{"id":28075,"date":"2025-11-12T09:33:57","date_gmt":"2025-11-12T01:33:57","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=28075"},"modified":"2025-11-12T09:33:57","modified_gmt":"2025-11-12T01:33:57","slug":"%e6%a8%a1%e5%9e%8b%e6%80%a7%e8%83%bd%e6%8f%90%e5%8d%87%e8%bf%9150%ef%bc%8c%e6%88%90%e6%9c%ac%e5%89%8a%e5%87%8f83%ef%bc%81%e7%ba%a6%e7%bf%b0%c2%b7%e9%9c%8d%e6%99%ae%e9%87%91%e6%96%af%e5%a4%a7%e5%ad%a6","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/11\/12\/28075\/","title":{"rendered":"\u6a21\u578b\u6027\u80fd\u63d0\u5347\u8fd150%\uff0c\u6210\u672c\u524a\u51cf83%\uff01\u7ea6\u7ff0\u00b7\u970d\u666e\u91d1\u65af\u5927\u5b66\u53d1\u5e03\u4e13\u4e1a\u9886\u57df\u63d0\u793a\u4f18\u5316\u6846\u67b6"},"content":{"rendered":"<div class=\"article-desc\">\u970d\u666e\u91d1\u65af\u5927\u5b66\u63d0\u51fa\u7684\u65b0\u65b9\u6cd5\u2014\u2014EGO-Prompt\uff08Evolutionary Graph Optimization for Prompt\uff0c\u57fa\u4e8e\u8fdb\u5316\u56fe\u4f18\u5316\u7684\u63d0\u793a\uff09\u7684\u6846\u67b6\uff0c\u80fd\u81ea\u52a8\u751f\u6210\u66f4\u597d\u7684\u63d0\u793a\u8bcd\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u7ea6\u7ff0\u00b7\u970d\u666e\u91d1\u65af\u5927\u5b66\u7684EGO-Prompt\u6846\u67b6\uff0c\u8ba9\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u7684\u9886\u57df\u4efb\u52a1\u6027\u80fd\u8ffd\u5e73\u5927\u578b\u63a8\u7406\u6a21\u578b\uff0c\u540c\u65f6\u5c06\u6210\u672c\u524a\u51cf\u8d85\u8fc780%\u3002<\/p>\n<p class=\"js_darkmode__4\"><img data-dominant-color=\"e3e3e3\" data-has-transparency=\"false\" style=\"--dominant-color: #e3e3e3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28076\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/3636fa756cf4cd669ca421cc47a9b766887484.png\" width=\"1010\" height=\"402\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/3636fa756cf4cd669ca421cc47a9b766887484.png 1010w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/3636fa756cf4cd669ca421cc47a9b766887484-300x119.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/3636fa756cf4cd669ca421cc47a9b766887484-150x60.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/3636fa756cf4cd669ca421cc47a9b766887484-768x306.png 768w\" sizes=\"auto, (max-width: 1010px) 100vw, 1010px\" \/><\/p>\n<p class=\"js_darkmode__text__12\">\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u66f4\u597d\u5730\u5b8c\u6210\u4e13\u4e1a\u9886\u57df\u4efb\u52a1\uff0c\u6bd4\u5982\u533b\u7597\u8bca\u65ad\u6216\u4ea4\u901a\u7ba1\u7406\u3002<\/p>\n<p class=\"js_darkmode__text__15\">\u4f46\u8bbe\u8ba1\u5408\u9002\u7684\u63d0\u793a\u8bcd\u975e\u5e38\u56f0\u96be\u2014\u2014\u65e2\u8981\u878d\u5165\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\uff0c\u53c8\u8981\u8ba9AI\u9ad8\u6548\u63a8\u7406\uff0c\u8fd8\u8981\u5e2e\u4e13\u5bb6\u63d0\u70bc\u5173\u952e\u4fe1\u606f\u3002\u76ee\u524d\uff0c\u8fd9\u4e9b\u95ee\u9898\u90fd\u6ca1\u88ab\u5f88\u597d\u89e3\u51b3\u3002<\/p>\n<p