/p>\n<p><strong>\u57fa\u7ebf<\/strong>\u3002\u6211\u4eec\u5728\u5c01\u95ed\u5f0f\u4efb\u52a1\u4e0a\u9488\u5bf9\u4e24\u7c7b\u65b9\u6cd5\u8bc4\u4f30\u4e86SPO\uff1a\uff081\uff09\u4f20\u7edf\u7684\u63d0\u793a\u65b9\u6cd5\uff0c\u5305\u62ecio\uff08\u76f4\u63a5LLM\u8c03\u7528\uff09\u3001\u94fe\u5f0f\u601d\u7ef4 (Wei et al., 2022)\u3001\u6539\u8ff0 (Deng et al., 2023) \u548c\u56de\u9000\u62bd\u8c61 (Zheng et al., 2024)\uff1b\u4ee5\u53ca\uff082\uff09\u81ea\u52a8\u63d0\u793a\u4f18\u5316\u65b9\u6cd5\uff0c\u5305\u62ecAPE (Zhou et al., 2023)\u3001OPRO (Yang et al., 2024a)\u3001PromptAgent (Wang et al., 2024e)\u3001PromptBreeder (Fernando et al., 2024) \u548cTextGrad (Yuksekgonul et al., 2024)\uff0c\u5176\u8bc4\u4f30\u6846\u67b6\u8bbe\u7f6e\u8be6\u89c1\u88682\u3002<\/p>\n<p>\u5bf9\u4e8eMT-Bench (Zheng et al., 2023) \u4e2d\u7684\u5f00\u653e\u5f0f\u4efb\u52a1\uff0c\u6211\u4eec\u4f7f\u7528GPT-4o\u6765\u6bd4\u8f83\u7531SPO\u751f\u6210\u7684\u8f93\u51fa\u4e0e\u6a21\u578b\u76f4\u63a5\u751f\u6210\u7684\u8f93\u51fa\u3002<\/p>\n<h3>4.2. \u5b9e\u9a8c\u7ed3\u679c\u4e0e\u5206\u6790<\/h3>\n<p><strong>\u5c01\u95ed\u5f0f\u4efb\u52a1\u7684\u4e3b\u8981\u7ed3\u679c<\/strong>\u3002\u5982\u88681\u6240\u793a\uff0cSPO\u4f18\u5316\u7684\u63d0\u793a\u5728\u5e73\u5747\u6027\u80fd\u4e0a\u4f18\u4e8e\u6240\u6709\u4f20\u7edf\u63d0\u793a\u65b9\u6cd5\uff0c\u8d85\u8fc7\u6700\u4f73\u57fa\u7ebf1.9\u3002\u540c\u65f6\uff0c\u5b83\u5728\u5927\u591a\u6570\u6570\u636e\u96c6\u4e0a\u4e0e\u4f9d\u8d56\u771f\u5b9e\u7b54\u6848\u7684\u63d0\u793a\u4f18\u5316\u65b9\u6cd5\u76f8\u6bd4\uff0c\u6027\u80fd\u76f8\u5f53\uff0c\u5e76\u5728GPQA\u548cBBH-navigate\u6570\u636e\u96c6\u4e0a\u8fbe\u5230\u4e86\u6700\u4f18\u7ed3\u679c\u3002\u5177\u4f53\u6765\u8bf4\uff0cSPO\u4e0e\u5176\u4ed6\u4f18\u5316\u65b9\u6cd5\u76f8\u6bd4\u7684\u5e73\u5747\u6027\u80fd\u4f18\u52bf\u8868\u660e\uff0c\u5176\u6210\u5bf9\u8bc4\u4f30\u65b9\u6cd5\u80fd\u591f\u6bd4\u5176\u4ed6\u4f9d\u8d56\u5916\u90e8\u53c2\u8003\u7684\u65b9\u6cd5\u751f\u6210\u66f4\u6709\u6548\u7684\u4f18\u5316\u4fe1\u53f7\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u9a8c\u8bc1\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u4e0d\u540c\u4f18\u5316\u6a21\u578b\u4e2d\u7684\u6709\u6548\u6027\uff0c\u6211\u4eec\u4f7f\u7528GPT-4o\u4f5c\u4e3a\u4f18\u5316\u6a21\u578b\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u5e73\u5747\u6027\u80fd\u8fbe\u523066.3\u3002\u867d\u7136\u7565\u4f4e\u4e8e\u4f7f\u7528Claude-3-5-Sonnet\u4f5c\u4e3a\u4f18\u5316\u6a21\u578b\u7684\u7ed3\u679c\uff0c\u4f46\u8fd9\u4ecd\u7136\u5728\u6240\u6709\u6bd4\u8f83\u65b9\u6cd5\u4e2d\u6392\u540d\u7b2c\u4e09\u3002<\/p>\n<p><strong>\u6210\u672c\u5206\u6790<\/strong>\u3002\u6211\u4eec\u5728\u88681\u4e2d\u5168\u9762\u6bd4\u8f83\u4e86SPO\uff08\u4f7f\u7528Claude-3.5-Sonnet\u548cGPT-4o\u4f5c\u4e3a\u4f18\u5316\u6a21\u578b\uff09\u4e0e\u5176\u5b83\u4f18\u5316\u65b9\u6cd5\u7684\u4f18\u5316\u6210\u672c\u548c\u6027\u80fd\u3002\u5728\u4e0e\u5176\u5b83\u4f9d\u8d56\u771f\u5b9e\u7b54\u6848\u7684\u63d0\u793a\u4f18\u5316\u65b9\u6cd5\u4fdd\u6301\u76f8\u5f53\u6027\u80fd\u7684\u540c\u65f6\uff0cSPO\u4ec5\u97001.1%\u52305.6%\u7684\u4f18\u5316\u6210\u672c\uff0c\u5e73\u5747\u6bcf\u4e2a\u6570\u636e\u96c6\u7684\u4f18\u5316\u6210\u672c\u4e3a\u00a0<strong>0.15\u7f8e\u5143<\/strong>\u3002\u8fd9\u79cd\u8ba1\u7b97\u5f00\u9500\u7684\u663e\u8457\u964d\u4f4e\uff0c\u52a0\u4e0a\u5176\u4e0d\u4f9d\u8d56\u771f\u5b9e\u7b54\u6848\u7684\u7279\u70b9\uff0c\u4f7f\u5f97SPO\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u5e94\u7528\u4e2d\u975e\u5e38\u5177\u6709\u5438\u5f15\u529b\u3002<\/p>\n<p><strong>\u88683. BBH-navigate\u7684\u6027\u80fd\u6bd4\u8f83\uff1a\u63d0\u793a\u65b9\u6cd5\uff08IO\u548cCOT\uff09\u548cSPO\u4f7f\u7528\u4e0d\u540c\u7684\u8bc4\u4f30\u6a21\u578b\uff08\u884c\uff09\u548c\u6267\u884c\u6a21\u578b\uff08\u5217\uff09\u3002\u4f18\u5316\u6a21\u578b\u8bbe\u7f6e\u4e3aClaude-3.5-Sonnet\u3002<\/strong><\/p>\n<table>\n<tbody>\n<tr>\n<td><\/td>\n<td>GPT-4o-mini<\/td>\n<td>Llama3-70B<\/td>\n<td>Claude-3-Haiku<\/td>\n<\/tr>\n<tr>\n<td>IO<\/td>\n<td>91.3<\/td>\n<td>82.7<\/td>\n<td>62.2<\/td>\n<\/tr>\n<tr>\n<td>COT<\/td>\n<td>89.7<\/td>\n<td>86.2<\/td>\n<td>68<\/td>\n<\/tr>\n<tr>\n<td>Claude-3.5-Sonnet<\/td>\n<td>95<\/td>\n<td>86.8<\/td>\n<td>68.2<\/td>\n<\/tr>\n<tr>\n<td>Llama3-70B<\/td>\n<td>94.5<\/td>\n<td>94.2<\/td>\n<td>82.0<\/td>\n<\/tr>\n<tr>\n<td>GPT-4o-mini<\/td>\n<td>97.8<\/td>\n<td>90.7<\/td>\n<td>82.0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u6d88\u878d\u7814\u7a76<\/strong>\u3002\u4e3a\u4e86\u8bc4\u4f30SPO\u5728\u4e0d\u540c\u4f18\u5316\u3001\u8bc4\u4f30\u548c\u6267\u884c\u6a21\u578b\u4e4b\u95f4\u7684\u53ef\u8f6c\u79fb\u6027\uff0c\u6211\u4eec\u5bf9BBH-Navigate\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u6d88\u878d\u5b9e\u9a8c\u3002\u88683\u30014\u4e2d\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cSPO\u5728\u4e0d\u540c\u6a21\u578b\u4e2d\u8868\u73b0\u51fa\u7a33\u5065\u7684\u6027\u80fd\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5f53\u4f7f\u7528GPT-4o-mini\u4f5c\u4e3a\u4f18\u5316\u3001\u6267\u884c\u548c\u8bc4\u4f30\u6a21\u578b\u65f6\uff0c\u8fbe\u5230\u4e86\u6700\u4f73\u6027\u80fd\uff0897.8\uff09\u3002\u5728\u6267\u884c\u65b9\u9762\uff0cSPO\u6709\u6548\u5730\u63d0\u9ad8\u4e86\u8f83\u5f31\u6a21\u578b\u7684\u8868\u73b0\uff0c\u5c06Claude-3-Haiku\u4ece62.2\u63d0\u9ad8\u523089.7\uff0c\u8fd9\u8bc1\u660e\u4e86SPO\u5bf9\u8f83\u5f31\u6a21\u578b\u7684\u5e94\u7528\u80fd\u529b\uff0c\u5e76\u8fdb\u4e00\u6b65\u6269\u5927\u4e86\u5176\u73b0\u5b9e\u5e94\u7528\u7684\u6f5c\u529b\u3002<\/p>\n<p><strong>\u88684. BBH-navigate\u5728\u4e0d\u540c\u4f18\u5316\u6a21\u578b\uff08\u884c\uff09\u548c\u6267\u884c\u6a21\u578b\uff08\u5217\uff09\u4e0a\u7684\u6027\u80fd\u6bd4\u8f83\u3002\u8bc4\u4f30\u6a21\u578b\u8bbe\u7f6e\u4e3aGPT-4o-mini\u3002<\/strong><\/p>\n<table>\n<tbody>\n<tr>\n<td><\/td>\n<td>GPT-4o-mini<\/td>\n<td>Llama3-70B<\/td>\n<td>Claude-3-Haiku<\/td>\n<\/tr>\n<tr>\n<td>Claude-3.5-Sonnet<\/td>\n<td>97.2<\/td>\n<td>86.7<\/td>\n<td>89.7<\/td>\n<\/tr>\n<tr>\n<td>GPT-40<\/td>\n<td>96.3<\/td>\n<td>85.5<\/td>\n<td>73.0<\/td>\n<\/tr>\n<tr>\n<td>GPT-4o-mini<\/td>\n<td>97.8<\/td>\n<td>90.7<\/td>\n<td>82.0<\/td>\n<\/tr>\n<tr>\n<td>DeepSeek-V3<\/td>\n<td>94.7<\/td>\n<td>83.7<\/td>\n<td>77.2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26986\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0d1f87928463414.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-5\" width=\"696\" height=\"495\" \/><\/p>\n<p>\u6211\u4eec\u8fdb\u884c\u4e86\u4e00\u9879\u6d88\u878d\u7814\u7a76\uff0c\u4ee5\u8c03\u67e5\u6837\u672c\u6570\u91cf\u5bf9SPO\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u4f7f\u7528BBH-Navigate\u6570\u636e\u96c6\uff0c\u5982\u56fe5\u6240\u793a\u3002\u6240\u6709\u4e09\u4e2a\u4f18\u5316\u6a21\u578b\u7684\u6027\u80fd\u66f2\u7ebf\u8868\u73b0\u51fa\u76f8\u4f3c\u7684\u6a21\u5f0f\uff1a\u968f\u7740\u6837\u672c\u6570\u91cf\u7684\u589e\u52a0\uff0c\u6027\u80fd\u6700\u521d\u6709\u6240\u63d0\u9ad8\uff0c\u4f46\u6700\u7ec8\u8d8b\u4e8e\u5e73\u7a33\u6216\u4e0b\u964d\u3002\u8fd9\u79cd\u73b0\u8c61\u53ef\u4ee5\u5f52\u56e0\u4e8e\u4e24\u4e2a\u56e0\u7d20\uff1a\u6837\u672c\u4e0d\u8db3\u4f1a\u5bfc\u81f4\u63d0\u793a\u4f18\u5316\u4e2d\u7684\u8fc7\u62df\uff0c\u800c\u8fc7\u591a\u7684\u6837\u672c\u4e0d\u4ec5\u589e\u52a0\u4e86\u8ba1\u7b97\u6210\u672c\uff0c\u800c\u4e14\u5bfc\u81f4\u8bc4\u4f30\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u66f4\u957f\uff0c\u53ef\u80fd\u4f1a\u964d\u4f4e\u8bc4\u4f30\u8d28\u91cf\u3002\u57fa\u4e8e\u5e7f\u6cdb\u7684\u5b9e\u9a8c\uff0c\u6211\u4eec\u786e\u5b9a\u6837\u672c\u91cf\u4e3a3\u5728\u6210\u672c\u6548\u76ca\u548c\u6027\u80fd\u4e4b\u95f4\u5b9e\u73b0\u4e86\u6700\u4f73\u5e73\u8861\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26989\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/367670d1eb0cde2.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-6\" width=\"693\" height=\"516\" \/><\/p>\n<p><strong>\u5f00\u653e\u5f0f\u4efb\u52a1\u7684\u4e3b\u8981\u7ed3\u679c<\/strong>\u3002\u4e3a\u4e86\u9a8c\u8bc1SPO\u5728\u5f00\u653e\u5f0f\u4efb\u52a1\u4e2d\u7684\u80fd\u529b\uff0c\u6211\u4eec\u4eceMT-Bench\u4e2d\u9009\u62e9\u4e86\u4e09\u4e2a\u7c7b\u522b\u8fdb\u884c\u8bc4\u4f30\uff1a\u201c\u5199\u4f5c\u201d\u3001\u201c\u89d2\u8272\u626e\u6f14\u201d\u548c\u201c\u4eba\u6587\u5b66\u79d1\u201d\u3002\u6211\u4eec\u4f7f\u7528Claude-3.5-Sonnet\u4f5c\u4e3a\u4f18\u5316\u6a21\u578b\uff0cGpt-4o-mini\u4f5c\u4e3a\u8bc4\u4f30\u6a21\u578b\uff0c\u5e76\u9009\u62e9Claude-3.5-Sonnet\u3001DeepSeek-V3\u548cGPT-4omini\u4f5c\u4e3a\u6267\u884c\u6a21\u578b\uff0c\u8fdb\u884c\u4e94\u6b21\u8fed\u4ee3\u3002\u968f\u540e\uff0c\u6309\u7167 (Zheng et al., 2023) \u4e2d\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c\u6211\u4eec\u4f7f\u7528GPT-4o\u5bf9\u6a21\u578bA\u548c\u6a21\u578bB\u7684\u8f93\u51fa\u8fdb\u884c\u6210\u5bf9\u6bd4\u8f83\uff0c\u5982\u56fe6\u6240\u793a\u3002\u5b9e\u9a8c\u7ed3\u679c\u5982\u56fe6\u6240\u793a\uff0c\u8868\u660eSPO\u663e\u8457\u63d0\u9ad8\u4e86\u6240\u6709\u6a21\u578b\u914d\u7f6e\u4e0b\u7684\u6a21\u578b\u6027\u80fd\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4f7f\u7528\u4f18\u5316\u63d0\u793a\u7684\u8f83\u5c0f\u6a21\u578b\uff08\u4f8b\u5982GPT-4omini\uff09\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u7ecf\u5e38\u4f18\u4e8e\u8f83\u5927\u7684\u6a21\u578b\u3002<\/p>\n<h2>4.3. \u6848\u4f8b\u7814\u7a76<\/h2>\n<p>\u6211\u4eec\u5728\u9644\u5f55A.4\u4e2d\u5c55\u793a\u4e86\u6ca1\u6709\u6570\u636e\u96c6\u7684\u989d\u5916\u5f00\u653e\u5f0f\u4efb\u52a1\u7684\u4f18\u5316\u7ed3\u679c\u4ee5\u53caSPO\u7684\u4f18\u5316\u8f68\u8ff9\u3002\u6211\u4eec\u8fd8\u5728\u8865\u5145\u6750\u6599\u4e2d\u63d0\u4f9b\u4e86SPO\u5728\u4e94\u4e2a\u5c01\u95ed\u5f0f\u4efb\u52a1\u4e2d\u53d1\u73b0\u7684\u6700\u4f18\u63d0\u793a\u3002\u9274\u4e8e\u73b0\u5b9e\u5e94\u7528\u901a\u5e38\u9762\u4e34\u6570\u636e\u96c6\u6709\u9650\u7684\u95ee\u9898\uff0c\u6211\u4eec\u8bc4\u4f30\u4e86SPO\u5728\u6ca1\u6709\u4f20\u7edf\u57fa\u51c6\u7684\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u5b9e\u9a8c\u7ed3\u679c\u7ed3\u5408SPO\u7684\u6210\u672c\u6548\u76ca\uff0c\u8bc1\u660e\u4e86\u5176\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\u7684\u5b9e\u7528\u4ef7\u503c\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u4f7f\u7528Claude-3.5-Sonnet\u4f5c\u4e3a\u4f18\u5316\u6a21\u578b\uff0cGPT-4o-mini\u4f5c\u4e3a\u8bc4\u4f30\u6a21\u578b\uff0cLlama3-8B\u4f5c\u4e3a\u6267\u884c\u6a21\u578b\uff0c\u7ecf\u8fc710\u6b21\u8fed\u4ee3\u540e\u7684\u4f18\u5316\u7ed3\u679c\uff0c\u6db5\u76d6\u4e86\u5e7f\u544a\u8bbe\u8ba1\u3001\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u3001\u73b0\u4ee3\u8bd7\u6b4c\u5199\u4f5c\u548c\u6982\u5ff5\u89e3\u91ca\u56db\u4e2a\u4efb\u52a1\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5728\u9644\u5f55A.4.1\u4e2d\u63d0\u4f9b\u4e86\u5bf9SPO\u5728BBH-navigate\u6570\u636e\u96c6\u4e0a\u7684\u4f18\u5316\u8f68\u8ff9\u7684\u5168\u9762\u5206\u6790\uff0c\u5c55\u793a\u4e86\u6210\u529f\u548c\u4e0d\u6210\u529f\u7684\u793a\u4f8b\uff0c\u4ee5\u63d0\u4f9b\u5bf9\u4f18\u5316\u8fc7\u7a0b\u7684\u66f4\u6df1\u5165\u89c1\u89e3\u3002<\/p>\n<h2>5. \u76f8\u5173\u5de5\u4f5c<\/h2>\n<h3>5.1. \u63d0\u793a\u5de5\u7a0b<\/h3>\n<p>\u5173\u4e8e\u6709\u6548\u63d0\u793a\u65b9\u6cd5\u7684\u7814\u7a76\u4e3b\u8981\u6cbf\u7740\u4e24\u4e2a\u4e3b\u8981\u65b9\u5411\u5c55\u5f00\u3002\u7b2c\u4e00\u4e2a\u65b9\u5411\u4fa7\u91cd\u4e8e\u4efb\u52a1\u65e0\u5173\u7684\u63d0\u793a\u6280\u672f\uff0c\u8fd9\u4e9b\u6280\u672f\u589e\u5f3a\u4e86LLMs\u7684\u901a\u7528\u80fd\u529b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u4f8b\u5b50\u5305\u62ec\u94fe\u5f0f\u601d\u7ef4 (Wei et al., 2022; Kojima et al., 2022)\uff0c\u5b83\u6539\u5584\u4e86\u5404\u79cd\u4efb\u52a1\u7684\u63a8\u7406\u80fd\u529b\uff1b\u63d0\u9ad8\u5355\u6b21\u63a8\u7406\u7684\u6280\u672f (Deng et al., 2023; Zheng et al., 2024; Wang et al., 2024d)\uff1b\u4ee5\u53ca\u7528\u4e8e\u8f93\u51fa\u683c\u5f0f\u89c4\u8303\u7684\u65b9\u6cd5 (Zhang et al., 2024a; He et al., 2024; Tam et al., 2024)\u3002\u8fd9\u4e9b\u6280\u672f\u901a\u8fc7\u4eba\u7c7b\u7684\u6d1e\u5bdf\u548c\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u5f00\u53d1\uff0c\u4e3a\u81ea\u52a8\u63d0\u793a\u4f18\u5316\u7814\u7a76\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u4f18\u5316\u79cd\u5b50\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u65b9\u5411\u89e3\u51b3\u4e86\u9886\u57df\u7279\u5b9a\u7684\u63d0\u793a\uff0c\u7814\u7a76\u4eba\u5458\u4e3a\u4ee3\u7801\u751f\u6210 (Hong et al., 2024b; Ridnik et al., 2024; Shen et al., 2024a)\u3001\u6570\u636e\u5206\u6790 (Hong et al., 2024a; Liu et al., 2024a; Li et al., 2024a)\u3001\u95ee\u7b54 (Wu et al., 2024b; Zhu et al., 2024; Yang et al., 2024b)\u3001\u51b3\u7b56 (Zhang et al., 2024b; Wang et al., 2024a) \u548c\u5176\u4ed6\u9886\u57df (Guo et al., 2024b; Ye et al., 2024; Shen et al., 2024b) \u5f00\u53d1\u4e86\u4e13\u95e8\u7684\u6280\u672f\u3002\u7136\u800c\uff0c\u968f\u7740LLMs\u7684\u5e94\u7528\u6269\u5c55\u5230\u65e5\u76ca\u590d\u6742\u7684\u73b0\u5b9e\u573a\u666f\uff0c\u624b\u52a8\u4e3a\u6bcf\u4e2a\u9886\u57df\u521b\u5efa\u6709\u6548\u7684\u63d0\u793a\u53d8\u5f97\u4e0d\u5207\u5b9e\u9645 (Zhang et al., 2024a)\u3002\u8fd9\u4e00\u6311\u6218\u4fc3\u4f7f\u4e86\u63d0\u793a\u4f18\u5316\u7684\u7814\u7a76\uff0c\u5176\u76ee\u7684\u662f\u7cfb\u7edf\u5730\u5f00\u53d1\u6709\u6548\u7684\u9886\u57df\u7279\u5b9a\u63d0\u793a\uff0c\u800c\u4e0d\u662f\u53d1\u73b0\u4e00\u822c\u7684\u63d0\u793a\u539f\u5219\u3002<\/p>\n<h3>5.2. \u63d0\u793a\u4f18\u5316<\/h3>\n<p>\u5728\u63d0\u793a\u4f18\u5316\uff08PO\uff09\u4e2d\uff0c\u8bc4\u4f30\u6846\u67b6\u7684\u8bbe\u8ba1\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u51b3\u5b9a\u4e86\u4f18\u5316\u7684\u6548\u679c\u548c\u8ba1\u7b97\u6548\u7387\u3002PO\u4e2d\u7684\u8bc4\u4f30\u673a\u5236\u7684\u6f14\u53d8\u5df2\u7ecf\u4ece\u7b80\u5355\u7684\u8bc4\u4f30\u53cd\u9988\u6536\u96c6\u53d1\u5c55\u5230\u590d\u6742\u7684\u4f18\u5316\u4fe1\u53f7\u751f\u6210 (Chang et al., 2024)\u3002\u73b0\u6709\u7684PO\u65b9\u6cd5\u53ef\u4ee5\u6839\u636e\u5176\u8bc4\u4f30\u6765\u6e90\u548c\u673a\u5236\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<p>\u6700\u5e38\u89c1\u7684\u65b9\u6cd5\u4f9d\u8d56\u4e8e\u771f\u5b9e\u7b54\u6848\u4f5c\u4e3a\u8bc4\u4f30\u6765\u6e90\uff0c\u5229\u7528\u57fa\u4e8e\u57fa\u51c6\u7684\u6570\u503c\u8bc4\u4f30 (Zhou et al., 2023; Guo et al., 2024a; Yang et al., 2024a; Fernando et al., 2024; Wang et al., 2024e; Khattab et al., 2023)\u3002\u867d\u7136\u8fd9\u4e9b\u65b9\u6cd5\u5728\u7279\u5b9a\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u6210\u529f\uff0c\u4f46\u5b83\u4eec\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u8fed\u4ee3\u548c\u6837\u672c\u4ee5\u786e\u4fdd\u8bc4\u4f30\u7a33\u5b9a\u6027\uff0c\u5bfc\u81f4\u5927\u91cf\u7684\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n<p>\u4e3a\u4e86\u51cf\u5c11\u6837\u672c\u9700\u6c42\uff0c\u4e00\u4e9b\u65b9\u6cd5 (Yan et al., 2024; Yuksekgonul et al., 2024; Wu et al., 2024a; Wang et al., 2024c; Pryzant et al., 2023; Li et al., 2025) \u4f7f\u7528LLM\u4f5c\u4e3a\u6cd5\u5b98 (Zheng et al., 2023) \u6765\u751f\u6210\u8be6\u7ec6\u7684\u6587\u672c\u53cd\u9988\u3002\u5c3d\u7ba1\u8fd9\u79cd\u65b9\u6cd5\u63d0\u4f9b\u4e86\u66f4\u4e30\u5bcc\u7684\u8bc4\u4f30\u4fe1\u53f7\uff0c\u5e76\u4e14\u9700\u8981\u8f83\u5c11\u7684\u6837\u672c\uff0c\u4f46\u5b83\u4ecd\u7136\u4f9d\u8d56\u4e8e\u771f\u5b9e\u7b54\u6848\u6570\u636e\uff0c\u4ece\u800c\u9650\u5236\u4e86\u5176\u5728\u5f00\u653e\u5f0f\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\uff0c\u56e0\u4e3a\u53c2\u8003\u7b54\u6848\u53ef\u80fd\u4e0d\u5b58\u5728\u3002<\/p>\n<p>\u66ff\u4ee3\u65b9\u6cd5\u4fa7\u91cd\u4e8e\u4eba\u7c7b\u504f\u597d\uff0c\u901a\u8fc7\u624b\u52a8\u8bbe\u8ba1\u7684\u8bc4\u4f30\u89c4\u5219\u6216\u76f4\u63a5\u7684\u4eba\u5de5\u53cd\u9988 (Chen et al., 2024; Lin et al., 2024)\u3002\u867d\u7136\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u6709\u6548\u5730\u5904\u7406\u5f00\u653e\u5f0f\u4efb\u52a1\uff0c\u4f46\u5b83\u4eec\u5bf9\u5e7f\u6cdb\u7684\u4eba\u5de5\u53c2\u4e0e\u7684\u9700\u6c42\u4e0e\u81ea\u52a8\u5316\u7684\u76ee\u6807\u76f8\u77db\u76fe\u3002\u540c\u65f6\uff0c\u4e00\u4e9b\u7814\u7a76\u4eba\u5458\u63a2\u7d22\u4e86\u4e0d\u540c\u7684\u8bc4\u4f30\u6807\u51c6\uff0c\u4f8b\u5982Zhang et al. (2024c) \u63d0\u51fa\u7684\u901a\u8fc7\u8f93\u51fa\u4e00\u81f4\u6027\u6765\u8bc4\u4f30\u63d0\u793a\u6709\u6548\u6027\u7684\u5efa\u8bae\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u9762\u4e34\u4e00\u4e2a\u6839\u672c\u6311\u6218\uff1a\u4e00\u81f4\u6027\u4e0e\u6709\u6548\u6027\u4e4b\u95f4\u7684\u975e\u7ebf\u6027\u5173\u7cfb\u901a\u5e38\u4f1a\u5bfc\u81f4\u8bc4\u4f30\u4fe1\u53f7\u4e0d\u4f73\u3002<\/p>\n<p>\u4e0e\u8fd9\u4e9b\u65b9\u6cd5\u4e0d\u540c\uff0cSPO\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u7684\u8bc4\u4f30\u8303\u5f0f\uff0c\u5728\u4fdd\u6301\u6548\u7387\u7684\u540c\u65f6\u6d88\u9664\u4e86\u5bf9\u5916\u90e8\u53c2\u8003\u7684\u4f9d\u8d56\u3002\u901a\u8fc7\u4ec5\u901a\u8fc7\u6210\u5bf9\u6bd4\u8f83\u5229\u7528\u6a21\u578b\u8f93\u51fa\uff0cSPO\u5b9e\u73b0\u4e86\u65e0\u9700\u771f\u5b9e\u7b54\u6848\u3001\u4eba\u5de5\u53cd\u9988\u6216\u5e7f\u6cdb\u91c7\u6837\u7684\u7a33\u5065\u8bc4\u4f30\uff0c\u7279\u522b\u9002\u5408\u73b0\u5b9e\u5e94\u7528\u3002<\/p>\n<h2>6. \u7ed3\u8bba<\/h2>\n<p>\u672c\u6587\u89e3\u51b3\u4e86\u63d0\u793a\u4f18\u5316\u4e2d\u7684\u4e00\u4e2a\u6839\u672c\u6311\u6218\uff1a\u4f9d\u8d56\u5916\u90e8\u53c2\u8003\uff0c\u8fd9\u9650\u5236\u4e86\u73b0\u5b9e\u5e94\u7528\u3002\u6211\u4eec\u4ecb\u7ecd\u4e86\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316\uff08SPO\uff09\uff0c\u4e00\u4e2a\u514b\u670d\u8fd9\u79cd\u4f9d\u8d56\u6027\u7684\u6846\u67b6\uff0c\u540c\u65f6\u5b9e\u73b0\u4e86\u6bcf\u4e2a\u6570\u636e\u96c6\u4ec5\u00a0<strong>0.15\u7f8e\u5143<\/strong>\u00a0\u7684\u663e\u8457\u6210\u672c\u6548\u76ca\u3002SPO\u501f\u9274\u4e86\u81ea\u76d1\u7763\u5b66\u4e60\u7684\u7075\u611f\uff0c\u901a\u8fc7\u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u6210\u5bf9\u6bd4\u8f83\uff0c\u521b\u65b0\u5730\u6784\u5efa\u4e86\u8bc4\u4f30\u548c\u4f18\u5316\u4fe1\u53f7\uff0c\u5b9e\u73b0\u4e86\u65e0\u9700\u53c2\u8003\u7684\u4f18\u5316\uff0c\u540c\u65f6\u4e0d\u635f\u5bb3\u6548\u679c\u3002<\/p>\n<p>\u6211\u4eec\u5168\u9762\u7684\u8bc4\u4f30\u8868\u660e\uff0cSPO\u5728\u5c01\u95ed\u5f0f\u548c\u5f00\u653e\u5f0f\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u5747\u4f18\u4e8e\u73b0\u6709\u7684\u6700\u5148\u8fdb\u65b9\u6cd5\uff0c\u5728\u4ec5\u9700\u73b0\u6709\u65b9\u6cd51.1%\u52305.6%\u7684\u6210\u672c\u7684\u60c5\u51b5\u4e0b\uff0c\u8fbe\u5230\u4e86\u6700\u5148\u8fdb\u7684\u7ed3\u679c\u3002\u5728\u6807\u51c6\u57fa\u51c6\u548c\u591a\u6837\u5316\u7684\u73b0\u5b9e\u5e94\u7528\u4e2d\u7684\u6210\u529f\u9a8c\u8bc1\u4e86SPO\u7684\u6709\u6548\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002\u901a\u8fc7\u663e\u8457\u964d\u4f4e\u8d44\u6e90\u9700\u6c42\u548c\u8fd0\u8425\u590d\u6742\u6027\uff0cSPO\u4ee3\u8868\u4e86\u5728\u73b0\u5b9e\u5e94\u7528\u4e2d\u4f7f\u63d0\u793a\u4f18\u5316\u53d8\u5f97\u53ef\u8bbf\u95ee\u548c\u5b9e\u7528\u65b9\u9762\u7684\u91cd\u5927\u8fdb\u6b65\uff0c\u6709\u53ef\u80fd\u52a0\u901fLLM\u6280\u672f\u5728\u5404\u4e2a\u9886\u57df\u7684\u91c7\u7528\u3002<\/p>\n<h2>\u5f71\u54cd\u58f0\u660e<\/h2>\n<p>SPO\u4e3aLLMs\u7684\u63d0\u793a\u5de5\u7a0b\u63d0\u4f9b\u4e86\u91cd\u5927\u8fdb\u6b65\uff0c\u63d0\u4f9b\u4e86\u8bf8\u5982\u6c11\u4e3b\u5316\u8bbf\u95ee\u3001\u964d\u4f4e\u6210\u672c\u548c\u63d0\u9ad8\u5404\u79cd\u4efb\u52a1\u6027\u80fd\u7b49\u597d\u5904\u3002\u7136\u800c\uff0c\u5b83\u4e5f\u5e26\u6765\u4e86\u98ce\u9669\uff0c\u5305\u62ec\u6f5c\u5728\u7684\u504f\u5dee\u653e\u5927\u3001\u5bf9\u6709\u5bb3\u5185\u5bb9\u751f\u6210\u7684\u4f7f\u7528\u4ee5\u53ca\u8fc7\u5ea6\u4f9d\u8d56LLMs\u3002<\/p>\n<h2>A. \u9644\u5f55<\/h2>\n<h3>A.1. SPO \u7684\u8be6\u7ec6\u63d0\u793a<\/h3>\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u7528\u4e8e\u8fed\u4ee3\u7684\u5143\u63d0\u793a\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u91cc\u6211\u4eec\u4ec5\u4f7f\u7528\u4e86\u6700\u7b80\u5355\u3001\u6700\u76f4\u63a5\u7684\u63d0\u793a\u3002\u901a\u8fc7\u9488\u5bf9\u7279\u5b9a\u9886\u57df\u4f18\u5316\u4ee5\u4e0b\u5143\u63d0\u793a\uff0c\u4ecd\u7136\u6709\u6539\u8fdb\u7684\u7a7a\u95f4\u3002<\/p>\n<p><strong>\u4f18\u5316\u529f\u80fd\u7684\u63d0\u793a<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26990\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/416690a4025c29b.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-7\" width=\"1413\" height=\"729\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/416690a4025c29b.jpg 1413w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/416690a4025c29b-768x396.jpg 768w\" sizes=\"auto, (max-width: 1413px) 100vw, 1413px\" \/><\/p>\n<p>\u8fd9\u4e2a\u63d0\u793a\u6a21\u677f\u6307\u5bfcLLMs\u901a\u8fc7\u7ed3\u6784\u5316\u7684XML\u5206\u6790\u8fed\u4ee3\u6539\u8fdb\u73b0\u6709\u63d0\u793a\u3002\u5b83\u8981\u6c42\u8bc6\u522b\u53c2\u8003\u63d0\u793a\u8f93\u51fa\u4e2d\u7684\u5f31\u70b9\uff0c\u63d0\u51fa\u4fee\u6539\u5efa\u8bae\uff0c\u5e76\u751f\u6210\u4f18\u5316\u7248\u672c\u3002\u8be5\u6a21\u677f\u5f3a\u8c03\u9010\u6b65\u6539\u8fdb\uff0c\u540c\u65f6\u4fdd\u6301\u8981\u6c42\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<p><strong>\u8bc4\u4f30\u529f\u80fd\u7684\u63d0\u793a<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26992\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-8\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/220bc82a87cc6a9.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-8\" width=\"1398\" height=\"486\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/220bc82a87cc6a9.jpg 1398w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/220bc82a87cc6a9-768x267.jpg 768w\" sizes=\"auto, (max-width: 1398px) 100vw, 1398px\" \/><\/p>\n<p>\u8bc4\u4f30\u6a21\u677f\u4f7f\u7528\u6bd4\u8f83\u5206\u6790\u6765\u8bc4\u4f30\u54cd\u5e94\u7684\u8d28\u91cf\u3002\u5b83\u8981\u6c42\u5bf9\u4e24\u4e2a\u54cd\u5e94\uff08A\/B\uff09\u7684\u4f18\u7f3a\u70b9\u8fdb\u884cXML\u683c\u5f0f\u7684\u63a8\u7406\u5206\u6790\uff0c\u7136\u540e\u505a\u51fa\u660e\u786e\u7684\u9009\u62e9\u3002<\/p>\n<h3>A.2. \u8fed\u4ee3\u5f00\u59cb\u7684\u8be6\u7ec6\u63d0\u793a\u6a21\u677f<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26993\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-9\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0f9f609949e7bfe.