class=\"js_darkmode__text__18\">\u970d\u666e\u91d1\u65af\u5927\u5b66\u63d0\u51fa\u7684\u65b0\u65b9\u6cd5\u2014\u2014EGO-Prompt\uff08Evolutionary Graph Optimization for Prompt\uff0c\u57fa\u4e8e\u8fdb\u5316\u56fe\u4f18\u5316\u7684\u63d0\u793a\uff09\u7684\u6846\u67b6\uff0c\u80fd\u81ea\u52a8\u751f\u6210\u66f4\u597d\u7684\u63d0\u793a\u8bcd\uff1b\u4f18\u5316AI\u7684\u63a8\u7406\u6b65\u9aa4\uff08\u6bd4\u5982\u8ba9AI\u50cf\u4eba\u4e00\u6837\u5206\u6b65\u601d\u8003\uff09\uff1b\u52a0\u5165\u56e0\u679c\u903b\u8f91\uff08\u5373\u660e\u786e\u4e8b\u7269\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u6bd4\u5982\u4e0b\u96e8\u2192\u8def\u6ed1\u2192\u4e8b\u6545\u589e\u591a\uff0c\u800c\u4e0d\u662f\u53ea\u770b\u8868\u9762\u5173\u8054\uff09\u3002 \u8fd9\u4e2a\u6846\u67b6\u4ece\u4e13\u5bb6\u63d0\u4f9b\u7684\u7b80\u5355\u63d0\u793a\u548c\u4e00\u5f20\u56e0\u679c\u5173\u7cfb\u56fe\uff08Semantic Causal Graph, SCG\uff09\u5f00\u59cb\uff0c\u7136\u540e\u81ea\u52a8\u4f18\u5316\u5b83\u4eec\u3002<\/p>\n<p class=\"js_darkmode__text__21\">\u4ece\u521d\u59cbSCG\u751f\u6210\u5177\u4f53\u63a8\u7406\u6307\u5f15\uff0c\u7ed9AI\u8fd1\u4e4e\u786e\u5b9a\u7684\u601d\u8003\u65b9\u5411\uff0c\u8ba9AI\u5b66\u4f1a\u7ed3\u5408\u6307\u5f15\u548c\u539f\u59cb\u95ee\u9898\uff0c\u8f93\u51fa\u66f4\u51c6\u7684\u7b54\u6848\u3002\u6574\u4e2a\u8fc7\u7a0b\u81ea\u52a8\u8fed\u4ee3\u4f18\u5316\uff1a\u7528\u771f\u5b9e\u6570\u636e\uff08ground-truth\uff09\u53cd\u590d\u8c03\u6574\u56e0\u679c\u56fe\u548c\u63d0\u793a\u8bcd\uff0c\u76f4\u5230\u6548\u679c\u6700\u597d\u3002<\/p>\n<p class=\"js_darkmode__text__24\">\u4e13\u5bb6\u77e5\u8bc6\u4e0d\u518d\u88ab\u89c6\u4e3a\u4e00\u6210\u4e0d\u53d8\u7684\u9759\u6001\u89c4\u5219\uff0c\u800c\u662f\u5c06\u5176\u8f6c\u5316\u4e3a\u4e00\u79cd\u53ef\u6f14\u5316\u7684\u3001\u6709\u751f\u547d\u7684\u77e5\u8bc6\u8f7d\u4f53\u3002<\/p>\n<p class=\"js_darkmode__text__27\">\u901a\u8fc7\u6587\u672c\u68af\u5ea6\uff08Textual Gradients\uff09\u7684\u673a\u5236\uff0c\u8ba9\u77e5\u8bc6\u56fe\u8c31\u7684\u7ed3\u6784\u4e0e\u6a21\u578b\u7684\u63a8\u7406\u6d41\u7a0b\u5171\u540c\u8fdb\u5316\u3001\u76f8\u4e92\u9002\u5e94\u3002<\/p>\n<p class=\"js_darkmode__text__30\">\u76f8\u6bd4\u73b0\u6709\u6700\u4f73\u65b9\u6cd5\uff0cEGO-Prompt\u7684F1\u5206\u6570\uff08\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u7684\u7efc\u5408\u6307\u6807\uff09\u5e73\u5747\u63d0\u9ad87.32%~12.61%\u3002<\/p>\n<p class=\"js_darkmode__text__33\">\u5c0f\u578bAI\u6a21\u578b\uff08\u6210\u672c\u4f4e\uff09\u7528\u6b64\u6846\u67b6\u540e\uff0c\u80fd\u8fbe\u5230\u5927\u578bAI\u6a21\u578b\uff08\u6210\u672c\u9ad8\uff09\u7684\u6548\u679c\uff0c\u4e14\u603b\u6210\u672c\u4e0d\u5230\u539f\u6765\u7684 20%\u3002<\/p>\n<p class=\"js_darkmode__text__36\">\u8f93\u51fa\u4f18\u5316\u540e\u7684SCG\uff0c\u8ba9\u4eba\u4e00\u773c\u770b\u61c2AI\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5224\u65ad\uff08\u63d0\u5347\u53ef\u89e3\u91ca\u6027\uff09\u3002<\/p>\n<p class=\"js_darkmode__text__39\">EGO-Prompt\u50cf\u4e2aAI\u6559\u7ec3\uff0c\u81ea\u52a8\u6559\u5927\u6a21\u578b\u7528\u4e13\u4e1a\u56e0\u679c\u903b\u8f91\u601d\u8003\uff0c\u8ba9\u5c0f\u6a21\u578b\u5e72\u5927\u6a21\u578b\u7684\u6d3b\uff0c\u53c8\u51c6\u53c8\u7701\u53c8\u900f\u660e\u3002<\/p>\n<h4>\u77e5\u8bc6\u4e0d\u518d\u662f\u9759\u6001\u704c\u8f93\uff0c\u800c\u662f\u52a8\u6001\u8fdb\u5316<\/h4>\n<p class=\"js_darkmode__text__46\">\u957f\u4e45\u4ee5\u6765\uff0c\u6211\u4eec\u8bd5\u56fe\u8ba9\u6a21\u578b\u5b66\u4e60\u9886\u57df\u77e5\u8bc6\u7684\u65b9\u5f0f\uff0c\u7ecf\u5386\u4e86\u51e0\u4e2a\u9636\u6bb5\u7684\u6f14\u8fdb\u3002<\/p>\n<p class=\"js_darkmode__text__49\">\u6700\u521d\u662f\u94fe\u5f0f\u601d\u8003\uff08Chain-of-Thought, CoT\uff09\u3002<\/p>\n<p class=\"js_darkmode__text__52\">\u7814\u7a76\u8005\u5728\u63d0\u793a\u8bcd\u91cc\u7b80\u5355\u5730\u52a0\u5165\u4e00\u53e5\u4e00\u6b65\u4e00\u6b65\u601d\u8003\uff0c\u5c31\u80fd\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u79cd\u65b9\u6cd5\u5b8c\u5168\u4f9d\u8d56\u6a21\u578b\u81ea\u8eab\u5b58\u50a8\u7684\u77e5\u8bc6\uff0c\u5728\u9762\u5bf9\u4e13\u4e1a\u6027\u6781\u5f3a\u7684\u9886\u57df\u4efb\u52a1\u65f6\uff0c\u5e38\u5e38\u56e0\u4e3a\u77e5\u8bc6\u50a8\u5907\u4e0d\u8db3\u800c\u4ea7\u751f\u5e7b\u89c9\u3002<\/p>\n<p class=\"js_darkmode__text__55\">\u968f\u540e\uff0c\u81ea\u52a8\u63d0\u793a\u4f18\u5316\uff08Automatic Prompt Optimization, APO\uff09\u6280\u672f\u767b\u573a\u3002<\/p>\n<p class=\"js_darkmode__text__58\">2023\u5e74\u7684ProTeGi\u6846\u67b6\u5f15\u5165\u4e86\u6587\u672c\u68af\u5ea6\u6982\u5ff5\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u6765\u8fed\u4ee3\u5730\u4f18\u5316\u63d0\u793a\u8bcd\u3002\u540c\u671f\u7684TextGrad\u751a\u81f3\u501f\u9274\u4e86\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6PyTorch\u7684\u81ea\u52a8\u5fae\u5206\u601d\u60f3\uff0c\u6784\u5efa\u4e86\u4e00\u5957\u6587\u672c\u4e0a\u7684\u524d\u5411-\u53cd\u5411\u4f20\u64ad\u5faa\u73af\u3002<\/p>\n<p class=\"js_darkmode__text__61\">\u8fd9\u4e9b\u65b9\u6cd5\u90fd\u53ea\u5728\u6587\u672c\u7684\u8868\u5c42\u505a\u6587\u7ae0\uff0c\u5e76\u672a\u89e6\u53ca\u9886\u57df\u77e5\u8bc6\u6df1\u5c42\u7684\u7ed3\u6784\u5316\u8868\u793a\u3002\u5b83\u4eec\u5728\u4f18\u5316\u591a\u8f6e\u540e\uff0c\u5f88\u5bb9\u6613\u8fc7\u5ea6\u62df\u5408\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u4e2a\u6848\u7ec6\u8282\uff0c\u5931\u53bb\u4e86\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p class=\"js_darkmode__text__64\">\u53e6\u4e00\u6761\u8def\u662f\u77e5\u8bc6\u589e\u5f3a\u578b\u63a8\u7406\u3002<\/p>\n<p class=\"js_darkmode__text__67\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation, RAG\uff09\u901a\u8fc7\u4ece\u5916\u90e8\u6570\u636e\u5e93\u68c0\u7d22\u6587\u672c\u6765\u4e3a\u6a21\u578b\u8865\u5145\u77e5\u8bc6\uff0c\u4f46\u6d77\u91cf\u7684\u7eaf\u6587\u672c\u68c0\u7d22\u65e0\u6cd5\u4fdd\u8bc1\u5bf9\u63a8\u7406\u8fc7\u7a0b\u6709\u5b9e\u8d28\u6027\u7684\u6539\u5584\u3002<\/p>\n<p