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-9\" width=\"1449\" height=\"1347\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0f9f609949e7bfe.jpg 1449w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0f9f609949e7bfe-768x714.jpg 768w\" sizes=\"auto, (max-width: 1449px) 100vw, 1449px\" \/><\/p>\n<p>\u8fd9\u4e2aYAML\u6587\u4ef6\u5c55\u793a\u4e86\u6211\u4eec\u5bf9BBH-navigate\u4efb\u52a1\u8fdb\u884c\u8fed\u4ee3\u7684\u521d\u59cb\u914d\u7f6e\u3002\u901a\u8fc7\u914d\u7f6e\u4e00\u4e2a\u7b80\u5355\u7684\u521d\u59cb\u63d0\u793a\u548c\u8981\u6c42\uff0c\u4ee5\u53ca\u4e09\u4e2a\u7279\u5b9a\u95ee\u9898\uff0c\u53ef\u4ee5\u6267\u884c\u8fed\u4ee3\u4f18\u5316\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u91cc\u663e\u793a\u7684\u5185\u5bb9\u662f\u6587\u4ef6\u7684\u5b8c\u6574\u5185\u5bb9\uff0c\u7b54\u6848\u90e8\u5206\u7684\u5185\u5bb9\u4e0d\u662f\u5b9e\u9645\u7b54\u6848\uff0c\u800c\u662f\u4f5c\u4e3a\u601d\u8003\u8fc7\u7a0b\u548c\u6b63\u786e\u8f93\u51fa\u683c\u5f0f\u7684\u53c2\u8003\u3002<\/p>\n<h3>A.3. \u5b9e\u9a8c\u8be6\u60c5<\/h3>\n<h4>A.3.1. \u4efb\u52a1\u548c\u6570\u636e\u8be6\u60c5<\/h4>\n<p><strong>LIAR<\/strong><br \/>\nLIAR (Wang, 2017) \u662f\u4e00\u4e2a\u82f1\u6587\u5047\u65b0\u95fb\u68c0\u6d4b\u6570\u636e\u96c6\uff0c\u5305\u542b4000\u4e2a\u9648\u8ff0\uff0c\u6bcf\u4e2a\u9648\u8ff0\u90fd\u9644\u6709\u4e0a\u4e0b\u6587\u4fe1\u606f\u548c\u8c0e\u8a00\u6807\u7b7e\u3002\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u6309\u7167Yan et al. (2024) \u7684\u65b9\u6cd5\uff0c\u4ece\u539f\u59cb\u6570\u636e\u96c6\u4e2d\u91c7\u6837\u90e8\u5206\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\u3002<\/p>\n<p><strong>BBH-Navigate<\/strong><br \/>\nBBH-Navigate (Suzgun et al., 2023) \u662fBIG-bench Hard\u6570\u636e\u96c6\u4e2d\u7684\u4e00\u4e2a\u4efb\u52a1\uff0c\u662fBIG Bench\u6570\u636e\u96c6\u7684\u4e00\u4e2a\u5b50\u96c6\u3002\u8fd9\u4e2a\u4efb\u52a1\u4fa7\u91cd\u4e8e\u5bfc\u822a\u63a8\u7406\uff0c\u8981\u6c42\u6a21\u578b\u786e\u5b9a\u4e00\u4e2a\u4ee3\u7406\u5728\u9075\u5faa\u4e00\u7cfb\u5217\u5bfc\u822a\u6b65\u9aa4\u540e\u662f\u5426\u8fd4\u56de\u8d77\u70b9\u3002\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u968f\u673a\u62bd\u6837\uff08\u79cd\u5b50=42\uff09\u83b7\u5f97200\/25\/25\u6d4b\u8bd5\/\u8bad\u7ec3\/\u9a8c\u8bc1\u5206\u5272\u3002<\/p>\n<p><strong>\u8868A1. \u6570\u636e\u96c6\u5927\u5c0f\u548c\u6570\u636e\u5206\u5272<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th>\u6570\u636e\u96c6\u540d\u79f0<\/th>\n<th>\u6d4b\u8bd5<\/th>\n<th>\u8bad\u7ec3 &amp; \u9a8c\u8bc1<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>LIAR<\/td>\n<td>461<\/td>\n<td>3681<\/td>\n<\/tr>\n<tr>\n<td>BBH-Navigate<\/td>\n<td>200<\/td>\n<td>50<\/td>\n<\/tr>\n<tr>\n<td>WSC<\/td>\n<td>150<\/td>\n<td>50<\/td>\n<\/tr>\n<tr>\n<td>AGIEval-MATH<\/td>\n<td>256<\/td>\n<td>232<\/td>\n<\/tr>\n<tr>\n<td>GPQA<\/td>\n<td>198<\/td>\n<td>250<\/td>\n<\/tr>\n<tr>\n<td>MT-bench<\/td>\n<td>80<\/td>\n<td>0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>WSC<\/strong><br \/>\nWinograd Schema Challenge (WSC) (Levesque et al., 2012) \u662f\u4e00\u4e2a\u57fa\u51c6\uff0c\u65e8\u5728\u8bc4\u4f30\u7cfb\u7edf\u901a\u8fc7\u89e3\u6790\u4e0a\u4e0b\u6587\u4e2d\u7684\u4ee3\u8bcd\u5f15\u7528\u6765\u6267\u884c\u5e38\u8bc6\u63a8\u7406\u7684\u80fd\u529b\u3002\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u6309\u7167Yan et al. (2024) \u7684\u65b9\u6cd5\uff0c\u4ece\u539f\u59cb\u6570\u636e\u96c6\u4e2d\u91c7\u6837\u90e8\u5206\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\u3002<\/p>\n<p><strong>AGIEval-MATH<\/strong><br \/>\nAGIEval-MATH (Zhong et al., 2024) \u662fAGIEval\u57fa\u51c6\u7684\u4e00\u4e2a\u5b50\u96c6\uff0c\u4fa7\u91cd\u4e8e\u6570\u5b66\u95ee\u9898\u89e3\u51b3\u4efb\u52a1\u3002\u5b83\u5305\u62ec\u5404\u79cd\u6570\u5b66\u95ee\u9898\uff0c\u65e8\u5728\u8bc4\u4f30\u63a8\u7406\u548c\u8ba1\u7b97\u80fd\u529b\u3002\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u4f7f\u75285\u7ea7\u95ee\u9898\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\uff0c4\u7ea7\u95ee\u9898\u4f5c\u4e3a\u8bad\u7ec3\u548c\u9a8c\u8bc1\u96c6\u3002<\/p>\n<p><strong>GPQA<\/strong><br \/>\nGPQA (Rein et al., 2023) \u662f\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u65e8\u5728\u8bc4\u4f30\u8bed\u8a00\u6a21\u578b\u5728\u5305\u62ec\u751f\u7269\u5b66\u3001\u7269\u7406\u5b66\u548c\u5316\u5b66\u5728\u5185\u7684\u591a\u4e2a\u5b66\u79d1\u7684\u6bd5\u4e1a\u7ea7\u95ee\u9898\u4e0a\u7684\u8868\u73b0\u3002\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528GPQA-Diamond\u5b50\u96c6\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\uff0c\u540c\u65f6\u4ece\u4ec5\u5b58\u5728\u4e8eGPQA-main\u4e2d\u7684\u95ee\u9898\uff08\u5373\u90a3\u4e9b\u5b58\u5728\u4e8eGPQA-main\u4f46\u4e0d\u5b58\u5728\u4e8eGPQA-Diamond\u4e2d\u7684\u95ee\u9898\uff09\u6784\u5efa\u6211\u4eec\u7684\u8bad\u7ec3\u548c\u9a8c\u8bc1\u96c6\u3002<\/p>\n<p><strong>MT-bench<\/strong><br \/>\nMT-bench (Zheng et al., 2023) \u662f\u4e00\u4e2a\u591a\u4efb\u52a1\u57fa\u51c6\uff0c\u65e8\u5728\u8bc4\u4f30\u8bed\u8a00\u6a21\u578b\u5728\u5305\u62ec\u6587\u672c\u5206\u7c7b\u3001\u6458\u8981\u548c\u95ee\u7b54\u5728\u5185\u7684\u5404\u79cd\u4efb\u52a1\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u4eceMT-Bench\u4e2d\u9009\u62e9\u4e86\u5199\u4f5c\u3001\u89d2\u8272\u626e\u6f14\u548c\u4eba\u6587\u5b66\u79d1\u4efb\u52a1\u3002\u8fd9\u4e9b\u9a8c\u8bc1\u95ee\u9898\u5728\u8865\u5145\u6750\u6599\u4e2d\u63d0\u4f9b\u3002<\/p>\n<h4>A.3.2. \u914d\u7f6e<\/h4>\n<p>\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u914d\u7f6e\u4e86\u4e0d\u540c\u7684\u4f18\u5316\u6846\u67b6\uff0c\u4ee5\u5c3d\u53ef\u80fd\u5730\u4f7f\u5b83\u4eec\u7684\u4f18\u5316\u6210\u672c\u4fdd\u6301\u4e00\u81f4\u3002\u8fd9\u4e9b\u6846\u67b6\u901a\u5e38\u5141\u8bb8\u8bbe\u7f6e\u4e00\u4e9b\u53c2\u6570\u6765\u8c03\u6574\u4f18\u5316\u6210\u672c\uff0c\u5305\u62ec\u8fed\u4ee3\u6b21\u6570\u548c\u6bcf\u6b21\u8fed\u4ee3\u751f\u6210\u7684\u63d0\u793a\u6570\u91cf\u3002<\/p>\n<p><strong>APE<\/strong><br \/>\nAPE\u91c7\u7528\u4e09\u8f6e\u8fed\u4ee3\u4f18\u5316\u8fc7\u7a0b\uff0c\u5728\u6bcf\u8f6e\u4e2d\u9009\u62e9\u5f53\u524d\u6c60\u4e2d\u6392\u540d\u524d10%\uff08\u6bd4\u7387=0.1\uff09\u7684\u63d0\u793a\u4f5c\u4e3a\u7cbe\u82f1\u63d0\u793a\u3002\u4e3a\u4e86\u4fdd\u6301\u63d0\u793a\u6c60\u7684\u591a\u6837\u6027\u548c\u5927\u5c0f\uff0c\u4f7f\u7528\u53d8\u4f53\u62bd\u6837\u6765\u53d8\u5f02\u8fd9\u4e9b\u7cbe\u82f1\u63d0\u793a\uff0c\u4f7f\u63d0\u793a\u603b\u6570\u4fdd\u6301\u572850\u4e2a\u3002\u6839\u636e\u539f\u59cb\u8bba\u6587 (Zhou et al., 2023) \u4e2d\u7684\u8bbe\u7f6e\uff0c\u4f18\u5316\u8fc7\u7a0b\u4e0d\u5305\u542b\u7279\u5b9a\u7684\u6837\u672c\u6267\u884c\u7ed3\u679c\u6765\u6307\u5bfcLLM\u63d0\u793a\u4f18\u5316\u3002\u76f8\u53cd\uff0c\u901a\u8fc7\u5728\u6574\u4e2a\u8bad\u7ec3\u96c6\u4e0a\u8bc4\u4f30\u63d0\u793a\u6765\u83b7\u5f97\u6027\u80fd\u5206\u6570\u3002<\/p>\n<p><strong>OPRO<\/strong><br \/>\nOPRO\u4f7f\u752810\u8f6e\u8fed\u4ee3\u4f18\u5316\u8fc7\u7a0b\uff0c\u6bcf\u8f6e\u751f\u621010\u4e2a\u5019\u9009\u63d0\u793a\u3002OPRO\u5728\u5b8c\u6574\u7684\u8bad\u7ec3\u96c6\u4e0a\u8bc4\u4f30\u63d0\u793a\u6027\u80fd\uff0c\u5e76\u6839\u636e\u8bc4\u4f30\u5206\u6570\u8fdb\u884c\u8fc7\u6ee4\u3002OPRO\u4e0d\u7ef4\u62a4\u56fa\u5b9a\u5927\u5c0f\u7684\u63d0\u793a\u6c60\uff0c\u800c\u662f\u6839\u636e\u6bcf\u8f6e\u4e2d\u7684\u5f53\u524d\u6700\u4f73\u63d0\u793a\u76f4\u63a5\u751f\u6210\u65b0\u5019\u9009\u3002\u4f18\u5316\u65b9\u5411\u901a\u8fc7\u5728\u5b8c\u6574\u8bad\u7ec3\u6570\u636e\u4e0a\u7684\u6027\u80fd\u8bc4\u4f30\u6765\u6307\u5bfc\u3002<\/p>\n<p><strong>PromptAgent<\/strong><br \/>\n\u9664\u4e86Liar\u6570\u636e\u96c6\uff0c\u6211\u4eec\u5728\u8bad\u7ec3\u548c\u9a8c\u8bc1\u96c6\u4e0a\u90fd\u91c7\u6837\u4e86150\u4e2a\u6570\u636e\uff0c\u5176\u4ed6\u6570\u636e\u96c6\u90fd\u9075\u5faa\u8868A1\u4e2d\u6307\u5b9a\u7684\u5927\u5c0f\u3002PromptAgent\u4f7f\u7528\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u6846\u67b6\u6765\u4f18\u5316\u63d0\u793a\u3002\u5b83\u4ece\u4e00\u4e2a\u521d\u59cb\u63d0\u793a\u5f00\u59cb\uff0c\u5e76\u6839\u636e\u6a21\u578b\u9519\u8bef\u53cd\u9988\u751f\u6210\u65b0\u5019\u9009\u3002\u8be5\u8fc7\u7a0b\u7531\u5728\u91c7\u6837\u8bad\u7ec3\u96c6\u4e0a\u4f7f\u7528\u57fa\u51c6\u8bc4\u4f30\u6765\u6307\u5bfc\uff0c\u4ee5\u786e\u5b9a\u6539\u8fdb\u4efb\u52a1\u6027\u80fd\u7684\u9ad8\u56de\u62a5\u8def\u5f84\u3002\u6700\u540e\uff0c\u6211\u4eec\u9009\u62e9\u5728\u524d5\u4e2a\u5728\u9a8c\u8bc1\u96c6\u4e0a\u8868\u73b0\u6700\u4f73\u7684\u63d0\u793a\u8fdb\u884c\u6d4b\u8bd5\uff0c\u5e76\u9009\u62e9\u6700\u4f73\u7684\u4e00\u4e2a\u3002MCTS\u7684\u5173\u952e\u53c2\u6570\u5305\u62ec\u6269\u5c55\u5bbd\u5ea6\u4e3a3\uff0c\u6df1\u5ea6\u9650\u5236\u4e3a8\uff0c\u4ee5\u53ca12\u6b21\u8fed\u4ee3\u3002<\/p>\n<p><strong>PromptBreeder<\/strong><br \/>\n\u5728\u6211\u4eec\u5bf9PromptBreeder\u7684\u5b9e\u73b0\u4e2d\uff0c\u6211\u4eec\u914d\u7f6e\u7cfb\u7edf\u65f6\u4f7f\u7528\u4e865\u4e2a\u53d8\u5f02\u63d0\u793a\u548c5\u79cd\u601d\u8003\u98ce\u683c\u8fdb\u884c\u521d\u59cb\u5316\u3002\u8fdb\u5316\u8fc7\u7a0b\u8fd0\u884c20\u4ee3\uff0c\u6bcf\u4ee3\u5728\u968f\u673a\u91c7\u6837\u7684\u8bad\u7ec3\u793a\u4f8b\u4e0a\u6267\u884c20\u6b21\u8bc4\u4f30\u3002\u4f18\u5316\u6a21\u578b\u9ed8\u8ba4\u4e3aClaude-3.5-Sonnet\uff0c\u6267\u884c\u6a21\u578b\u9ed8\u8ba4\u4e3aGPT-4o-mini\u3002<\/p>\n<p><strong>TextGrad<\/strong><br \/>\n\u9664\u4e86Liar\u6570\u636e\u96c6\u7684Train&amp;Validate\u96c6\u51cf\u5c11\u523050\u4e2a\u6837\u672c\u5916\uff0c\u6240\u6709\u5176\u4ed6\u6570\u636e\u96c6\u90fd\u9075\u5faa\u8868A1\u4e2d\u6307\u5b9a\u7684\u5927\u5c0f\u3002TextGrad\u91c7\u7528\u4e09 epoch \u4f18\u5316\u8fc7\u7a0b\uff0c\u6bcf\u4e2a epoch \u6709\u4e09\u4e2a\u6b65\u9aa4\uff08epoch_{-3}\uff0csteps_{-3}\uff09\uff0c\u4f7f\u75283\u7684\u6279\u91cf\u5927\u5c0f\u8fdb\u884c\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u3002\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\uff0cTextGrad\u901a\u8fc7\u4f18\u5316\u5668LLM\uff08Claude-3.5-Sonnet\uff09\u7684\u53cd\u9988\u751f\u6210\u68af\u5ea6\uff0c\u4ee5\u66f4\u65b0\u7cfb\u7edf\u63d0\u793a\u3002\u8be5\u6846\u67b6\u7ef4\u62a4\u57fa\u4e8e\u9a8c\u8bc1\u7684\u8fd8\u539f\u673a\u5236\u2014\u2014\u5982\u679c\u66f4\u65b0\u540e\u7684\u63d0\u793a\u5728\u9a8c\u8bc1\u96c6\u4e0a\u7684\u8868\u73b0\u6bd4\u524d\u4e00\u6b21\u8fed\u4ee3\u5dee\uff0c\u5219\u62d2\u7edd\u66f4\u65b0\uff0c\u5e76\u5c06\u63d0\u793a\u6062\u590d\u5230\u5176\u524d\u4e00\u4e2a\u72b6\u6001\u3002\u4f18\u5316\u8fc7\u7a0b\u901a\u8fc7\u4f7f\u7528Claude-3.5-Sonnet\u4f5c\u4e3a\u8bc4\u4f30LLM\u6765\u8bc4\u4f30\u63d0\u793a\u8fdb\u884c\u6307\u5bfc\uff0c\u800c\u5b9e\u9645\u4efb\u52a1\u6267\u884c\u4f7f\u7528GPT-4o-mini\u4f5c\u4e3a\u6267\u884cLLM\u3002\u6211\u4eec\u7684\u5b9e\u9a8c\u914d\u7f6e\u9075\u5faa\u5b98\u65b9TextGrad\u5b58\u50a8\u5e93 (Yuksekgonul et al., 2024) \u4e2d\u63d0\u4f9b\u7684\u63d0\u793a\u4f18\u5316\u8bbe\u7f6e\u3002<\/p>\n<p><strong>SPO<\/strong><br \/>\nSPO\u901a\u8fc7\u6bcf\u4e2a\u4efb\u52a1\u8fdb\u884c10\u6b21\u8fed\u4ee3\u4f18\u5316\uff0c\u4ece\u9884\u5148\u5206\u5272\u7684Train&amp;Validate\u6570\u636e\u96c6\u4e2d\u968f\u673a\u9009\u62e93\u4e2a\u95ee\u9898\uff08\u4e0d\u5e26\u7b54\u6848\uff09\u8fdb\u884c\u6bcf\u6b21\u8fed\u4ee3\u3002\u4f18\u5316\u6a21\u578b\u9ed8\u8ba4\u4e3aClaude-3.5-Sonnet\uff0c\u8bc4\u4f30\u6a21\u578b\u9ed8\u8ba4\u4e3aGPT-4o-mini\uff0c\u6267\u884c\u6a21\u578b\u9ed8\u8ba4\u4e3aGPT-4o-mini\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cSPO\u4ec5\u4f7f\u7528\u4e0d\u5e26\u771f\u5b9e\u7b54\u6848\u7684\u95ee\u9898\u5c31\u5b9e\u73b0\u4e86\u6709\u6548\u7684\u63d0\u793a\u4f18\u5316\uff0c\u9a8c\u8bc1\u4e86\u5176\u80fd\u529b\u3002<\/p>\n<h4>A.3.3. \u57fa\u7ebf\u63d0\u793a<\/h4>\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u7528\u4e8e\u6bd4\u8f83\u7684\u57fa\u7ebf\u63d0\u793a\u3002\u8bf7\u6ce8\u610f\uff0c\u5bf9\u4e8e\u6240\u6709\u9700\u8981\u521d\u59cb\u8fed\u4ee3\u63d0\u793a\u7684\u63d0\u793a\u4f18\u5316\u5de5\u4f5c\uff0c\u6211\u4eec\u59cb\u7ec8\u63d0\u4f9b\u4ee5\u4e0b\u6240\u793a\u7684COT\u63d0\u793a\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26991\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-10\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/22256e5f64889bd.