class=\"js_darkmode__text__70\">\u7814\u7a76\u8005\u4eec\u5f88\u5feb\u610f\u8bc6\u5230\uff0c\u56fe\u7ed3\u6784\u662f\u8868\u8fbe\u77e5\u8bc6\u7684\u66f4\u4f18\u8f7d\u4f53\u3002<\/p>\n<p class=\"js_darkmode__text__73\">\u4ece\u77e5\u8bc6\u94fe\uff08Chain-of-Knowledge, CoK\uff09\u5230\u56fe\u4e0a\u63a8\u7406\uff08Reasoning on Graphs, RoG\uff09\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5c1d\u8bd5\u4ece\u77e5\u8bc6\u56fe\u8c31\u4e2d\u68c0\u7d22\u8def\u5f84\u6216\u89c4\u5212\u6765\u6307\u5bfc\u6a21\u578b\u3002<\/p>\n<p class=\"js_darkmode__text__76\">\u5b83\u4eec\u7684\u5171\u540c\u7f3a\u9677\u5728\u4e8e\uff0c\u90fd\u4f9d\u8d56\u4e00\u4e2a\u5b8c\u6574\u4e14\u9759\u6001\u7684\u56fe\u8c31\u6570\u636e\u5e93\u3002<\/p>\n<p class=\"js_darkmode__text__79\">\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u9886\u57df\u4e13\u5bb6\u7684\u77e5\u8bc6\u5f80\u5f80\u662f\u5c40\u90e8\u7684\u3001\u4e0d\u5b8c\u7f8e\u7684\uff0c\u751a\u81f3\u53ef\u80fd\u5305\u542b\u9519\u8bef\u3002<\/p>\n<p class=\"js_darkmode__text__82\">\u66f4\u4e25\u91cd\u7684\u662f\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u4e2d\u7684\u4fe1\u606f\u6d41\u52a8\u662f\u5355\u5411\u7684\uff0c\u6a21\u578b\u53ea\u662f\u77e5\u8bc6\u7684\u6d88\u8d39\u8005\uff0c\u5374\u65e0\u6cd5\u5c06\u4ece\u6570\u636e\u4e2d\u5b66\u5230\u7684\u65b0\u8ba4\u77e5\u53cd\u9988\u7ed9\u77e5\u8bc6\u5e93\u3002\u56fe\u8c31\u7684\u504f\u5dee\u88ab\u6301\u7eed\u56fa\u5316\u3001\u7d2f\u79ef\u3002<\/p>\n<p class=\"js_darkmode__text__85\">2024\u5e74\u7684G\u00b2-Reasoner\u867d\u7136\u5c1d\u8bd5\u4e86\u52a8\u6001\u56fe\u8c31\u66f4\u65b0\uff0c\u4f46\u4ecd\u9700\u4eba\u5de5\u4ecb\u5165\u3002<\/p>\n<p class=\"js_darkmode__text__88\">TextGrad\u867d\u7136\u5b9e\u73b0\u4e86\u81ea\u52a8\u5316\uff0c\u5374\u56e0\u7f3a\u4e4f\u9886\u57df\u56e0\u679c\u7ed3\u6784\u7684\u7ea6\u675f\uff0c\u5728\u4ea4\u901a\u78b0\u649e\u9884\u6d4b\u4efb\u52a1\u4e2d\uff0cF1\u5206\u6570\u4ec5\u4ece0.232\u63d0\u5347\u52300.243\uff0c\u6548\u679c\u5fae\u5f31\u3002<\/p>\n<p class=\"js_darkmode__text__91\">\u8fd9\u5c31\u5f15\u51fa\u4e86\u4e00\u4e2a\u6838\u5fc3\u56f0\u5883\uff1a\u5b8c\u5168\u81ea\u7531\u7684\u6587\u672c\u4f18\u5316\u5bb9\u6613\u504f\u79bb\u76ee\u6807\uff0c\u800c\u8fc7\u4e8e\u521a\u6027\u7684\u77e5\u8bc6\u56fe\u8c31\u53c8\u7f3a\u4e4f\u9002\u5e94\u4e0d\u540c\u6a21\u578b\u3001\u4e0d\u540c\u6570\u636e\u7684\u80fd\u529b\u3002<\/p>\n<p class=\"js_darkmode__text__94\">EGO-Prompt\u7684\u7b2c\u4e00\u4e2a\u98a0\u8986\u6027\u8bbe\u8ba1\uff0c\u4fbf\u662f\u5c06\u4e13\u5bb6\u77e5\u8bc6\u7684\u8f7d\u4f53\u4ece\u9759\u6001\u56fe\u8c31\u91cd\u6784\u4e3a\u8bed\u4e49\u56e0\u679c\u56fe\uff08Semantic Causal Graph, SCG\uff09\u3002<\/p>\n<p