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-10\" width=\"1458\" height=\"1074\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/22256e5f64889bd.jpg 1458w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/22256e5f64889bd-768x566.jpg 768w\" sizes=\"auto, (max-width: 1458px) 100vw, 1458px\" \/><\/p>\n<p>\u786e\u4fdd\u54cd\u5e94\u4ee5\u4ee5\u4e0b\u683c\u5f0f\u7ed3\u675f\uff1a\u7b54\u6848\u3002<\/p>\n<h4>A.3.4. SPO \u4f18\u5316\u7684\u63d0\u793a<\/h4>\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u6211\u4eec\u5728\u4e3b\u8981\u5b9e\u9a8c\u4e2d\u83b7\u5f97\u7684\u4f18\u5316\u63d0\u793a\uff0c\u5176\u4e2d Claude-3.5-Sonnet \u4f5c\u4e3a\u4f18\u5316\u6a21\u578b\uff0cGPT-4o-mini \u4f5c\u4e3a\u8bc4\u4f30\u548c\u6267\u884c\u6a21\u578b\u3002<\/p>\n<p><strong>GPQA \u63d0\u793a<\/strong><\/p>\n<p>\u8bf7\u6309\u7167\u4ee5\u4e0b\u6307\u5357\u9ad8\u6548\u6709\u6548\u5730\u56de\u7b54\u95ee\u9898\uff1a<\/p>\n<ol>\n<li>\u4ed4\u7ec6\u9605\u8bfb\u6574\u4e2a\u95ee\u9898\uff0c\u8bc6\u522b\u6240\u6709\u76f8\u5173\u4fe1\u606f\u548c\u5173\u952e\u6982\u5ff5\u3002<\/li>\n<li>\u6839\u636e\u95ee\u9898\u7c7b\u578b\u9009\u62e9\u6700\u5408\u9002\u7684\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u6cd5\u3002<\/li>\n<li>\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u89e3\u51b3\u95ee\u9898\uff1a<br \/>\na. \u9648\u8ff0\u4efb\u4f55\u76f8\u5173\u7684\u516c\u5f0f\u3001\u539f\u5219\u6216\u5047\u8bbe<br \/>\nb. \u663e\u793a\u6240\u6709\u5fc5\u8981\u7684\u8ba1\u7b97\u6216\u6982\u5ff5\u5206\u6790<br \/>\nc. \u8bc4\u4f30\u6240\u6709\u7b54\u6848\u9009\u9879\uff0c\u89e3\u91ca\u9519\u8bef\u9009\u9879\u4e3a\u4f55\u9519\u8bef\uff08\u5982\u679c\u76f8\u5173\uff09<\/li>\n<li>\u6309\u7167\u4ee5\u4e0b\u7ed3\u6784\u7ec4\u7ec7\u60a8\u7684\u54cd\u5e94\uff1a<\/li>\n<\/ol>\n<p><strong>[\u5206\u6790]<\/strong><\/p>\n<p>\u7b80\u8981\u9648\u8ff0\u4e3b\u8981\u95ee\u9898\u548c\u5173\u952e\u4fe1\u606f\uff08\u6700\u591a2-3\u53e5\uff09<\/p>\n<p><strong>[\u89e3\u51b3\u65b9\u6848]<\/strong><\/p>\n<ul>\n<li>\u9010\u6b65\u5c55\u793a\u60a8\u7684\u5de5\u4f5c\uff0c\u5305\u62ec\u6240\u6709\u76f8\u5173\u8ba1\u7b97\u548c\u63a8\u7406<\/li>\n<li>\u5bf9\u4e8e\u6982\u5ff5\u6027\u95ee\u9898\uff0c\u63d0\u4f9b\u6e05\u6670\u3001\u5408\u4e4e\u903b\u8f91\u7684\u89e3\u91ca<\/li>\n<\/ul>\n<p><strong>[\u7ed3\u8bba]<\/strong><\/p>\n<p>\u7528\u4e00\u53e5\u6e05\u6670\u7684\u8bdd\u9648\u8ff0\u6700\u7ec8\u7b54\u6848<\/p>\n<ul>\n<li>\u7b80\u8981\u89e3\u91ca\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u7b54\u6848\u662f\u6b63\u786e\u7684\uff0c\u800c\u5176\u4ed6\u7b54\u6848\u662f\u9519\u8bef\u7684\uff08\u5982\u679c\u9002\u7528\uff09<\/li>\n<\/ul>\n<p>[\u4ee3\u8868\u6b63\u786e\u9009\u9879\u7684\u4e00\u4e2a\u5b57\u6bcd]<\/p>\n<p>\u6839\u636e\u4e0d\u540c\u7684\u95ee\u9898\u7c7b\u578b\u8c03\u6574\u6b64\u7ed3\u6784\uff0c\u4f18\u5148\u8003\u8651\u6e05\u6670\u548c\u7b80\u6d01\u3002\u786e\u4fdd\u60a8\u7684\u54cd\u5e94\u89e3\u51b3\u4e86\u95ee\u9898\u7684\u6240\u6709\u65b9\u9762\uff0c\u5e76\u5c55\u793a\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u89e3\u51b3\u95ee\u9898\u8fc7\u7a0b\u3002<\/p>\n<p><strong>BBH-Navigate \u63d0\u793a<\/strong><\/p>\n<p>\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u5206\u6790\u7ed9\u5b9a\u7684\u6307\u793a\uff1a<\/p>\n<ol>\n<li>\u9648\u8ff0\u521d\u59cb\u6761\u4ef6\uff1a\n<ul>\n<li>\u8d77\u70b9\uff1a(0, 0)<\/li>\n<li>\u521d\u59cb\u65b9\u5411\uff1a\u6b63x\u8f74\uff08\u9664\u975e\u53e6\u6709\u8bf4\u660e\uff09<\/li>\n<\/ul>\n<\/li>\n<li>\u4f7f\u7528\u5750\u6807\u7cfb\uff1a\n<ul>\n<li>x\u8f74\uff1a\u5de6\uff08-\uff09\u548c\u53f3\uff08+\uff09<\/li>\n<li>y\u8f74\uff1a\u5411\u540e\uff08-\uff09\u548c\u5411\u524d\uff08+\uff09<\/li>\n<\/ul>\n<\/li>\n<li>\u5206\u6790\u6bcf\u4e00\u6b65\uff1a\n<ul>\n<li>\u5bf9\u4e8e\u6a21\u7cca\u7684\u6307\u793a\uff08\u4f8b\u5982\uff0c\u201c\u8d70X\u6b65\u201d\u6ca1\u6709\u65b9\u5411\uff09\uff0c\u5047\u8bbe\u5411\u524d\u79fb\u52a8<\/li>\n<li>\u6bcf\u6b21\u79fb\u52a8\u540e\u66f4\u65b0\u5750\u6807<\/li>\n<li>\u7b80\u8981\u89e3\u91ca\u6240\u505a\u7684\u4efb\u4f55\u5047\u8bbe<\/li>\n<\/ul>\n<\/li>\n<li>\u5206\u6790\u5b8c\u6240\u6709\u6b65\u9aa4\u540e\uff1a\n<ul>\n<li>\u603b\u7ed3\u6bcf\u4e2a\u65b9\u5411\u7684\u603b\u79fb\u52a8<\/li>\n<li>\u9648\u8ff0\u6700\u7ec8\u4f4d\u7f6e<\/li>\n<\/ul>\n<\/li>\n<li>\u5c06\u6700\u7ec8\u4f4d\u7f6e\u4e0e\u8d77\u70b9\u6bd4\u8f83\uff1a\n<ul>\n<li>\u8ba1\u7b97\u4e0e (0, 0) \u7684\u8ddd\u79bb<\/li>\n<\/ul>\n<\/li>\n<li>\u63d0\u4f9b\u7b80\u6d01\u7684\u63a8\u7406\uff0c\u6807\u8bb0\u4e3a\u201c\u63a8\u7406\uff1a\u201d\n<ul>\n<li>\u89e3\u91ca\u5173\u952e\u79fb\u52a8\u53ca\u5176\u5bf9\u4f4d\u7f6e\u7684\u5f71\u54cd<\/li>\n<li>\u4e3a\u60a8\u7684\u7ed3\u8bba\u63d0\u4f9b\u7406\u7531<\/li>\n<\/ul>\n<\/li>\n<li>\u9648\u8ff0\u60a8\u7684\u6700\u7ec8\u7b54\u6848\uff0c\u6807\u8bb0\u4e3a\u201c\u6700\u7ec8\u7b54\u6848\uff1a\u201d<\/li>\n<\/ol>\n<p>\u4ee5\u4ee5\u4e0bXML\u683c\u5f0f\u7ed3\u675f\u60a8\u7684\u54cd\u5e94\uff1a[\u662f\u6216\u5426]<\/p>\n<p>\u786e\u4fdd\u60a8\u7684\u5206\u6790\u9002\u5e94\u6240\u6709\u95ee\u9898\u7c7b\u578b\uff0c\u5904\u7406\u5177\u4f53\u548c\u6a21\u7cca\u7684\u6307\u793a\u3002<\/p>\n<p><strong>LIAR \u63d0\u793a<\/strong><\/p>\n<p>\u4ed4\u7ec6\u5206\u6790\u7ed9\u5b9a\u7684\u9648\u8ff0(s)\uff0c\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u5bf9\u6bcf\u4e2a\u95ee\u9898\u8fdb\u884c\u64cd\u4f5c\uff1a<\/p>\n<ol>\n<li>\u8003\u8651\u9648\u8ff0\u3001\u53d1\u8a00\u8005\u7684\u80cc\u666f\uff08\u5982\u679c\u63d0\u4f9b\uff09\u548c\u4e0a\u4e0b\u6587\u3002<\/li>\n<li>\u7814\u7a76\u5e76\u5f15\u7528\u4e0e\u58f0\u660e\u76f8\u5173\u7684\u76f8\u5173\u4e8b\u5b9e\u548c\u6570\u636e\u3002<\/li>\n<li>\u6839\u636e\u73b0\u6709\u8bc1\u636e\u8bc4\u4f30\u58f0\u660e\u7684\u6709\u6548\u6027\u3002<\/li>\n<li>\u8003\u8651\u53d1\u8a00\u8005\u7684\u6f5c\u5728\u504f\u89c1\u6216\u52a8\u673a\u3002<\/li>\n<\/ol>\n<p>\u5bf9\u4e8e\u6bcf\u4e2a\u58f0\u660e\uff0c\u6309\u7167\u4ee5\u4e0b\u7ed3\u6784\u7ec4\u7ec7\u60a8\u7684\u5206\u6790\uff1a<\/p>\n<p>\u4e8b\u5b9e\u6838\u67e5\uff1a[\u5173\u952e\u4e8b\u5b9e1 \u5e26\u6709\u6765\u6e90] [\u5173\u952e\u4e8b\u5b9e2 \u5e26\u6709\u6765\u6e90] [\u6839\u636e\u9700\u8981\u6dfb\u52a0\u66f4\u591a]<br \/>\n\u5206\u6790\uff1a[\u63d0\u4f9b\u5bf9\u58f0\u660e\u6709\u6548\u6027\u7684\u7b80\u8981\u5206\u6790]<br \/>\n\u8bc4\u5206\uff1a[\u4f7f\u7528\u4ee5\u4e0b\u91cf\u8868]<\/p>\n<p>\u4e0d\u786e\u5b9a\u6027\uff1a[\u4f4e\/\u4e2d\/\u9ad8 &#8211; \u57fa\u4e8e\u73b0\u6709\u8bc1\u636e\u7684\u8d28\u91cf\u548c\u6570\u91cf]<br \/>\n\u603b\u7ed3\uff1a[\u5173\u4e8e\u58f0\u660e\u6709\u6548\u6027\u7684\u5355\u53e5\u7ed3\u8bba]<\/p>\n<p>\u5982\u679c\u6ca1\u6709\u8db3\u591f\u7684\u4fe1\u606f\u505a\u51fa\u51b3\u5b9a\uff0c\u8bf7\u660e\u786e\u8bf4\u660e\u5e76\u89e3\u91ca\u9700\u8981\u54ea\u4e9b\u989d\u5916\u4fe1\u606f\u3002<\/p>\n<p>\u4ee5XML\u6807\u7b7e\u7ed3\u675f\u6bcf\u4e2a\u5206\u6790\uff1a[\u662f\u6216\u5426]<\/p>\n<p>\u5728\u5206\u6790\u5b8c\u6240\u6709\u58f0\u660e\u540e\uff0c\u63d0\u4f9b\u60a8\u53d1\u73b0\u7684\u603b\u4f53\u603b\u7ed3\u3002<\/p>\n<p>\u786e\u4fdd\u60a8\u7684\u54cd\u5e94\u662f\u5ba2\u89c2\u7684\uff0c\u57fa\u4e8e\u53ef\u9a8c\u8bc1\u7684\u4fe1\u606f\uff0c\u5e76\u5f15\u7528\u4e86\u5206\u6790\u4e2d\u4f7f\u7528\u7684\u6240\u6709\u5173\u952e\u4e8b\u5b9e\u7684\u6765\u6e90\u3002<\/p>\n<p><strong>AGIEval-MATH \u63d0\u793a<\/strong><\/p>\n<ol>\n<li>\u5feb\u901f\u8bc6\u522b\u5173\u952e\u4fe1\u606f<\/li>\n<li>\u8bbe\u8ba1\u6700\u5feb\u7684\u89e3\u51b3\u65b9\u6848\u7b56\u7565<\/li>\n<li>\u6267\u884c\u6700\u5c11\u7684\u8ba1\u7b97<\/li>\n<li>\u4ed4\u7ec6\u68c0\u67e5\u7b54\u6848<\/li>\n<\/ol>\n<p>\u89c4\u5219\uff1a<\/p>\n<p>\u5c3d\u53ef\u80fd\u4f7f\u7528\u6377\u5f84\u548c\u4f30\u7b97<br \/>\n\u7701\u7565\u8be6\u7ec6\u89e3\u91ca<br \/>\n\u5728\u6700\u7ec8\u7b54\u6848\u4e2d\u7701\u7565\u5355\u4f4d<\/p>\n<ul>\n<li>\u59cb\u7ec8\u4ee5\u4ee5\u4e0b\u5f62\u5f0f\u5448\u73b0\u6700\u7ec8\u7b54\u6848\uff1a\\boxed{}<br \/>\n\u4f18\u5148\u8003\u8651\u901f\u5ea6\u548c\u51c6\u786e\u6027\u3002\u6709\u6548\u5730\u7ba1\u7406\u65f6\u95f4\u3002\u529b\u6c42\u6700\u77ed\u7684\u6709\u6548\u89e3\u51b3\u65b9\u6848\u3002\u5728\u63d0\u4ea4\u4e4b\u524d\u9a8c\u8bc1\u7b54\u6848\u683c\u5f0f\u3002\u5982\u679c\u9047\u5230\u56f0\u96be\uff0c\u5b81\u53ef\u505a\u51fa\u6709\u6839\u636e\u7684\u731c\u6d4b\uff0c\u4e5f\u4e0d\u8981\u82b1\u592a\u591a\u65f6\u95f4\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26994\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-11\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ee423404e18755a.