class=\"js_darkmode__text__97\">SCG\u662f\u4e00\u4e2a\u6709\u5411\u65e0\u73af\u56fe\uff0c\u5176\u4e2d\u6bcf\u4e2a\u8282\u70b9\u4ee3\u8868\u63d0\u793a\u6587\u672c\u4e2d\u7684\u4e00\u4e2a\u4fe1\u606f\u5757\uff0c\u6bd4\u5982\u9a7e\u9a76\u5458\u8840\u6db2\u9152\u7cbe\u6d53\u5ea6\uff1b\u6bcf\u6761\u8fb9\u5219\u662f\u4e00\u6bb5\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u8868\u8fbe\u8282\u70b9\u95f4\u7684\u56e0\u679c\u8bed\u4e49\u94fe\u63a5\uff0c\u6bd4\u5982\u8840\u6db2\u9152\u7cbe\u6d53\u5ea6\u5347\u9ad8\u4f1a\u663e\u8457\u589e\u52a0\u4e8b\u6545\u4e25\u91cd\u7a0b\u5ea6\u3002<\/p>\n<p class=\"js_darkmode__text__100\">\u5b83\u4e0e\u4e25\u683c\u7684\u6570\u5b66\u56e0\u679c\u56fe\u4e0d\u540c\uff0c\u4e0d\u8ffd\u6c42\u6ee1\u8db3\u590d\u6742\u7684\u56e0\u679c\u5047\u8bbe\u3002\u5b83\u7684\u552f\u4e00\u76ee\u6807\uff0c\u662f\u4e3aLLM\u63d0\u4f9b\u4e00\u4e2a\u53ef\u7406\u89e3\u3001\u53ef\u63a8\u7406\u7684\u8bed\u4e49\u9aa8\u67b6\u3002<\/p>\n<p class=\"js_darkmode__text__103\">\u6700\u5173\u952e\u7684\u521b\u65b0\u5728\u4e8e\uff0cEGO-Prompt\u5bf9\u8fd9\u4e2a\u521d\u59cb\u56fe\u8c31\u91c7\u53d6\u4e86\u5bb9\u9519\u8bbe\u8ba1\u3002<\/p>\n<p class=\"js_darkmode__text__106\">\u5b83\u5141\u8bb8\u4e13\u5bb6\u63d0\u4f9b\u7684\u521d\u59cbSCG\u662f\u5c40\u90e8\u7684\u3001\u4e0d\u5b8c\u7f8e\u7684\uff0c\u751a\u81f3\u53ef\u4ee5\u5305\u542b\u9ad8\u8fbe30%\u7684\u9519\u8bef\u8fb9\u3002<\/p>\n<p class=\"js_darkmode__text__109\">\u5728\u8fd9\u4e2a\u6846\u67b6\u91cc\uff0c\u521d\u59cb\u56fe\u8c31\u7684\u51c6\u786e\u6027\u4e0d\u518d\u662f\u9ad8\u6027\u80fd\u7684\u524d\u63d0\uff0c\u800c\u662f\u4f18\u5316\u7684\u5bf9\u8c61\u3002\u77e5\u8bc6\u4e0d\u518d\u662f\u88ab\u52a8\u704c\u8f93\u7684\u6307\u4ee4\uff0c\u800c\u662f\u53ef\u4ee5\u4e0e\u6a21\u578b\u5171\u540c\u6210\u957f\u7684\u6d3b\u7269\u3002<\/p>\n<p class=\"js_darkmode__text__112\">\u56fe\u7684\u4f18\u5316\u64cd\u4f5c\u88ab\u4e25\u683c\u9650\u5b9a\u5728\u4e09\u79cd\uff1a\u6dfb\u52a0\u65b0\u7684\u8282\u70b9\u4e0e\u94fe\u63a5\u3001\u5220\u9664\u88ab\u6570\u636e\u8bc1\u4f2a\u7684\u5173\u7cfb\u3001\u4fee\u6539\u56e0\u679c\u5173\u7cfb\u7684\u63cf\u8ff0\u6587\u672c\u3002<\/p>\n<p class=\"js_darkmode__text__115\">\u8fd9\u786e\u4fdd\u4e86\u6574\u4e2a\u8fdb\u5316\u8fc7\u7a0b\u59cb\u7ec8\u5728\u4e13\u5bb6\u8bbe\u5b9a\u7684\u8ba4\u77e5\u6846\u67b6\u5185\u8fdb\u884c\uff0c\u907f\u514d\u4e86\u6a21\u578b\u5929\u9a6c\u884c\u7a7a\u7684\u521b\u9020\u5bfc\u81f4\u8bed\u4e49\u6f02\u79fb\u3002<\/p>\n<h4>\u5de7\u5999\u89e3\u8026\uff0c\u8ba9\u6a21\u578b\u4e13\u6ce8\u4e00\u4ef6\u4e8b<\/h4>\n<p class=\"js_darkmode__text__122\">\u9886\u57df\u6570\u636e\u5f62\u6001\u5404\u5f02\uff0c\u5305\u542b\u6570\u503c\u3001\u6587\u672c\u3001\u8868\u683c\u7b49\u3002<\/p>\n<p class=\"js_darkmode__text__125\">\u4ee5\u8bba\u6587\u4e2d\u7684TrafficSafe\u4ea4\u901a\u4e8b\u6545\u6570\u636e\u96c6\u4e3a\u4f8b\uff0c\u4e00\u6761\u8bb0\u5f55\u5c31\u5305\u542b\u65f6\u95f4\u3001\u5929\u6c14\u3001\u8def\u9762\u72b6\u51b5\u3001\u9a7e\u9a76\u5458\u884c\u4e3a\u7b4923\u4e2a\u5b57\u6bb5\u3002<\/p>\n<p