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-11\" width=\"1458\" height=\"384\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ee423404e18755a.jpg 1458w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ee423404e18755a-768x202.jpg 768w\" sizes=\"auto, (max-width: 1458px) 100vw, 1458px\" \/><\/p>\n<h3>A.4. \u6848\u4f8b\u7814\u7a76<\/h3>\n<h4>A.4.1. \u4f18\u5316\u8f68\u8ff9<\/h4>\n<p>\u6211\u4eec\u5c55\u793a\u4e86 GPT-4o-mini \u5728 BBH-navigate \u6570\u636e\u96c6\u4e0a\u7684\u63d0\u793a\u4f18\u5316\u8f68\u8ff9\uff0c\u5176\u4e2d\u5b83\u4f5c\u4e3a\u4f18\u5316\u6a21\u578b\u3001\u8bc4\u4f30\u6a21\u578b\u548c\u6267\u884c\u6a21\u578b\u3002\u8fd9\u5305\u62ec\u6bcf\u6b21\u8fed\u4ee3\u76f8\u5bf9\u4e8e\u5f53\u65f6\u6700\u4f73\u63d0\u793a\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4ee5\u53ca\u76f8\u5e94\u7684\u63d0\u793a\u5185\u5bb9\u3002<\/p>\n<p><strong>\u8fed\u4ee3 0 &#8211; \u6210\u529f<\/strong><\/p>\n<p>\u8bf7\u9010\u6b65\u601d\u8003\u3002\u786e\u4fdd\u54cd\u5e94\u4ee5\u4ee5\u4e0b\u683c\u5f0f\u7ed3\u675f\uff1a[\u662f\u6216\u5426]\u3002<\/p>\n<p><strong>\u8fed\u4ee3 1 &#8211; \u5931\u8d25<\/strong><\/p>\n<p>\u8bf7\u9010\u6b65\u5206\u6790\u4ee5\u4e0b\u95ee\u9898\uff0c\u786e\u4fdd\u60a8\u7684\u63a8\u7406\u6e05\u6670\u3002\u5728\u60a8\u7684\u5206\u6790\u7ed3\u675f\u65f6\uff0c\u4ee5\u6307\u5b9a\u7684 XML \u683c\u5f0f\u63d0\u4f9b\u6700\u7ec8\u7b54\u6848\uff1a\uff08\u662f\u6216\u5426\uff09\u3002<\/p>\n<p>\u95ee\u9898\uff1a[\u5728\u6b64\u63d2\u5165\u95ee\u9898]<\/p>\n<p><strong>\u8fed\u4ee3 2 &#8211; \u5931\u8d25<\/strong><\/p>\n<p>\u8bf7\u9010\u6b65\u5206\u6790\u7ed9\u5b9a\u7684\u6307\u793a\u5e76\u6e05\u695a\u5730\u603b\u7ed3\u60a8\u7684\u63a8\u7406\u3002\u786e\u4fdd\u54cd\u5e94\u4ee5\u4ee5\u4e0b XML \u683c\u5f0f\u7ed3\u675f\uff1a\uff08\u662f\u6216\u5426\uff09\u3002<\/p>\n<p><strong>\u8fed\u4ee3 3 &#8211; \u5931\u8d25<\/strong><\/p>\n<p>\u8bf7\u5f7b\u5e95\u5206\u6790\u63d0\u4f9b\u7684\u6b65\u9aa4\u5e76\u8bb0\u5f55\u6bcf\u4e2a\u52a8\u4f5c\u3002\u786e\u4fdd\u60a8\u7684\u63a8\u7406\u5728\u6574\u4e2a\u8fc7\u7a0b\u4e2d\u6e05\u6670\u4e14\u5408\u4e4e\u903b\u8f91\u3002\u4ee5\u4ee5\u4e0b XML \u683c\u5f0f\u7ed3\u675f\uff1a\uff08\u662f\u6216\u5426\uff09\u3002<\/p>\n<p><strong>\u8fed\u4ee3 4 &#8211; \u6210\u529f<\/strong><\/p>\n<p>\u8bf7\u4ee5\u6e05\u6670\u3001\u5408\u4e4e\u903b\u8f91\u7684\u63a8\u7406\u8fc7\u7a0b\u6765\u5bf9\u5f85\u95ee\u9898\uff0c\u5c06\u5176\u5206\u89e3\u4e3a\u9010\u6b65\u7684\u6b65\u9aa4\u3002\u5728\u9648\u8ff0\u6700\u7ec8\u7b54\u6848\u4e4b\u524d\uff0c\u8bf7\u6e05\u695a\u5730\u603b\u7ed3\u60a8\u7684\u53d1\u73b0\uff0c\u4f7f\u7528\u4ee5\u4e0b XML \u683c\u5f0f\uff1a[\u662f\u6216\u5426]\u3002\u4f8b\u5982\uff0c\u5982\u679c\u95ee\u9898\u662f\u5173\u4e8e\u5728\u4e00\u7cfb\u5217\u52a8\u4f5c\u540e\u662f\u5426\u8fd4\u56de\u8d77\u70b9\uff0c\u8bf7\u8be6\u7ec6\u8bf4\u660e\u6bcf\u4e2a\u52a8\u4f5c\uff0c\u76f8\u5e94\u5730\u66f4\u65b0\u60a8\u7684\u4f4d\u7f6e\uff0c\u5e76\u5f97\u51fa\u60a8\u662f\u5426\u8fd4\u56de\u8d77\u70b9\u7684\u7ed3\u8bba\u3002<\/p>\n<p>\u6700\u7ec8\u7b54\u6848\uff1a[\u662f\u6216\u5426]<\/p>\n<p><strong>\u8fed\u4ee3 5 &#8211; \u6210\u529f<\/strong><\/p>\n<p>\u8bf7\u901a\u8fc7\u9010\u6b65\u5206\u89e3\u95ee\u9898\u6765\u5f7b\u5e95\u5206\u6790\u95ee\u9898\u3002\u6e05\u695a\u5730\u6982\u8ff0\u6bcf\u4e2a\u52a8\u4f5c\u6216\u884c\u52a8\uff0c\u76f8\u5e94\u5730\u66f4\u65b0\u60a8\u7684\u4f4d\u7f6e\u6216\u72b6\u6001\u3002\u6700\u540e\uff0c\u603b\u7ed3\u60a8\u7684\u53d1\u73b0\uff0c\u4ee5\u786e\u5b9a\u60a8\u662f\u5426\u8fd4\u56de\u8d77\u70b9\u6216\u8fbe\u5230\u6240\u8ff0\u7684\u7ed3\u679c\u3002\u6700\u540e\uff0c\u4f7f\u7528\u4ee5\u4e0b XML \u683c\u5f0f\u6e05\u6670\u5730\u5448\u73b0\u7b54\u6848\uff1a[\u662f\u6216\u5426]\u3002\u4f8b\u5982\uff0c\u5982\u679c\u88ab\u95ee\u53ca\u5728\u4e00\u7cfb\u5217\u52a8\u4f5c\u540e\u662f\u5426\u8fd4\u56de\u8d77\u70b9\uff0c\u8bf7\u6e05\u695a\u5730\u8bb0\u5f55\u6bcf\u4e2a\u52a8\u4f5c\uff0c\u8ddf\u8e2a\u60a8\u7684\u4f4d\u7f6e\uff0c\u5e76\u6307\u5b9a\u60a8\u662f\u5426\u8fd4\u56de\u8d77\u70b9\u3002<\/p>\n<p>\u6700\u7ec8\u7b54\u6848\uff1a[\u662f\u6216\u5426]<\/p>\n<p><strong>\u8fed\u4ee3 6 &#8211; \u6210\u529f<\/strong><\/p>\n<p>\u8bf7\u6709\u6761\u4e0d\u7d0a\u5730\u5206\u6790\u95ee\u9898\uff0c\u5c06\u5176\u5206\u89e3\u4e3a\u6e05\u6670\u3001\u8fde\u7eed\u7684\u6b65\u9aa4\u3002\u5b9a\u4e49\u8d77\u70b9\u548c\u6bcf\u4e2a\u52a8\u4f5c\u7684\u65b9\u5411\uff0c\u76f8\u5e94\u5730\u5728\u6bcf\u4e00\u6b65\u540e\u66f4\u65b0\u4f4d\u7f6e\u3002\u6700\u540e\uff0c\u603b\u7ed3\u65c5\u7a0b\uff0c\u5e76\u660e\u786e\u6307\u51fa\u6700\u7ec8\u4f4d\u7f6e\u662f\u5426\u8fd4\u56de\u8d77\u70b9\u6216\u8fbe\u5230\u9884\u671f\u7684\u7ed3\u679c\u3002\u4f7f\u7528\u4ee5\u4e0b XML \u683c\u5f0f\u6e05\u6670\u5730\u5448\u73b0\u6700\u7ec8\u7b54\u6848\uff1a[\u662f\u6216\u5426]\u3002\u4f8b\u5982\uff0c\u5982\u679c\u88ab\u95ee\u53ca\u5728\u4e00\u7cfb\u5217\u52a8\u4f5c\u540e\u662f\u5426\u8fd4\u56de\u8d77\u70b9\uff0c\u8bf7\u6e05\u695a\u5730\u8bb0\u5f55\u6bcf\u4e2a\u6b65\u9aa4\uff0c\u8ddf\u8e2a\u60a8\u7684\u4f4d\u7f6e\uff0c\u5e76\u6307\u5b9a\u60a8\u662f\u5426\u8fd4\u56de\u8d77\u70b9\u3002<\/p>\n<p>\u6700\u7ec8\u7b54\u6848\uff1a[\u662f\u6216\u5426]<\/p>\n<p><strong>\u8fed\u4ee3 7 &#8211; \u5931\u8d25<\/strong><\/p>\n<p>\u8bf7\u9010\u6b65\u8bc4\u4f30\u95ee\u9898\uff0c\u6e05\u6670\u5730\u6982\u8ff0\u6bcf\u4e2a\u52a8\u4f5c\u5e76\u8ddf\u8e2a\u7ed3\u679c\u4f4d\u7f6e\u3002\u5728\u60a8\u7684\u5206\u6790\u7ed3\u675f\u65f6\uff0c\u603b\u7ed3\u65c5\u7a0b\u5e76\u6307\u51fa\u6700\u7ec8\u4f4d\u7f6e\u662f\u5426\u8fd4\u56de\u8d77\u70b9\u6216\u6ee1\u8db3\u9884\u671f\u7684\u6807\u51c6\u3002\u786e\u4fdd\u6700\u7ec8\u7b54\u6848\u4ee5\u4ee5\u4e0b XML \u683c\u5f0f\u6e05\u6670\u5730\u5448\u73b0\uff1a[\u662f\u6216\u5426]\u3002\u4f8b\u5982\uff0c\u5982\u679c\u88ab\u95ee\u53ca\u5728\u4e00\u7cfb\u5217\u52a8\u4f5c\u540e\u662f\u5426\u8fd4\u56de\u8d77\u70b9\uff0c\u60a8\u5e94\u8be5\u7b80\u6d01\u5730\u8bb0\u5f55\u6bcf\u4e2a\u6b65\u9aa4\uff0c\u8ddf\u8e2a\u60a8\u7684\u4f4d\u7f6e\uff0c\u5e76\u6307\u51fa\u662f\u5426\u8fd4\u56de\u8d77\u70b9\u3002<\/p>\n<p>\u6700\u7ec8\u7b54\u6848\uff1a[\u662f\u6216\u5426]<\/p>\n<p><strong>\u8fed\u4ee3 8 &#8211; \u6210\u529f<\/strong><\/p>\n<p>\u8bf7\u6709\u6761\u4e0d\u7d0a\u5730\u5206\u6790\u95ee\u9898\uff0c\u5c06\u5176\u5206\u89e3\u4e3a\u7b80\u6d01\u7684\u52a8\u4f5c\u3002\u4ece\u4e00\u4e2a\u5b9a\u4e49\u7684\u4f4d\u7f6e\u5f00\u59cb\uff0c\u8ddf\u8e2a\u6bcf\u4e00\u6b65\u5bf9\u60a8\u4f4d\u7f6e\u7684\u5f71\u54cd\u3002\u5728\u8be6\u7ec6\u8bf4\u660e\u6bcf\u4e2a\u52a8\u4f5c\u540e\uff0c\u603b\u7ed3\u6574\u4f53\u65c5\u7a0b\uff0c\u5e76\u660e\u786e\u6307\u51fa\u6700\u7ec8\u4f4d\u7f6e\u662f\u5426\u8fd4\u56de\u8d77\u70b9\u6216\u8fbe\u5230\u9884\u671f\u7684\u7ed3\u679c\u3002\u4f7f\u7528\u4ee5\u4e0b XML \u683c\u5f0f\u6e05\u6670\u5730\u5448\u73b0\u6700\u7ec8\u7b54\u6848\uff1a\u662f\u6216\u5426\u3002\u4f8b\u5982\uff0c\u5982\u679c\u88ab\u95ee\u53ca\u5728\u4e00\u7cfb\u5217\u52a8\u4f5c\u540e\u662f\u5426\u8fd4\u56de\u8d77\u70b9\uff0c\u8bf7\u6e05\u695a\u5730\u8bb0\u5f55\u6bcf\u4e2a\u6b65\u9aa4\uff0c\u51c6\u786e\u8ddf\u8e2a\u60a8\u7684\u4f4d\u7f6e\uff0c\u5e76\u6307\u5b9a\u7ed3\u679c\u3002<\/p>\n<p>\u6700\u7ec8\u7b54\u6848\uff1a[\u662f\u6216\u5426]<\/p>\n<p><strong>\u8fed\u4ee3 9 &#8211; \u5931\u8d25<\/strong><\/p>\n<p>\u8bf7\u9996\u5148\u7cfb\u7edf\u5730\u6982\u8ff0\u60a8\u7684\u52a8\u4f5c\u3002\u4ece\u4e00\u4e2a\u5b9a\u4e49\u7684\u4f4d\u7f6e\u5f00\u59cb\uff0c\u8be6\u7ec6\u8bf4\u660e\u60a8\u91c7\u53d6\u7684\u6bcf\u4e2a\u6b65\u9aa4\uff0c\u5305\u62ec\u79fb\u52a8\u7684\u65b9\u5411\u548c\u8ddd\u79bb\u3002\u5728\u5b8c\u6210\u52a8\u4f5c\u540e\uff0c\u603b\u7ed3\u6574\u4f53\u65c5\u7a0b\uff0c\u5e76\u6e05\u695a\u5730\u6307\u51fa\u60a8\u7684\u6700\u7ec8\u4f4d\u7f6e\u662f\u5426\u8fd4\u56de\u8d77\u70b9\u6216\u8fbe\u5230\u9884\u671f\u7684\u7ed3\u679c\u3002\u786e\u4fdd\u5c06\u60a8\u7684\u52a8\u4f5c\u4e0e\u6700\u7ec8\u7b54\u6848\u4e00\u8d77\u4ee5\u4ee5\u4e0b XML \u683c\u5f0f\u5448\u73b0\uff1a\u662f\u6216\u5426\u3002\u4f8b\u5982\uff0c\u5982\u679c\u88ab\u95ee\u53ca\u5728\u4e00\u7cfb\u5217\u52a8\u4f5c\u540e\u662f\u5426\u8fd4\u56de\u8d77\u70b9\uff0c\u60a8\u5e94\u8be5\u8bb0\u5f55\u6bcf\u4e2a\u6b65\u9aa4\uff0c\u51c6\u786e\u8ddf\u8e2a\u60a8\u7684\u4f4d\u7f6e\uff0c\u5e76\u6307\u5b9a\u7ed3\u679c\u3002<\/p>\n<p>\u6700\u7ec8\u7b54\u6848\uff1a[\u662f\u6216\u5426]<\/p>\n<p><strong>\u8fed\u4ee3 10 &#8211; \u6210\u529f<\/strong><\/p>\n<p>\u8bf7\u5f7b\u5e95\u5206\u6790\u63d0\u4f9b\u7684\u52a8\u4f5c\u6307\u793a\uff0c\u6e05\u6670\u5730\u8bb0\u5f55\u6bcf\u4e2a\u6b65\u9aa4\u3002\u9996\u5148\u5b9a\u4e49\u60a8\u7684\u521d\u59cb\u4f4d\u7f6e\uff0c\u5e76\u7cfb\u7edf\u5730\u8ddf\u8e2a\u60a8\u7684\u52a8\u4f5c\uff0c\u5728\u6bcf\u4e00\u6b65\u540e\u66f4\u65b0\u60a8\u7684\u4f4d\u7f6e\u3002\u5728\u5b8c\u6210\u52a8\u4f5c\u540e\uff0c\u603b\u7ed3\u60a8\u7684\u65c5\u7a0b\uff0c\u5e76\u786e\u5b9a\u60a8\u7684\u6700\u7ec8\u4f4d\u7f6e\u662f\u5426\u4e0e\u8d77\u70b9\u4e00\u81f4\u6216\u8fbe\u5230\u9884\u671f\u7684\u7ed3\u679c\u3002\u4f7f\u7528\u4ee5\u4e0b XML \u683c\u5f0f\u6e05\u6670\u5730\u6307\u793a\u60a8\u7684\u6700\u7ec8\u7b54\u6848\uff1a\u662f\u6216\u5426\u3002\u4f8b\u5982\uff0c\u5982\u679c\u95ee\u9898\u8be2\u95ee\u4e00\u7cfb\u5217\u52a8\u4f5c\u662f\u5426\u8fd4\u56de\u8d77\u70b9\uff0c\u60a8\u5e94\u8be5\u6709\u6761\u4e0d\u7d0a\u5730\u6982\u8ff0\u6bcf\u4e2a\u6b65\u9aa4\uff0c\u51c6\u786e\u8ddf\u8e2a\u60a8\u7684\u4f4d\u7f6e\uff0c\u5e76\u5f97\u51fa\u7ed3\u679c\u3002<\/p>\n<p>\u6700\u7ec8\u7b54\u6848\uff1a[\u662f\u6216\u5426]<\/p>\n<p>\u6210\u529f\/\u5931\u8d25\u6846\u5c55\u793a\u4e86SPO\u901a\u8fc710\u6b21\u8fed\u4ee3\u4f18\u5316BBH-navigation\u63d0\u793a\u7684\u8fc7\u7a0b\u3002\u6210\u529f\u7684\u7248\u672c\uff08\u7eff\u8272\uff09\u9010\u6e10\u6539\u8fdb\u63d0\u793a\u4ee5\u5f15\u51fa\u66f4\u597d\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u800c\u5931\u8d25\u7684\u5c1d\u8bd5\uff08\u7ea2\u8272\uff09\u53ef\u80fd\u4f1a\u5bfc\u81f4\u7531\u4e8e\u6b21\u4f18\u63d0\u793a\u800c\u5bfc\u81f4\u8fc7\u4e8e\u7b80\u5355\u6216\u5197\u4f59\u7684\u601d\u8003\u3002\u8fd9\u4e2a\u8f68\u8ff9\u663e\u793a\u4e86\u7cfb\u7edf\u7684\u8bd5\u9519\u6539\u8fdb\u673a\u5236\u3002<\/p>\n<p><strong>\u4f18\u5316\u529f\u80fd\u7684\u63d0\u793a<\/strong><\/p>\n<pre><code>\u8bf7\u9010\u6b65\u601d\u8003\u3002\r\n\u786e\u4fdd\u54cd\u5e94\u4ee5\u4ee5\u4e0b XML \u683c\u5f0f\u7ed3\u675f\uff1a&lt;answer&gt;[\u662f\u6216\u5426]&lt;\/answer&gt;\u3002\r\n<\/code><\/pre>\n<p><strong>\u95ee\u9898<\/strong><\/p>\n<pre><code>\u5982\u679c\u60a8\u9075\u5faa\u8fd9\u4e9b\u6307\u793a\uff0c\u60a8\u662f\u5426\u8fd4\u56de\u8d77\u70b9\uff1f\u59cb\u7ec8\u9762\u5411\u524d\u65b9\u3002\r\n- \u5411\u53f3\u8d701\u6b65\u3002\r\n- \u5411\u5de6\u8d703\u6b65\u3002\r\n- \u5411\u53f3\u8d702\u6b65\u3002\r\n\u9009\u9879\uff1a\r\n- \u662f\r\n- \u5426\r\n<\/code><\/pre>\n<p><strong>\u7b54\u6848<\/strong><\/p>\n<pre><code>\u8ba9\u6211\u4eec\u9010\u4e00\u6b65\u5206\u6790\u8fd9\u4e9b\u6b65\u9aa4\uff1a\r\n1. **\u8d77\u70b9**\uff1a\u6211\u4eec\u4ece\u8d77\u70b9\u5f00\u59cb\uff0c\u9762\u5411\u524d\u65b9\u3002\r\n2. **\u7b2c1\u6b65**\uff1a\u5411\u53f3\u8d701\u6b65\u3002\u73b0\u5728\u6211\u4eec\u4f4d\u4e8e\u8d77\u70b9\u53f3\u4fa71\u6b65\u7684\u4f4d\u7f6e\u3002\r\n3. **\u7b2c2\u6b65**\uff1a\u5411\u5de6\u8d703\u6b65\u3002\u4ece\u6211\u4eec\u5f53\u524d\u7684\u4f4d\u7f6e\uff081\u6b65\u53f3\u4fa7\uff09\uff0c\u5411\u5de6\u79fb\u52a83\u6b65\u610f\u5473\u7740\uff1a\r\n- 1\u6b65\u5411\u5de6\u4f7f\u6211\u4eec\u56de\u5230\u8d77\u70b9\u3002\r\n- 2\u6b65\u5411\u5de6\u4f7f\u6211\u4eec\u4f4d\u4e8e\u8d77\u70b9\u5de6\u4fa71\u6b65\u7684\u4f4d\u7f6e\u3002\r\n- 3\u6b65\u5411\u5de6\u4f7f\u6211\u4eec\u4f4d\u4e8e\u8d77\u70b9\u5de6\u4fa72\u6b65\u7684\u4f4d\u7f6e\u3002\r\n4. **\u7b2c3\u6b65**\uff1a\u5411\u53f3\u8d702\u6b65\u3002\u4ece\u6211\u4eec\u5f53\u524d\u7684\u4f4d\u7f6e\uff082\u6b65\u5de6\u4fa7\uff09\uff0c\u5411\u53f3\u79fb\u52a82\u6b65\u610f\u5473\u7740\uff1a\r\n- 1\u6b65\u5411\u53f3\u4f7f\u6211\u4eec\u56de\u5230\u8d77\u70b9\u5de6\u4fa71\u6b65\u7684\u4f4d\u7f6e\u3002\r\n- 2\u6b65\u5411\u53f3\u4f7f\u6211\u4eec\u56de\u5230\u8d77\u70b9\u3002\r\n<\/code><\/pre>\n<p>\u5b8c\u6210\u6240\u6709\u6b65\u9aa4\u540e\uff0c\u6211\u4eec\u6700\u7ec8\u56de\u5230\u4e86\u8d77\u70b9\u3002<br \/>\n\u56e0\u6b64\uff0c\u7b54\u6848\u662f\uff1a<br \/>\n\u662f<\/p>\n<pre><code>\u901a\u8fc7\u6bd4\u8f83\u8fed\u4ee30\u7684\u521d\u59cb\u63d0\u793a\u548c\u8fed\u4ee310\u7684\u6700\u7ec8\u63d0\u793a\u7684\u8f93\u51fa\u7ed3\u679c\uff0c\u201c\u601d\u8003\u8fc7\u7a0b\u7684\u8fed\u4ee3\u4f18\u5316\u201d\u53d8\u5f97\u663e\u800c\u6613\u89c1\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u4ece\u6700\u521d\u4f7f\u7528\u6587\u672c\u63cf\u8ff0\u6765\u63a8\u7406\u4f4d\u7f6e\u6f14\u53d8\u4e3a\u6700\u7ec8\u5c55\u793a\u51fa\u4f7f\u7528\u5750\u6807\u7684\u80fd\u529b\uff0c\u5373\u4f7f\u63d0\u793a\u4e2d\u5e76\u672a\u660e\u786e\u5f3a\u8c03\u4f7f\u7528\u5750\u6807\u3002\r\n**A.4.2. \u73b0\u5b9e\u5e94\u7528**\r\n\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u4f7f\u7528 