class=\"js_darkmode__text__128\">\u4f20\u7edf\u65b9\u6cd5\u901a\u5e38\u7528\u4e00\u4e2a\u56fa\u5b9a\u6a21\u677f\uff0c\u5c06\u5929\u6c14\u6674\u6717\u3001\u8def\u9762\u5e72\u71e5\u7b49\u72b6\u6001\u7ebf\u6027\u5730\u62fc\u63a5\u6210\u4e00\u6bb5\u63cf\u8ff0\u3002<\/p>\n<p class=\"js_darkmode__text__131\">\u8fd9\u79cd\u7279\u5f81\u5e73\u94fa\u7684\u65b9\u5f0f\uff0c\u5ffd\u7565\u4e86\u9886\u57df\u5185\u7279\u6709\u7684\u591a\u56e0\u5b50\u8054\u5408\u56e0\u679c\u6548\u5e94\uff0c\u6bd4\u5982\u96ea\u5929+\u9152\u9a7e+\u65bd\u5de5\u533a\u57df\u8fd9\u4e09\u8005\u53e0\u52a0\u5bf9\u4e8b\u6545\u4e25\u91cd\u5ea6\u7684\u5f71\u54cd\uff0c\u8fdc\u5927\u4e8e\u5b83\u4eec\u5404\u81ea\u72ec\u7acb\u4f5c\u7528\u7684\u603b\u548c\u3002<\/p>\n<p class=\"js_darkmode__text__134\">LLM\u9700\u8981\u4ece\u96f6\u5f00\u59cb\u5b66\u4e60\u8fd9\u4e9b\u590d\u6742\u7684\u6761\u4ef6\u6982\u7387\u5206\u5e03\uff0c\u6548\u7387\u4f4e\u4e0b\u4e14\u6781\u6613\u9057\u6f0f\u5173\u952e\u7684\u4ea4\u4e92\u9879\u3002<\/p>\n<p class=\"js_darkmode__text__137\">EGO-Prompt\u901a\u8fc7\u4e00\u4e2a\u7cbe\u5de7\u7684\u4e24\u9636\u6bb5\u63a8\u7406\u673a\u5236\uff0c\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u5b83\u5c06\u56fe\u5f15\u5bfc\u7684\u63a8\u7406\u8fc7\u7a0b\u5206\u89e3\u4e3a\u4e24\u4e2a\u72ec\u7acb\u7684\u6b65\u9aa4\uff1a\u6307\u5bfc\u751f\u6210\u4e0e\u6761\u4ef6\u63a8\u7406\u3002<\/p>\n<p class=\"js_darkmode__49\"><img data-dominant-color=\"ececec\" data-has-transparency=\"false\" style=\"--dominant-color: #ececec;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28077\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b2aba3c95618071431361529611d9637a7b5d9.png\" width=\"1054\" height=\"597\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b2aba3c95618071431361529611d9637a7b5d9.png 1054w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b2aba3c95618071431361529611d9637a7b5d9-300x170.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b2aba3c95618071431361529611d9637a7b5d9-1024x580.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b2aba3c95618071431361529611d9637a7b5d9-150x85.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b2aba3c95618071431361529611d9637a7b5d9-768x435.png 768w\" sizes=\"auto, (max-width: 1054px) 100vw, 1054px\" \/><\/p>\n<p class=\"js_darkmode__text__140\">\u7b2c\u4e00\u9636\u6bb5\u662f\u6307\u5bfc\u751f\u6210\u3002<\/p>\n<p class=\"js_darkmode__text__143\">\u4e00\u4e2a\u56fe\u63cf\u8ff0\u6a21\u578b\uff08\u4e0e\u6700\u7ec8\u505a\u9884\u6d4b\u7684\u6a21\u578b\u540c\u6e90\uff09\uff0c\u4f1a\u5728\u4e00\u4e2a\u540d\u4e3a\u56e0\u679c\u7cfb\u7edf\u63d0\u793a\u7684\u6307\u4ee4\u4e0b\uff0c\u5ba1\u89c6\u5168\u5c40\u7684SCG\uff0c\u5e76\u6839\u636e\u5f53\u524d\u8f93\u5165\u7684\u5177\u4f53\u6848\u4f8b\uff0c\u4ece\u4e2d\u63d0\u53d6\u51fa\u4e00\u4e2a\u4e0e\u8be5\u6848\u4f8b\u9ad8\u5ea6\u76f8\u5173\u7684\u56e0\u679c\u5b50\u56fe\u3002<\/p>\n<p class=\"js_darkmode__text__146\">\u6bd4\u5982\uff0c\u5f53\u4e00\u6761\u4e8b\u6545\u8bb0\u5f55\u4e2d\u8840\u6db2\u9152\u7cbe\u6d53\u5ea6\u5b57\u6bb5\u4e3a0\u65f6\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u8fc7\u6ee4\u6389\u9152\u9a7e\u5bfc\u81f4\u4e25\u91cd\u5ea6\u4e0a\u5347\u8fd9\u6761\u56e0\u679c\u94fe\uff0c\u907f\u514d\u65e0\u5173\u4fe1\u606f\u5e72\u6270\u540e\u7eed\u7684\u5224\u65ad\u3002\u8fd9\u4e2a\u9636\u6bb5\u7684\u8f93\u51fa\u88ab\u4e25\u683c\u9650\u5b9a\u4e3a\u4e00\u7cfb\u5217\u5e26\u7f16\u53f7\u7684\u56e0\u679c\u9648\u8ff0\u5217\u8868\uff0c\u786e\u4fdd\u4e86\u8fc7\u7a0b\u7684\u53ef\u590d\u73b0\u6027\u3002<\/p>\n<p class=\"js_darkmode__text__149\">\u7b2c\u4e8c\u9636\u6bb5\u662f\u6761\u4ef6\u63a8\u7406\u3002<\/p>\n<p class=\"js_darkmode__text__152\">\u53e6\u4e00\u4e2a\u9884\u6d4b\u6a21\u578b\uff0c\u63a5\u6536\u539f\u59cb\u7684\u4e8b\u6545\u63cf\u8ff0\u6587\u672c\uff0c\u4ee5\u53ca\u7b2c\u4e00\u9636\u6bb5\u751f\u6210\u7684\u90a3\u4efd\u5b9a\u5236\u5316\u7684\u56e0\u679c\u6307\u5bfc\u3002\u7136\u540e\uff0c\u5728\u4e00\u4e2a\u7cfb\u7edf\u63d0\u793a\u7684\u6307\u4ee4\u4e0b\uff0c\u7efc\u5408\u8fd9\u4e24\u90e8\u5206\u4fe1\u606f\uff0c\u751f\u6210\u6700\u7ec8\u7684\u9884\u6d4b\u7ed3\u679c\uff08\u4f8b\u5982\uff0c\u4e8b\u6545\u7684\u4f24\u5bb3\u7b49\u7ea7\uff09\u3002<\/p>\n<p class=\"js_darkmode__text__155\">\u8fd9\u79cd\u89e3\u8026\u8bbe\u8ba1\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u6a21\u578b\u7684\u8ba4\u77e5\u8d1f\u8377\u3002<\/p>\n<p class=\"js_darkmode__text__158\">\u6a21\u578b\u65e0\u9700\u5728\u4e00\u6b21\u524d\u5411\u4f20\u64ad\u4e2d\uff0c\u65e2\u8981\u4ece\u5e9e\u6742\u7684\u8f93\u5165\u4e2d\u7b5b\u9009\u5173\u952e\u4fe1\u606f\uff0c\u53c8\u8981\u8fdb\u884c\u590d\u6742\u7684\u903b\u8f91\u63a8\u7406\u3002\u5b83\u8ba9\u6a21\u578b\u5728\u6bcf\u4e00\u4e2a\u9636\u6bb5\u90fd\u53ea\u4e13\u6ce8\u4e8e\u4e00\u4ef6\u4e8b\u3002<\/p>\n<p class=\"js_darkmode__text__161\">\u6d88\u878d\u5b9e\u9a8c\u6e05\u6670\u5730\u5c55\u793a\u4e86\u8fd9\u79cd\u8bbe\u8ba1\u7684\u5fc5\u8981\u6027\u3002<\/p>\n<p class=\"js_darkmode__58\"><img data-dominant-color=\"dedede\" data-has-transparency=\"false\" style=\"--dominant-color: #dedede;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28078\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/c44bc4b93ada85dc9ab510121e5c879447c16b.png\" width=\"595\" height=\"139\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/c44bc4b93ada85dc9ab510121e5c879447c16b.png 595w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/c44bc4b93ada85dc9ab510121e5c879447c16b-300x70.