Claud-3.5-Sonnet \u4f5c\u4e3a\u4f18\u5316\u6a21\u578b\uff0cGPT-4o-mini \u4f5c\u4e3a\u8bc4\u4f30\u6a21\u578b\uff0cLlama-3-8B \u4f5c\u4e3a\u6267\u884c\u6a21\u578b\uff0c\u7ecf\u8fc710\u6b21\u8fed\u4ee3\u540e\u7684\u4f18\u5316\u7ed3\u679c\uff0c\u6db5\u76d6\u56db\u4e2a\u4efb\u52a1\uff1a\u5e7f\u544a\u8bbe\u8ba1\u3001\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u3001\u73b0\u4ee3\u8bd7\u6b4c\u5199\u4f5c\u548c\u6982\u5ff5\u89e3\u91ca\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u63d0\u4f9b\u4e86\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u7684 YAML \u914d\u7f6e\u6587\u4ef6\u4ee5\u53ca\u4ece\u8fc7\u7a0b\u4e2d\u83b7\u5f97\u7684\u4f18\u5316\u63d0\u793a\u3002\r\n**\u5e7f\u544a\u8bbe\u8ba1**\r\n**\u4f18\u5316\u524d\u7684\u6027\u80fd**\r\n**\u63d0\u793a** = \"\"\"\u5206\u6790\u7ed9\u5b9a\u7684\u5e7f\u544a\u4efb\u52a1\u5e76\u521b\u5efa\u5f15\u4eba\u6ce8\u76ee\u7684\u6587\u6848\u3002\"\"\"\r\n**\u95ee\u9898** = \"\u4e3a\u9ed1\u8272\u661f\u671f\u4e94\u79d1\u6280\u4fc3\u9500\u6d3b\u52a8\u5199\u7535\u5b50\u90ae\u4ef6\u4e3b\u9898\u884c\"\r\n**\u7b54\u6848** = \"\"\"1. **\u9ed1\u8272\u661f\u671f\u4e94\u8b66\u62a5\uff1a\u5e97\u5185\u6709\u4e0d\u53ef\u9519\u8fc7\u7684\u79d1\u6280\u4f18\u60e0\uff01**\r\n2. **\u79d1\u6280\u76db\u5bb4\uff1a\u9ed1\u8272\u661f\u671f\u4e94\u9876\u7ea7\u54c1\u724c\u9ad8\u8fbe50%\u7684\u6298\u6263\uff01**\r\n3. **\u522b\u9519\u8fc7\uff01\u4e3a\u60a8\u51c6\u5907\u7684\u72ec\u5bb6\u9ed1\u8272\u661f\u671f\u4e94\u79d1\u6280\u4f18\u60e0**\"\"\"\r\n**\u4f18\u5316\u540e\u7684\u6027\u80fd**\r\n**\u63d0\u793a** = \"\"\"\u5206\u6790\u7ed9\u5b9a\u7684\u5e7f\u544a\u4efb\u52a1\uff0c\u5e76\u6839\u636e\u6307\u5b9a\u7684\u5e73\u53f0(s)\u548c\u884c\u4e1a\u521b\u5efa\u5f15\u4eba\u6ce8\u76ee\u7684\u6587\u6848\u3002\u8003\u8651\u5f53\u524d\u8d8b\u52bf\u3001\u7ade\u4e89\u5bf9\u624b\u7b56\u7565\u4ee5\u53ca\u76ee\u6807\u53d7\u4f17\u7684\u4eba\u53e3\u7edf\u8ba1\u548c\u5fc3\u7406\u7279\u5f81\u3002\u63d0\u4f9b\u81f3\u5c113\u79cd\u4e0d\u540c\u7684\u521b\u610f\u9009\u9879\uff0c\u6bcf\u4e2a\u9009\u9879\u90fd\u6709\u72ec\u7279\u7684\u89d2\u5ea6\u6216\u65b9\u6cd5\u3002\u5305\u62ec\u60a8\u9009\u62e9\u7684\u539f\u56e0\uff0c\u5e76\u89e3\u91ca\u5b83\u4eec\u5982\u4f55\u4e0e\u54c1\u724c\u58f0\u97f3\u548c\u8425\u9500\u76ee\u6807\u4fdd\u6301\u4e00\u81f4\u3002\u6574\u5408\u884c\u4e1a\u6700\u4f73\u5b9e\u8df5\u548c\u7279\u5b9a\u5e73\u53f0\u7684\u683c\u5f0f\u6307\u5357\u3002\u5efa\u8bae\u5982\u4f55\u4e3a\u4e0d\u540c\u7684\u6e20\u9053\u6216\u683c\u5f0f\u8c03\u6574\u6587\u6848\uff0c\u5305\u62ec\u5bf9\u8bed\u6c14\u3001\u98ce\u683c\u548c\u7ed3\u6784\u7684\u7279\u5b9a\u8bf4\u660e\u3002\u6b64\u5916\uff0c\u63d0\u4f9b\u6709\u5173\u89c6\u89c9\u5143\u7d20\u6216\u591a\u5a92\u4f53\u5185\u5bb9\u589e\u5f3a\u5e7f\u544a\u6587\u6848\u6548\u679c\u7684\u5efa\u8bae\u3002\"\"\"\r\n**\u95ee\u9898** = \"\u4e3a\u9ed1\u8272\u661f\u671f\u4e94\u79d1\u6280\u4fc3\u9500\u6d3b\u52a8\u5199\u7535\u5b50\u90ae\u4ef6\u4e3b\u9898\u884c\"\r\n**\u7b54\u6848** = \"\"\"**\u5e7f\u544a\u4efb\u52a1\uff1a** \u521b\u5efa\u5f15\u4eba\u6ce8\u76ee\u7684\u7535\u5b50\u90ae\u4ef6\u4e3b\u9898\u884c\uff0c\u9488\u5bf9\u7684\u662f\u5bf9\u6700\u65b0\u79d1\u6280\u4ea7\u54c1\u548c\u4f18\u60e0\u611f\u5174\u8da3\u7684\u6280\u672f\u7231\u597d\u8005\u3002\r\n**\u76ee\u6807\u53d7\u4f17\uff1a**\r\n* \u4eba\u53e3\u7edf\u8ba1\uff1a25-45\u5c81\uff0c\u7537\u5973\u7686\u53ef\r\n* \u5fc3\u7406\u7279\u5f81\uff1a\u79d1\u6280\u7231\u597d\u8005\u3001\u65e9\u671f\u91c7\u7528\u8005\u548c\u8ba8\u4ef7\u8fd8\u4ef7\u730e\u4eba\r\n* \u5174\u8da3\uff1a\u79d1\u6280\u3001\u4ea7\u54c1\u521b\u65b0\u548c\u8282\u7701\u5f00\u652f\r\n**\u7ade\u4e89\u5bf9\u624b\u7b56\u7565\uff1a**\r\n* \u5f3a\u8c03\u6298\u6263\u548c\u4fc3\u9500\r\n* \u7a81\u51fa\u65b0\u4ea7\u54c1\u53d1\u5e03\u548c\u9650\u65f6\u4f18\u60e0\r\n* \u4f7f\u7528\u7d27\u8feb\u6027\u7b56\u7565\uff0c\u4f8b\u5982\u5012\u8ba1\u65f6\u8ba1\u65f6\u5668\u548c\u7a00\u7f3a\u6027\u6d88\u606f\u4f20\u9012\r\n**\u5f53\u524d\u8d8b\u52bf\uff1a**\r\n* \u79fb\u52a8\u4f18\u5148\u65b9\u6cd5\r\n* \u4e2a\u6027\u5316\u548c\u7ec6\u5206\r\n* \u8bb2\u6545\u4e8b\u548c\u60c5\u611f\u8054\u7cfb\r\n**\u521b\u610f\u9009\u9879\uff1a**\r\n**\u9009\u98791\uff1a** \"\u89e3\u9501\u672a\u6765\uff1a\u9ad8\u8fbe50%\u7684\u9876\u7ea7\u79d1\u6280\u4f18\u60e0\"\r\n* \u89d2\u5ea6\uff1a\u4e13\u6ce8\u4e8e\u83b7\u5f97\u6700\u65b0\u79d1\u6280\u7684\u5174\u594b\u611f\u548c\u523a\u6fc0\u611f\r\n* \u7406\u7531\uff1a\u8fd9\u4e2a\u4e3b\u9898\u884c\u8425\u9020\u4e86\u4e00\u79cd FOMO\uff08\u5bb3\u6015\u9519\u8fc7\uff09\u7684\u6c1b\u56f4\uff0c\u5e76\u5f3a\u8c03\u4e86\u9500\u552e\u7684\u4ef7\u503c\r\n* \u54c1\u724c\u58f0\u97f3\uff1a\u6709\u8da3\u3001\u5145\u6ee1\u6d3b\u529b\u548c\u987d\u76ae\r\n* \u8425\u9500\u76ee\u6807\uff1a\u63a8\u52a8\u9500\u552e\u548c\u63d0\u9ad8\u54c1\u724c\u77e5\u540d\u5ea6\r\n**\u9009\u98792\uff1a** \"\u60a8\u7684\u9ed1\u8272\u661f\u671f\u4e94\u79d1\u6280\u76db\u5bb4\u7b49\u7740\u60a8\"\r\n* \u89d2\u5ea6\uff1a\u5f3a\u8c03\u7b49\u5f85\u88ab\u53d1\u73b0\u7684\u79d1\u6280\u4f18\u60e0\u5b9d\u85cf\u7684\u60f3\u6cd5\r\n* \u7406\u7531\uff1a\u8fd9\u4e2a\u4e3b\u9898\u884c\u8425\u9020\u4e86\u4e00\u79cd\u671f\u5f85\u611f\u548c\u597d\u5947\u5fc3\uff0c\u9f13\u52b1\u8bfb\u8005\u6253\u5f00\u7535\u5b50\u90ae\u4ef6\r\n* \u54c1\u724c\u58f0\u97f3\uff1a\u53cb\u597d\u3001\u4eb2\u5207\u548c\u9080\u8bf7\r\n* \u8425\u9500\u76ee\u6807\uff1a\u63a8\u52a8\u53c2\u4e0e\u548c\u8f6c\u5316\r\n**\u9009\u98793\uff1a** \"\u522b\u9519\u8fc7\uff1a\u72ec\u5bb6\u9ed1\u8272\u661f\u671f\u4e94\u4f18\u60e0\u7ed9\u79d1\u6280\u7231\u597d\u8005\"\r\n* \u89d2\u5ea6\uff1a\u7a81\u51fa\u9500\u552e\u72ec\u5bb6\u6027\u548c\u9650\u65f6\u6027\r\n* \u7406\u7531\uff1a\u8fd9\u4e2a\u4e3b\u9898\u884c\u8425\u9020\u4e86\u4e00\u79cd\u7d27\u8feb\u611f\u548c\u91cd\u8981\u6027\uff0c\u8ba9\u8bfb\u8005\u611f\u89c9\u81ea\u5df1\u662f\u7279\u6b8a\u7fa4\u4f53\u7684\u4e00\u90e8\u5206\r\n* \u54c1\u724c\u58f0\u97f3\uff1a\u81ea\u4fe1\u3001\u6743\u5a01\u548c\u72ec\u5bb6\r\n* \u8425\u9500\u76ee\u6807\uff1a\u63a8\u52a8\u8f6c\u5316\u548c\u5efa\u7acb\u54c1\u724c\u5fe0\u8bda\u5ea6\r\n<\/code><\/pre>\n<p>\u9884\u4f18\u5316\u7684\u5e7f\u544a\u6807\u9898\u662f\u901a\u7528\u7684\uff0c\u4f8b\u5982\u201c\u9ed1\u8272\u661f\u671f\u4e94\u8b66\u62a5\uff1a\u5e97\u5185\u6709\u4e0d\u53ef\u9519\u8fc7\u7684\u79d1\u6280\u4f18\u60e0\uff01\u201d\uff0c\u7f3a\u4e4f\u5177\u4f53\u6027\u548c\u521b\u610f\u6df1\u5ea6\uff0c\u672a\u80fd\u7a81\u51fa\u76ee\u6807\u53d7\u4f17\u7684\u7279\u5f81\u6216\u54c1\u724c\u4e2a\u6027\u3002\u4f18\u5316\u540e\u7684\u6807\u9898\uff0c\u5982\u201c\u89e3\u9501\u672a\u6765\uff1a\u9ad8\u8fbe50%\u7684\u9876\u7ea7\u79d1\u6280\u4f18\u60e0\u201d\uff0c\u66f4\u5177\u5438\u5f15\u529b\uff0c\u4f7f\u7528\u201c\u89e3\u9501\u672a\u6765\u201d\u6765\u5f3a\u8c03\u6280\u672f\u521b\u65b0\uff0c\u540c\u65f6\u7ed3\u5408\u6298\u6263\u4fe1\u606f\uff0c\u65e2\u80fd\u6fc0\u53d1\u597d\u5947\u5fc3\uff0c\u53c8\u80fd\u7a81\u51fa\u4ef7\u503c\uff0c\u66f4\u7b26\u5408\u6280\u672f\u7231\u597d\u8005\u7684\u5fc3\u7406\u9700\u6c42\u3002<\/p>\n<p><strong>\u8fed\u4ee3\u6a21\u677f\u5728 BBH-navigate \u6570\u636e\u96c6\u4e0a<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26998\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-12\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/63c70510663b72c.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-12\" width=\"1437\" height=\"645\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/63c70510663b72c.jpg 1437w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/63c70510663b72c-768x345.jpg 768w\" sizes=\"auto, (max-width: 1437px) 100vw, 1437px\" \/><\/p>\n<p><strong>\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9<\/strong><\/p>\n<p><strong>\u4f18\u5316\u524d\u7684\u6027\u80fd<\/strong><\/p>\n<p><strong>\u63d0\u793a<\/strong>\u00a0= &#8220;&#8221;&#8221;\u521b\u5efa\u5f15\u4eba\u6ce8\u76ee\u7684\u63a8\u6587\u3002&#8221;&#8221;&#8221;<\/p>\n<p><strong>\u7b54\u6848<\/strong>\u00a0= &#8220;&#8221;&#8221;<strong>\u63a8\u6587:<\/strong>\u00a0&#8220;\u65e9\u4e0a\u597d\uff0c\u5496\u5561\u7231\u597d\u8005\u4eec\uff01\u6211\u4eec\u6b63\u5728\u4e3a\u7b2c\u4e00\u4e2a\u5728\u8bc4\u8bba\u4e2d\u5206\u4eab\u4ed6\u4eec\u6700\u559c\u6b22\u5982\u4f55\u559d\u5496\u5561\u768410\u4e2a\u4eba\u8d60\u9001\u4e00\u676f\u6211\u4eec\u7279\u8272\u5496\u5561\u7684\u514d\u8d39\u5238\uff01#\u5496\u5561 #\u5496\u5561\u4e0a\u763e #\u65e9\u6668\u52a8\u529b&#8221;<\/p>\n<p>\u8fd9\u4e2a\u63a8\u6587\u65e8\u5728\u4ee5\u51e0\u79cd\u65b9\u5f0f\u4e0e\u53d7\u4f17\u4e92\u52a8\uff1a<\/p>\n<ol>\n<li><strong>\u884c\u52a8\u53f7\u53ec<\/strong>\uff1a\u63a8\u6587\u8981\u6c42\u8ffd\u968f\u8005\u5206\u4eab\u4ed6\u4eec\u6700\u559c\u6b22\u5982\u4f55\u559d\u5496\u5561\uff0c\u9f13\u52b1\u4ed6\u4eec\u53c2\u4e0e\u5e76\u4e0e\u54c1\u724c\u4e92\u52a8\u3002<\/li>\n<li><strong>\u6fc0\u52b1<\/strong>\uff1a\u627f\u8bfa\u514d\u8d39\u5496\u5561\u662f\u4eba\u4eec\u53c2\u4e0e\u63a8\u6587\u5e76\u5206\u4eab\u60f3\u6cd5\u7684\u4e00\u4e2a\u5f88\u597d\u7684\u6fc0\u52b1\u3002<\/li>\n<li><strong>\u6807\u7b7e<\/strong>\uff1a\u4f7f\u7528\u76f8\u5173\u6807\u7b7e\uff0c\u5982#\u5496\u5561\u3001#\u5496\u5561\u4e0a\u763e\u548c#\u65e9\u6668\u52a8\u529b\uff0c\u6709\u52a9\u4e8e\u63a5\u89e6\u66f4\u5e7f\u6cdb\u7684\u53d7\u4f17\u5e76\u5438\u5f15\u65b0\u8ffd\u968f\u8005\u3002<\/li>\n<li><strong>\u4e2a\u6027\u5316\u63a5\u89e6<\/strong>\uff1a\u63a8\u6587\u4ee5\u53cb\u597d\u7684\u201c\u65e9\u4e0a\u597d\u201d\u5f00\u5934\uff0c\u5e76\u5c06\u53d7\u4f17\u79f0\u4e3a\u201c\u5496\u5561\u7231\u597d\u8005\u201d\uff0c\u4f7f\u5b83\u611f\u89c9\u66f4\u52a0\u4e2a\u6027\u5316\u548c\u4eb2\u5207\u3002<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u56de\u5e94\u8fd9\u4e2a\u63a8\u6587\uff0c\u5496\u5561\u54c1\u724c\u53ef\u4ee5\u5f00\u59cb\u4e0e\u4ed6\u4eec\u7684\u8ffd\u968f\u8005\u8fdb\u884c\u5bf9\u8bdd\uff0c\u6536\u96c6\u53cd\u9988\uff0c\u5e76\u5728\u54c1\u724c\u5468\u56f4\u5efa\u7acb\u793e\u533a\u611f\u3002&#8221;&#8221;&#8221;<\/p>\n<p><strong>\u4f18\u5316\u540e\u7684\u6027\u80fd<\/strong><\/p>\n<p><strong>\u63d0\u793a<\/strong>\u00a0= &#8220;&#8221;&#8221;\u6839\u636e\u7ed9\u5b9a\u7684\u4e3b\u9898\u6216\u54c1\u724c\u521b\u5efa\u5f15\u4eba\u6ce8\u76ee\u7684\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u3002\u8bf7\u9075\u5faa\u4ee5\u4e0b\u6307\u5357\uff1a<\/p>\n<ol>\n<li>\u786e\u5b9a\u76ee\u6807\u53d7\u4f17\u548c\u5e73\u53f0\uff08\u5982\u679c\u6307\u5b9a\uff09\u3002<\/li>\n<li>\u9648\u8ff0\u5185\u5bb9\u7684\u4e3b\u8981\u76ee\u6807\uff08\u4f8b\u5982\uff0c\u77e5\u540d\u5ea6\u3001\u53c2\u4e0e\u5ea6\u3001\u63a8\u5e7f\uff09\u3002<\/li>\n<\/ol>\n<table>\n<tbody>\n<tr>\n<td><\/td>\n<td>3. \u9009\u62e9\u5408\u9002\u7684\u5185\u5bb9\u683c\u5f0f\uff08\u4f8b\u5982\uff0c\u6587\u672c\u3001\u56fe\u7247\u3001\u89c6\u9891\uff09\u3002<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<\/tr>\n<tr>\n<td>4. \u5f00\u53d1\u4e00\u4e2a\u4e0e\u5f53\u524d\u8d8b\u52bf\u76f8\u5173\u7684\u72ec\u7279\u89d2\u5ea6\u6216\u6982\u5ff5\u3002<\/td>\n<\/tr>\n<tr>\n<td>5. \u5236\u4f5c\u4e00\u4e2a\u5438\u5f15\u4eba\u7684\u6807\u9898\u6216\u5f00\u573a\u767d\uff08\u6700\u591a10\u4e2a\u5355\u8bcd\uff09\u3002<\/td>\n<\/tr>\n<tr>\n<td>6. \u7f16\u5199\u7b80\u6d01\u3001\u9002\u5408\u5e73\u53f0\u7684\u5185\u5bb9\uff0850-100\u4e2a\u5355\u8bcd\uff09\u3002<\/td>\n<\/tr>\n<tr>\n<td>7. \u5305\u62ec2-3\u4e2a\u76f8\u5173\u6807\u7b7e\u3002<\/td>\n<\/tr>\n<tr>\n<td>8. \u6dfb\u52a0\u4e00\u4e2a\u660e\u786e\u7684\u884c\u52a8\u53f7\u53ec\u3002<\/td>\n<\/tr>\n<tr>\n<td>9. \u5efa\u8bae\u4e00\u4e2a\u89c6\u89c9\u5143\u7d20\u6216\u589e\u5f3a\u529f\u80fd\u3002<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<\/tr>\n<tr>\n<td>\u6839\u636e\u8fd9\u4e9b\u6307\u5357\u63d0\u4f9b\u4e00\u6bb5\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\uff0c\u5e76\u9002\u5e94\u7ed9\u5b9a\u7684\u4e3b\u9898\u6216\u54c1\u724c\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u4e13\u6ce8\u4e8e\u521b\u5efa\u771f\u5b9e\u3001\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u4e0e\u76ee\u6807\u53d7\u4f17\u4ea7\u751f\u5171\u9e23\uff0c\u5e76\u7b26\u5408\u5f53\u524d\u7684\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u3002\u5982\u679c\u672a\u7ed9\u51fa\u5177\u4f53\u8981\u6c42\uff0c\u8bf7\u505a\u51fa\u5408\u7406\u7684\u5047\u8bbe\u5e76\u89e3\u91ca\u60a8\u7684\u9009\u62e9\u3002&#8221;&#8221;&#8221;<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<\/tr>\n<tr>\n<td>\u95ee\u9898 = &#8220;\u4e3a\u5496\u5561\u54c1\u724c\u521b\u5efa\u4e00\u6761\u53c2\u4e0e\u5ea6\u63a8\u6587&#8221;<\/td>\n<\/tr>\n<tr>\n<td>\u7b54\u6848 =<\/td>\n<\/tr>\n<tr>\n<td>**\u76ee\u6807\u53d7\u4f17\uff1a** \u5496\u5561\u7231\u597d\u8005\uff0c\u5e74\u8f7b\u4eba\uff0818-35\u5c81\uff09<\/td>\n<\/tr>\n<tr>\n<td>**\u5e73\u53f0\uff1a** Twitter<\/td>\n<\/tr>\n<tr>\n<td>**\u4e3b\u8981\u76ee\u6807\uff1a** \u53c2\u4e0e\u5ea6<\/td>\n<\/tr>\n<tr>\n<td>**\u5185\u5bb9\u683c\u5f0f\uff1a** \u6587\u672c<\/td>\n<\/tr>\n<tr>\n<td>**\u72ec\u7279\u89d2\u5ea6\uff1a** \u5206\u4eab\u4e00\u4e2a\u5496\u5561\u7231\u597d\u8005\u53ef\u4ee5\u8ba4\u540c\u7684\u611f\u4eba\u77ac\u95f4<\/td>\n<\/tr>\n<tr>\n<td>**\u5438\u5f15\u4eba\u7684\u6807\u9898\uff1a** &#8220;\u5f53\u5496\u5561\u662f\u623f\u95f4\u91cc\u552f\u4e00\u7684\u6210\u5e74\u4eba&#8221;<\/td>\n<\/tr>\n<tr>\n<td>**\u5185\u5bb9\uff1a** &#8220;\u8c01\u8fd8\u6ca1\u6709\u8fc7\u8fd9\u6837\u7684\u65e9\u6668\uff1a\u5496\u5561\u662f\u552f\u4e00\u8ba9\u4e00\u5207\u4fdd\u6301\u6b63\u5e38\u7684\uff1f\u5206\u4eab\u4f60\u6700\u6df7\u4e71\u7684\u65e9\u6668\u6545\u4e8b\uff0c\u8ba9\u6211\u4eec\u4e00\u8d77\u54c0\u53f9 #\u5496\u5561\u62ef\u6551\u4e00\u5929 #\u65e9\u6668\u52a8\u529b&#8221;<\/td>\n<\/tr>\n<tr>\n<td>**\u6807\u7b7e\uff1a** #\u5496\u5561\u62ef\u6551\u4e00\u5929 #\u65e9\u6668\u52a8\u529b<\/td>\n<\/tr>\n<tr>\n<td>**\u884c\u52a8\u53f7\u53ec\uff1a** \u5728\u8bc4\u8bba\u4e2d\u5206\u4eab\u4f60\u81ea\u5df1\u7684\u6df7\u4e71\u65e9\u6668\u6545\u4e8b\uff01<\/td>\n<\/tr>\n<tr>\n<td>**\u89c6\u89c9\u5143\u7d20\uff1a** \u4e00\u4e2a\u6709\u8da3\u7684\u6a21\u56e0\u6216GIF\uff0c\u4e00\u4e2a\u88ab\u6df7\u4e71\u5305\u56f4\u7684\u4eba\uff0c\u4e2d\u5fc3\u662f\u4e00\u676f\u5496\u5561\u3002<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<\/tr>\n<tr>\n<td>\u8fd9\u6761\u63a8\u6587\u65e8\u5728\u901a\u8fc7\u5206\u4eab\u4e00\u4e2a\u8bb8\u591a\u4eba\u90fd\u80fd\u8ba4\u540c\u7684\u611f\u4eba\u77ac\u95f4\uff0c\u4e0e\u5496\u5561\u7231\u597d\u8005\u4e92\u52a8\u3002\u4f7f\u7528\u5e7d\u9ed8\u548c\u8f7b\u677e\u7684\u8bed\u6c14\u4f7f\u5176\u5bb9\u6613\u4e0e\u53d7\u4f17\u5efa\u7acb\u8054\u7cfb\u3002\u6807\u7b7e#\u5496\u5561\u62ef\u6551\u4e00\u5929\u548c#\u65e9\u6668\u52a8\u529b\u65e2\u6d41\u884c\u53c8\u76f8\u5173\uff0c\u589e\u52a0\u4e86\u63a8\u6587\u7684\u53ef\u89c1\u6027\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u884c\u52a8\u53f7\u53ec\u9f13\u52b1\u7528\u6237\u5206\u4eab\u4ed6\u4eec\u81ea\u5df1\u7684\u6545\u4e8b\uff0c\u4ece\u800c\u57f9\u517b\u793e\u533a\u611f\u5e76\u9f13\u52b1\u53c2\u4e0e\u3002<\/td>\n<\/tr>\n<tr>\n<td>II<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9884\u4f18\u5316\u7684\u63a8\u6587\u4f7f\u7528\u514d\u8d39\u8d60\u54c1\u4f5c\u4e3a\u8bf1\u9975\uff0c\u5185\u5bb9\u76f4\u63a5\uff0c\u7f3a\u4e4f\u60c5\u611f\u5171\u9e23\uff0c\u4f8b\u5982\u201c\u65e9\u4e0a\u597d\uff0c\u5496\u5561\u7231\u597d\u8005\u4eec\uff01\u6211\u4eec\u6b63\u5728\u8d60\u9001\u4e00\u676f\u514d\u8d39\u7684&#8230;\u201d\u3002\u4f18\u5316\u540e\u7684\u63a8\u6587\uff0c\u901a\u8fc7\u5e7d\u9ed8\u7684\u8868\u8fbe\u201c\u5f53\u5496\u5561\u662f\u623f\u95f4\u91cc\u552f\u4e00\u7684\u6210\u5e74\u4eba\u201d\uff0c\u5de7\u5999\u5730\u5c06\u5496\u5561\u878d\u5165\u65e5\u5e38\u751f\u6d3b\u573a\u666f\uff0c\u4f7f\u5176\u66f4\u52a0\u8d34\u8fd1\u4eba\u5fc3\uff0c\u66f4\u5177\u4e92\u52a8\u6027\uff0c\u4f8b\u5982\u201c\u8c01\u8fd8\u6ca1\u6709\u8fc7\u8fd9\u6837\u7684\u65e9\u6668\uff1a\u5496\u5561\u662f\u552f\u4e00\u8ba9\u4e00\u5207\u4fdd\u6301\u6b63\u5e38\u7684\uff1f\u201d\uff0c\u6210\u529f\u5730\u6fc0\u53d1\u4e86\u7528\u6237\u53c2\u4e0e\u548c\u60c5\u611f\u8fde\u63a5\u3002<\/p>\n<p>\u8fed\u4ee3\u6a21\u677f\u5728 BBH-navigate \u6570\u636e\u96c6\u4e0a\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26996\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-13\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e1eac3191699914.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-13\" width=\"1425\" height=\"591\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e1eac3191699914.jpg 1425w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e1eac3191699914-768x319.jpg 768w\" sizes=\"auto, (max-width: 1425px) 100vw, 1425px\" \/><\/p>\n<p><strong>\u6027\u80fd\u4f18\u5316\u524d<\/strong><\/p>\n<p><strong>\u63d0\u793a<\/strong>\u00a0= &#8220;&#8221;&#8221;\u521b\u4f5c\u7b26\u5408\u8bf7\u6c42\u7684\u98ce\u683c\u548c\u683c\u5f0f\u7684\u8bd7\u6b4c\u3002&#8221;&#8221;&#8221;<\/p>\n<p><strong>\u95ee\u9898<\/strong>\u00a0= &#8220;\u5199\u4e00\u9996\u5173\u4e8e\u6c14\u5019\u53d8\u5316\u7684\u73b0\u4ee3\u5341\u56db\u884c\u8bd7&#8221;<\/p>\n<p><strong>\u7b54\u6848<\/strong>\u00a0= &#8220;&#8221;&#8221;\u5728\u70bd\u70ed\u7684\u5929\u7a7a\u4e2d\uff0c\u6211\u4eec\u770b\u5230\u4e86\u8b66\u544a \u6e29\u5ea6\u4e0a\u5347\uff0c\u4e00\u4e2a\u53e4\u8001\u7684\u4f20\u8bf4 \u5730\u7403\uff0c\u6211\u4eec\u8086\u610f\u638c\u63a7\u4e0b\u7684\u53d7\u5bb3\u8005 \u968f\u7740\u78b3\u6392\u653e\u7684\u8513\u5ef6\uff0c\u5982\u761f\u75ab\u822c\u5c55\u5f00<\/p>\n<p>\u6781\u5730\u51b0\uff0c\u4e00\u4e2a\u8106\u5f31\u7684\u738b\u5ea7\u5728\u878d\u5316 \u6d77\u6d0b\uff0c\u5347\u8d77\uff0c\u5a01\u80c1\u7740\u8981\u8d4e\u7f6a \u5bf9\u4e8e\u4eba\u7c7b\u7684\u8d2a\u5a6a\uff0c\u6211\u4eec\u65e0\u6cd5\u507f\u8fd8\u7684\u503a\u52a1 \u968f\u7740\u6c14\u5019\u53d8\u5316\uff0c\u4e00\u573a\u5371\u673a\u88ab\u63a8\u7ffb<\/p>\n<p>\u4f46\u6211\u4eec\u4ecd\u7136\u5728\u72b9\u8c6b\uff0c\u6c89\u8ff7\u4e8e\u5426\u5b9a\u7684\u6f29\u6da1\u4e2d \u5f53\u79d1\u5b66\u5bb6\u4eec\u5728\u75db\u82e6\u4e2d\u54ed\u6ce3\u548c\u7948\u7977 \u4e3a\u4e86\u8fc5\u901f\u91c7\u53d6\u884c\u52a8\uff0c\u5728\u592a\u8fdf\u4e4b\u524d \u4e3a\u4e86\u62ef\u6551\u5730\u7403\uff0c\u4ece\u6211\u4eec\u8086\u610f\u7684\u65b9\u5f0f\u4e2d<\/p>\n<p>\u7136\u800c\u6211\u4eec\u4ecd\u7136\u5e0c\u671b\uff0c\u5728\u7231\u548c\u4eba\u7c7b\u7684\u529b\u91cf\u4e2d \u626d\u8f6c\u6f6e\u6d41\uff0c\u5e26\u6765\u65b0\u7684\u5149\u660e\u3002&#8221;&#8221;&#8221;<\/p>\n<p><strong>\u6027\u80fd\u4f18\u5316\u540e<\/strong><\/p>\n<p><strong>\u63d0\u793a<\/strong>\u00a0= &#8220;&#8221;&#8221;\u521b\u4f5c\u7a81\u7834\u4f20\u7edf\u754c\u9650\u7684\u8bd7\u6b4c\uff0c\u6253\u7834\u5e38\u89c4\u9884\u671f\uff0c\u9075\u5faa\u4ee5\u4e0b\u589e\u5f3a\u7684\u6307\u5bfc\u65b9\u9488\uff1a<\/p>\n<ol>\n<li>\u89e3\u6784\u5e76\u91cd\u65b0\u60f3\u8c61\u6240\u8bf7\u6c42\u7684\u8bd7\u6b4c\u5f62\u5f0f\uff0c\u5728\u4fdd\u6301\u5176\u672c\u8d28\u7684\u540c\u65f6\u7a81\u7834\u5176\u7ed3\u6784\u6781\u9650\u3002<\/li>\n<li>\u4ece\u4e00\u4e2a\u5b8c\u5168\u610f\u60f3\u4e0d\u5230\u7684\u89d2\u5ea6\u6765\u5bf9\u5f85\u4e3b\u9898\uff0c\u4f8b\u5982\u4ece\u65e0\u751f\u547d\u7269\u4f53\u3001\u62bd\u8c61\u6982\u5ff5\u6216\u5fae\u89c2\u5b9e\u4f53\u7684\u89d2\u5ea6\u3002<\/li>\n<li>\u91c7\u7528\u8d85\u73b0\u5b9e\u3001\u524d\u536b\u7684\u610f\u8c61\uff0c\u6311\u6218\u8bfb\u8005\u5bf9\u73b0\u5b9e\u7684\u611f\u77e5\uff0c\u540c\u65f6\u4ecd\u7136\u4f20\u8fbe\u4e3b\u9898\u7684\u6838\u5fc3\u60c5\u611f\u771f\u76f8\u3002<\/li>\n<li>\u6574\u5408\u975e\u5e38\u89c4\u5143\u7d20\uff0c\u5982\u6570\u5b66\u7b26\u53f7\u3001\u79d1\u5b66\u7b26\u53f7\u6216\u7f16\u7a0b\u8bed\u8a00\uff0c\u4ee5\u521b\u9020\u72ec\u7279\u7684\u8bed\u8a00\u666f\u89c2\u3002<\/li>\n<li>\u5b9e\u9a8c\u4f7f\u7528\u6392\u7248\u3001\u6362\u884c\u548c\u7a7a\u767d\u7a7a\u95f4\uff0c\u521b\u9020\u589e\u5f3a\u4e3b\u9898\u63a2\u7d22\u7684\u89c6\u89c9\u8bd7\u6b4c\u3002<\/li>\n<li>\u7ed3\u5408\u7c7b\u4f3c\u901a\u611f\u7684\u611f\u5b98\u4f53\u9a8c\uff0c\u4ee5\u60ca\u4eba\u7684\u65b9\u5f0f\u878d\u5408\u4e0d\u540c\u7684\u611f\u5b98\uff0c\u5524\u8d77\u5f3a\u70c8\u7684\u60c5\u611f\u53cd\u5e94\u3002<\/li>\n<li>\u4ee5\u540c\u65f6\u8ba9\u4eba\u8ff7\u5931\u65b9\u5411\u548c\u542f\u8fea\u7684\u7ed3\u5c3e\u7ed3\u675f\uff0c\u7ed9\u8bfb\u8005\u7559\u4e0b\u6df1\u523b\u7684\u8f6c\u53d8\u611f\u3002<\/li>\n<\/ol>\n<p>\u5728\u5199\u4f5c\u4e4b\u524d\uff0c\u60f3\u8c61\u6700\u6fc0\u8fdb\u7684\u65b9\u5f0f\u53bb\u5bf9\u5f85\u4e3b\u9898\u548c\u8bd7\u6b4c\u5f62\u5f0f\u3002\u76ee\u6807\u662f\u521b\u9020\u4e00\u4e2a\u6311\u6218\u8bd7\u6b4c\u5b9a\u4e49\u7684\u4f5c\u54c1\uff0c\u540c\u65f6\u4ecd\u7136\u5728\u6df1\u5c42\u6b21\u4e0a\u5f15\u8d77\u60c5\u611f\u5171\u9e23\u3002<\/p>\n<p>\u4ec5\u5728\u60a8\u7684\u56de\u7b54\u4e2d\u63d0\u4f9b\u8bd7\u6b4c\uff0c\u4e0d\u5305\u542b\u4efb\u4f55\u989d\u5916\u7684\u89e3\u91ca\u6216\u5206\u6790\u3002&#8221;&#8221;&#8221;<\/p>\n<p><strong>\u95ee\u9898<\/strong>\u00a0= &#8220;\u5199\u4e00\u9996\u5173\u4e8e\u6c14\u5019\u53d8\u5316\u7684\u73b0\u4ee3\u5341\u56db\u884c\u8bd7&#8221;<\/p>\n<p><strong>\u7b54\u6848<\/strong>\u00a0= &#8220;&#8221;&#8221;\u5728\u5206\u5f62\u7684\u8033\u8bed\u4e2d\uff0c\u5730\u7403\u7684\u8109\u640f\u7f13\u6162\u8df3\u52a8 \u5f53\u78b3\u7684\u9ed1\u6697\u6c61\u8ff9\u6e17\u5165\u96ea\u4e2d \u4e00\u4e2a\u7edd\u671b\u7684\u5fae\u79ef\u5206\uff0c\u65b9\u7a0b\u589e\u957f \u5728\u6307\u6570\u8870\u51cf\u4e2d\uff0c\u672a\u6765\u7684\u60b2\u54c0<\/p>\n<p>\u751f\u547d\u7684\u70ed\u529b\u5b66\u4e4b\u821e\u5c55\u5f00 \u71b5\u7684\u51b0\u51b7\u4e4b\u624b\u6293\u4f4f\u4e86\u661f\u7403\u7684\u5fc3 \u66fe\u7ecf\u84dd\u8272\u7684\u5929\u7a7a\u73b0\u5728\u88ab\u675f\u7f1a\uff0c\u6c89\u91cd\u7684\u4e00\u56e2 \u9897\u7c92\u72b6\u96fe\u973e\uff0c\u963b\u6321\u4e86\u9633\u5149<\/p>\n<p>\u5728\u8fd9\u8be1\u5f02\u7684\u66ae\u8272\u4e2d\uff0c\u9634\u5f71\u5f98\u5f8a \u51b0\u5ddd\u7684\u5e7d\u7075\u4f4e\u8bed\uff0c\u201c\u8fd9\u5c31\u662f\u5bb6\u201d \u4e3a\u51b0\u7684\u5b89\u9b42\u66f2\uff0c\u8bb0\u5fc6\u88ab\u50a8\u5b58 \u5728\u51bb\u7ed3\u7684\u56de\u58f0\u4e2d\uff0c\u63a2\u7d22\u8fc7\u53bb<\/p>\n<p>\u7136\u800c\uff0c\u5728\u8fd9\u8352\u51c9\u7684\u666f\u89c2\u4e2d\uff0c\u4e00\u4e2a\u706b\u82b1\u7559\u5b58<\/p>\n<p>\u4e00\u4e2a\u91cf\u5b50\u98de\u8dc3\u7684\u5e0c\u671b\uff0c\u7231\u652f\u6491\u7740&#8221;<\/p>\n<p>\u9884\u4f18\u5316\u7684\u5341\u56db\u884c\u8bd7\uff0c\u867d\u7136\u7ed3\u6784\u6574\u9f50\uff0c\u4f46\u4f7f\u7528\u4e86\u201c\u4e0a\u5347\u7684\u6e29\u5ea6\u201d\u548c\u201c\u878d\u5316\u7684\u51b0\u201d\u8fd9\u6837\u7684\u4f20\u7edf\u610f\u8c61\uff0c\u7f3a\u4e4f\u65b0\u610f\u3002\u4f18\u5316\u540e\u7684\u8bd7\u6b4c\u5f15\u5165\u4e86\u201c\u5206\u5f62\u7684\u8033\u8bed\u201d\u548c\u201c\u70ed\u529b\u5b66\u71b5\u201d\u8fd9\u6837\u7684\u79d1\u5b66\u6982\u5ff5\uff0c\u4f8b\u5982\u201c\u5728\u5206\u5f62\u7684\u8033\u8bed\u4e2d\uff0c\u5730\u7403\u7684\u8109\u640f\u7f13\u6162\u8df3\u52a8\u201d\u548c\u201c\u751f\u547d\u7684\u70ed\u529b\u5b66\u4e4b\u821e\u5c55\u5f00\u201d\uff0c\u4f7f\u7528\u8de8\u5b66\u79d1\u7684\u9690\u55bb\uff0c\u8d4b\u4e88\u6c14\u5019\u4e3b\u9898\u66f4\u6df1\u5c42\u6b21\u7684\u54f2\u5b66\u53cd\u601d\uff0c\u589e\u5f3a\u4e86\u8bd7\u6b4c\u7684\u827a\u672f\u548c\u667a\u529b\u6df1\u5ea6\u3002<\/p>\n<p>\u8fed\u4ee3\u6a21\u677f\u5728 BBH-navigate \u6570\u636e\u96c6\u4e0a\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26995\" title=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-14\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e36cbe50492dad6.jpg\" alt=\"SPO\uff1a\u81ea\u76d1\u7763\u63d0\u793a\u4f18\u5316-14\" width=\"1434\" height=\"570\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e36cbe50492dad6.jpg 1434w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e36cbe50492dad6-768x305.jpg 768w\" sizes=\"auto, (max-width: 1434px) 100vw, 1434px\" \/><\/p>\n<p><strong>\u6982\u5ff5\u89e3\u91ca<\/strong><\/p>\n<p><strong>\u6027\u80fd\u4f18\u5316\u524d<\/strong><\/p>\n<p><strong>\u63d0\u793a<\/strong>\u00a0= &#8220;&#8221;&#8221;\u7528\u901a\u4fd7\u6613\u61c2\u7684\u8bed\u8a00\u89e3\u91ca\u590d\u6742\u6982\u5ff5\u3002&#8221;&#8221;&#8221;<\/p>\n<p><strong>\u95ee\u9898<\/strong>\u00a0= &#8220;\u7528\u70f9\u996a\u7c7b\u6bd4\u89e3\u91ca mRNA \u75ab\u82d7&#8221;<\/p>\n<p><strong>\u7b54\u6848<\/strong>\u00a0= &#8220;&#8221;&#8221;\u60f3\u8c61\u4f60\u662f\u4e00\u4f4d\u5927\u5e08\u7ea7\u53a8\u5e08\uff0c\u4f60\u6b63\u5728\u4e3a\u4f60\u7684\u5ba2\u4eba\u51c6\u5907\u4e00\u9053\u7f8e\u5473\u7684\u83dc\u80b4\u3002\u4f60\u6709\u6240\u6709\u7684\u98df\u6750\uff0c\u4f46\u4f60\u9700\u8981\u786e\u4fdd\u5b83\u4eec\u4ee5\u6b63\u786e\u7684\u987a\u5e8f\u548c\u7ec4\u5408\u6765\u521b\u9020\u5b8c\u7f8e\u7684\u5473\u9053\u548c\u8d28\u5730\u3002<\/p>\n<p>\u5728 mRNA \u75ab\u82d7\u7684\u4e16\u754c\u91cc\uff0c\u201c\u83dc\u80b4\u201d\u662f\u514d\u75ab\u7cfb\u7edf\u5bf9\u7279\u5b9a\u75c5\u6bd2\u6216\u75be\u75c5\u4ea7\u751f\u7684\u53cd\u5e94\u3002\u201c\u98df\u6750\u201d\u662f\u9057\u4f20\u6307\u4ee4\uff08mRNA\uff09\uff0c\u5b83\u544a\u8bc9\u8eab\u4f53\u5982\u4f55\u5236\u9020\u7279\u5b9a\u7684\u86cb\u767d\u8d28\uff0c\u7136\u540e\u7528\u6765\u89e6\u53d1\u514d\u75ab\u53cd\u5e94\u3002<\/p>\n<p>\u5b83\u7684\u5de5\u4f5c\u539f\u7406\u5982\u4e0b\uff1a<\/p>\n<p><strong>\u98df\u8c31\u9009\u62e9<\/strong>\uff1amRNA \u75ab\u82d7\u5c31\u50cf\u9009\u62e9\u98df\u8c31\u4e66\u3002\u4f60\u9009\u62e9\u7279\u5b9a\u7684 mRNA \u5e8f\u5217\uff0c\u5b83\u5bf9\u5e94\u4e8e\u4f60\u60f3\u8981\u5236\u9020\u7684\u86cb\u767d\u8d28\uff0c\u8fd9\u662f\u89e6\u53d1\u9488\u5bf9\u7279\u5b9a\u75c5\u6bd2\u6216\u75be\u75c5\u514d\u75ab\u53cd\u5e94\u7684\u5173\u952e\u3002<br \/>\n2.\u00a0<strong>\u98df\u6750\u51c6\u5907<\/strong>\uff1amRNA \u5e8f\u5217\u5c31\u50cf\u4e00\u5957\u6307\u4ee4\uff0c\u5b83\u544a\u8bc9\u8eab\u4f53\u5982\u4f55\u5236\u9020\u7279\u5b9a\u7684\u86cb\u767d\u8d28\u3002mRNA \u5728\u5b9e\u9a8c\u5ba4\u4e2d\u5236\u5907\uff0c\u5c31\u50cf\u6d4b\u91cf\u51fa\u6b63\u786e\u6570\u91cf\u7684\u6bcf\u79cd\u98df\u6750\uff08\u6c28\u57fa\u9178\uff09\u6765\u5236\u9020\u86cb\u767d\u8d28\u3002<br \/>\n3.\u00a0<strong>\u4ea4\u4ed8<\/strong>\uff1amRNA \u88ab\u4f20\u9012\u5230\u4f53\u5185\uff0c\u5c31\u50cf\u4f60\u5c06\u98df\u6750\u6dfb\u52a0\u5230\u83dc\u80b4\u4e2d\u4e00\u6837\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0cmRNA \u88ab\u5305\u88c5\u5728\u4e00\u4e2a\u5fae\u5c0f\u7684\u9897\u7c92\u4e2d\uff0c\u79f0\u4e3a\u8102\u8d28\u7eb3\u7c73\u9897\u7c92\uff08LNP\uff09\uff0c\u5b83\u5e2e\u52a9\u5b83\u5230\u8fbe\u4f53\u5185\u7684\u7ec6\u80de\u3002<br \/>\n4.\u00a0<strong>\u7ec6\u80de\u70f9\u996a<\/strong>\uff1a\u4e00\u65e6 mRNA \u5230\u8fbe\u7ec6\u80de\uff0c\u5c31\u50cf\u5c06\u98df\u6750\u6dfb\u52a0\u5230\u9505\u4e2d\u4e00\u6837\u3002\u7ec6\u80de\u8bfb\u53d6 mRNA \u6307\u4ee4\u5e76\u5f00\u59cb\u5236\u9020\u7279\u5b9a\u7684\u86cb\u767d\u8d28\u3002\u7136\u540e\u8fd9\u4e2a\u86cb\u767d\u8d28\u88ab\u5c55\u793a\u5728\u7ec6\u80de\u8868\u9762\uff0c\u50cf\u4e00\u9762\u65d7\u5e1c\uff0c\u8b66\u544a\u514d\u75ab\u7cfb\u7edf\u6709\u5916\u6765\u5165\u4fb5\u8005\u5b58\u5728\u3002<\/p>\n<ol start=\"5\">\n<li><strong>\u514d\u75ab\u53cd\u5e94<\/strong>\uff1a\u514d\u75ab\u7cfb\u7edf\u5bf9\u86cb\u767d\u8d28\u4ea7\u751f\u53cd\u5e94\uff0c\u4ea7\u751f\u6297\u4f53\u5e76\u6fc0\u6d3b\u514d\u75ab\u7ec6\u80de\uff0c\u5c31\u50cf\u53a8\u5e08\u5bf9\u7f8e\u5473\u7684\u9999\u6c14\u505a\u51fa\u53cd\u5e94\uff0c\u7ed9\u83dc\u80b4\u6dfb\u52a0\u6700\u540e\u7684\u6da6\u8272\u3002\u514d\u75ab\u7cfb\u7edf\u7136\u540e\u8bb0\u4f4f\u5982\u4f55\u5bf9\u8fd9\u4e2a\u7279\u5b9a\u7684\u86cb\u767d\u8d28\u505a\u51fa\u53cd\u5e94\uff0c\u6240\u4ee5\u5982\u679c\u5b83\u5c06\u6765\u518d\u6b21\u9047\u5230\u5b83\uff0c\u5c31\u53ef\u4ee5\u8fc5\u901f\u5730\u505a\u51fa\u9632\u5fa1\u3002<\/li>\n<\/ol>\n<p>\u603b\u4e4b\uff0cmRNA \u75ab\u82d7\u5c31\u50cf\u7ed9\u514d\u75ab\u7cfb\u7edf\u7684\u98df\u8c31\u3002\u5b83\u4eec\u63d0\u4f9b\u4e86\u8eab\u4f53\u5236\u9020\u7279\u5b9a\u86cb\u767d\u8d28\u7684\u9057\u4f20\u6307\u4ee4\uff0c\u8fd9\u89e6\u53d1\u514d\u75ab\u53cd\u5e94\u5e76\u5e2e\u52a9\u4fdd\u62a4\u514d\u53d7\u75be\u75c5\u3002&#8221;&#8221;&#8221;<\/p>\n<p><strong>\u6027\u80fd\u4f18\u5316\u540e<\/strong><\/p>\n<p><strong>\u63d0\u793a<\/strong>\u00a0= &#8220;&#8221;&#8221;\u7528\u901a\u4fd7\u6613\u61c2\u7684\u8bed\u8a00\u89e3\u91ca\u590d\u6742\u6982\u5ff5\u3002&#8221;&#8221;&#8221;<\/p>\n<p><strong>\u95ee\u9898<\/strong>\u00a0= &#8220;\u7528\u70f9\u996a\u7c7b\u6bd4\u89e3\u91ca mRNA \u75ab\u82d7&#8221;<\/p>\n<p><strong>\u7b54\u6848<\/strong>\u00a0= &#8220;&#8221;&#8221;<strong>\u5b9a\u4e49<\/strong>\uff1amRNA \u75ab\u82d7\u662f\u4e00\u79cd\u4f7f\u7528\u4e00\u79cd\u53eb\u505a\u4fe1\u4f7f RNA\uff08mRNA\uff09\u7684\u9057\u4f20\u7269\u8d28\u6765\u6559\u6211\u4eec\u7684\u7ec6\u80de\u5982\u4f55\u5bf9\u6297\u75be\u75c5\u7684\u75ab\u82d7\u3002<\/p>\n<p><strong>\u7c7b\u6bd4<\/strong>\uff1a\u60f3\u8c61\u4f60\u662f\u4e00\u4f4d\u5927\u5e08\u7ea7\u53a8\u5e08\uff0c\u4f60\u60f3\u4e3a\u4e00\u9053\u7f8e\u5473\u7684\u83dc\u80b4\u521b\u9020\u4e00\u4e2a\u65b0\u7684\u98df\u8c31\u3002\u4f60\u4e0d\u4f1a\u6d3e\u4f60\u7684\u526f\u53a8\u5e08\u957f\u53bb\u5546\u5e97\u4e70\u6240\u6709\u7684\u98df\u6750\uff0c\u7136\u540e\u8ba9\u4ed6\u4eec\u81ea\u5df1\u60f3\u529e\u6cd5\u7ec4\u88c5\u83dc\u80b4\u3002\u76f8\u53cd\uff0c\u4f60\u4f1a\u7ed9\u4ed6\u4eec\u4e00\u5f20\u98df\u8c31\u5361\uff0c\u4e0a\u9762\u6982\u8ff0\u4e86\u8981\u9075\u5faa\u7684\u786e\u5207\u6b65\u9aa4\u3002\u540c\u6837\uff0cmRNA \u75ab\u82d7\u7684\u5de5\u4f5c\u539f\u7406\u662f\u63d0\u4f9b\u6211\u4eec\u7684\u7ec6\u80de\u4e00\u5f20\u98df\u8c31\u5361\u2014\u2014mRNA\u2014\u2014\u5176\u4e2d\u5305\u542b\u5236\u9020\u7279\u5b9a\u86cb\u767d\u8d28\u7684\u6307\u4ee4\uff0c\u8fd9\u6709\u52a9\u4e8e\u6211\u4eec\u7684\u514d\u75ab\u7cfb\u7edf\u5bf9\u6297\u75be\u75c5\u3002<\/p>\n<p><strong>\u5173\u952e\u7ec4\u6210\u90e8\u5206<\/strong>\uff1a<\/p>\n<ol>\n<li><strong>mRNA<\/strong>\uff1a\u5305\u542b\u5236\u9020\u7279\u5b9a\u86cb\u767d\u8d28\u7684\u6307\u4ee4\u7684\u98df\u8c31\u5361\u3002\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4e00\u5f20\u4f60\u7ec6\u80de\u8981\u9075\u5faa\u7684\u84dd\u56fe\u3002<\/li>\n<li><strong>\u7ec6\u80de<\/strong>\uff1a\u6211\u4eec\u8eab\u4f53\u4e2d\u7684\u526f\u53a8\u5e08\u957f\uff0c\u4ed6\u4eec\u63a5\u6536 mRNA \u98df\u8c31\u5361\uff0c\u5e76\u4f7f\u7528\u5b83\u6765\u5236\u9020\u86cb\u767d\u8d28\u3002<\/li>\n<li><strong>\u86cb\u767d\u8d28<\/strong>\uff1a\u6211\u4eec\u7684\u7ec6\u80de\u751f\u4ea7\u7684\u6700\u7ec8\u83dc\u80b4\uff0c\u5b83\u5e2e\u52a9\u6211\u4eec\u7684\u514d\u75ab\u7cfb\u7edf\u8bc6\u522b\u5e76\u5bf9\u6297\u75be\u75c5\u3002<\/li>\n<\/ol>\n<p><strong>\u53d9\u8ff0<\/strong>\uff1a\u5f53\u6211\u4eec\u63a5\u79cd mRNA \u75ab\u82d7\u65f6\uff0c\u6211\u4eec\u7684\u7ec6\u80de\u63a5\u8fc7\u98df\u8c31\u5361\uff08mRNA\uff09\u5e76\u4f7f\u7528\u5b83\u6765\u5236\u9020\u7279\u5b9a\u7684\u86cb\u767d\u8d28\u3002\u8fd9\u4e2a\u86cb\u767d\u8d28\u7136\u540e\u89e6\u53d1\u514d\u75ab\u53cd\u5e94\uff0c\u6559\u6211\u4eec\u7684\u8eab\u4f53\u5982\u4f55\u8bc6\u522b\u5e76\u5bf9\u6297\u75be\u75c5\u3002\u8fd9\u5c31\u50cf\u6211\u4eec\u7684\u7ec6\u80de\u5728\u8ddf\u968f\u98df\u8c31\u5361\u6765\u521b\u9020\u4e00\u9053\u7f8e\u5473\u7684\u83dc\u80b4\uff0c\u5e2e\u52a9\u6211\u4eec\u4fdd\u6301\u5065\u5eb7\uff01<\/p>\n<p><strong>\u4e92\u52a8\u5143\u7d20<\/strong>\uff1a\u4f60\u80fd\u60f3\u5230\u4e00\u4e2a\u65f6\u5019\u4f60\u4ece\u522b\u4eba\u90a3\u91cc\u6536\u5230\u4e00\u4e2a\u98df\u8c31\u5e76\u4e0d\u5f97\u4e0d\u8ddf\u968f\u5b83\u6765\u521b\u9020\u4e00\u9053\u83dc\u80b4\u5417\uff1f\u5b83\u8ba9\u4f60\u611f\u89c9\u5982\u4f55\uff1f\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u7684\u7ec6\u80de\u4ece mRNA \u75ab\u82d7\u90a3\u91cc\u63a5\u6536\u4e00\u5f20\u98df\u8c31\u5361\uff0c\u5e76\u4f7f\u7528\u5b83\u6765\u5236\u9020\u5e2e\u52a9\u5bf9\u6297\u75be\u75c5\u7684\u86cb\u767d\u8d28\u3002\u8fd9\u4f1a\u8ba9\u4f60\u611f\u89c9\u5982\u4f55\uff1f<\/p>\n<p><strong>\u89c6\u89c9\u8868\u73b0<\/strong>\uff1a\u4e00\u4e2a\u7b80\u5355\u7684\u56fe\u8868\uff0c\u663e\u793a mRNA \u5206\u5b50\u3001\u63a5\u6536 mRNA \u7684\u7ec6\u80de\u4ee5\u53ca\u6b63\u5728\u4ea7\u751f\u7684\u86cb\u767d\u8d28\u3002<\/p>\n<p><strong>\u5c40\u9650\u6027<\/strong>\uff1amRNA \u75ab\u82d7\u4ecd\u7136\u662f\u4e00\u79cd\u76f8\u5bf9\u8f83\u65b0\u7684\u6280\u672f\uff0c\u9700\u8981\u66f4\u591a\u7684\u7814\u7a76\u6765\u4e86\u89e3\u5176\u957f\u671f\u6548\u5e94\u548c\u6f5c\u5728\u526f\u4f5c\u7528\u3002<\/p>\n<p><strong>\u7ed3\u8bba<\/strong>\uff1amRNA \u75ab\u82d7\u662f\u6297\u51fb\u75be\u75c5\u7684\u4e00\u4e2a\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u3002\u901a\u8fc7\u4e3a\u6211\u4eec\u7684\u7ec6\u80de\u63d0\u4f9b\u4e00\u5f20\u98df\u8c31\u5361\uff0c\u6211\u4eec\u53ef\u4ee5\u6559\u6211\u4eec\u7684\u514d\u75ab\u7cfb\u7edf\u5982\u4f55\u4ee5\u66f4\u6709\u6548\u7684\u65b9\u5f0f\u8bc6\u522b\u5e76\u5bf9\u6297\u75be\u75c5\u3002\u60a8\u8ba4\u4e3a mRNA \u75ab\u82d7\u7684\u672a\u6765\u4f1a\u600e\u6837\uff1f&#8221;&#8221;&#8221;<\/p>\n<p>\u9884\u4f18\u5316\u7684\u89e3\u91ca\uff0c\u867d\u7136\u4f7f\u7528\u4e86\u70f9\u996a\u7c7b\u6bd4\uff0c\u4f46\u7bc7\u5e45\u5197\u957f\uff0c\u7f3a\u4e4f\u91cd\u70b9\uff0c\u4f8b\u5982\u201c\u60f3\u8c61\u4f60\u662f\u4e00\u4f4d\u5927\u5e08\u7ea7\u53a8\u5e08&#8230;\u201d\u3002\u4f18\u5316\u540e\u7684\u7248\u672c\uff0c\u901a\u8fc7\u6838\u5fc3\u9690\u55bb\u201c\u98df\u8c31\u5361\u201d\uff0c\u4f8b\u5982\u201cmRNA 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