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/c44bc4b93ada85dc9ab510121e5c879447c16b-150x35.png 150w\" sizes=\"auto, (max-width: 595px) 100vw, 595px\" \/><\/p>\n<p class=\"js_darkmode__text__164\">\u5728TrafficSafe\u4efb\u52a1\u4e2d\uff0c\u4e00\u65e6\u79fb\u9664\u4e24\u9636\u6bb5\u8bbe\u8ba1\uff0c\u8ba9\u5355\u4e2a\u6a21\u578b\u76f4\u63a5\u5904\u7406\u539f\u59cb\u8f93\u5165\u548c\u6574\u4e2aSCG\uff0cF1\u5206\u6570\u7acb\u523b\u4ece0.333\u66b4\u8dcc\u81f30.247\u3002<\/p>\n<h4>\u6587\u672c\u68af\u5ea6\u9a71\u52a8\u56fe\u4e0e\u63d0\u793a\u7684\u534f\u540c\u8fdb\u5316<\/h4>\n<p class=\"js_darkmode__text__171\">\u4f20\u7edf\u7684\u6570\u503c\u68af\u5ea6\u65e0\u6cd5\u4f5c\u7528\u4e8e\u79bb\u6563\u7684\u6587\u672c\u7a7a\u95f4\u3002TextGrad\u5f00\u521b\u6027\u5730\u4f7f\u7528\u4e00\u4e2a\u66f4\u5f3a\u7684LLM\u4f5c\u4e3a\u53cd\u5411\u5f15\u64ce\uff0c\u57fa\u4e8e\u9884\u6d4b\u7684\u9519\u8bef\uff0c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u5f62\u5f0f\u7684\u53cd\u9988\u6216\u68af\u5ea6\uff0c\u6765\u6307\u5bfc\u5982\u4f55\u4fee\u6539\u63d0\u793a\u3002<\/p>\n<p class=\"js_darkmode__text__174\">EGO-Prompt\u5c06\u8fd9\u4e00\u601d\u60f3\u4ece\u4e00\u7ef4\u7684\u6587\u672c\uff0c\u6269\u5c55\u5230\u4e86\u4e8c\u7ef4\u7684\u56fe\u7ed3\u6784\u7a7a\u95f4\u3002<\/p>\n<p 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https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/5336485060ad570931b89734005f6321807e48-1024x406.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/5336485060ad570931b89734005f6321807e48-150x60.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/5336485060ad570931b89734005f6321807e48-768x305.png 768w\" sizes=\"auto, (max-width: 1048px) 100vw, 1048px\" \/><\/p>\n<p class=\"js_darkmode__text__241\">\u8be5\u6846\u67b6\u5bf9\u5f00\u6e90\u6a21\u578b\u7684\u52a9\u76ca\u66f4\u5927\u3002\u7531\u4e8e\u5f00\u6e90\u6a21\u578b\u7684\u57fa\u7ebf\u6027\u80fd\u666e\u904d\u8f83\u5f31\uff0c\u4f18\u5316\u7684\u7a7a\u95f4\u4e5f\u76f8\u5e94\u66f4\u5927\u3002EGO-Prompt\u8ba9Qwen3-32B\u7684\u6027\u80fd\u63d0\u5347\u4e8640.3%\uff0c\u8ba9DeepSeek-V3\u63d0\u5347\u4e8648.7%\u3002<\/p>\n<p class=\"js_darkmode__90\"><img data-dominant-color=\"e0e0e0\" data-has-transparency=\"false\" style=\"--dominant-color: #e0e0e0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28082\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/03e66f761887d46e8171341880c8856d46d50a.png\" width=\"953\" height=\"731\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/03e66f761887d46e8171341880c8856d46d50a.png 953w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/03e66f761887d46e8171341880c8856d46d50a-300x230.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/03e66f761887d46e8171341880c8856d46d50a-150x115.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/03e66f761887d46e8171341880c8856d46d50a-768x589.png 768w\" sizes=\"auto, (max-width: 953px) 100vw, 953px\" \/><\/p>\n<p class=\"js_darkmode__text__244\">\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u662f\u5176\u7ecf\u6d4e\u4ef7\u503c\u3002<\/p>\n<p class=\"js_darkmode__text__247\">\u6570\u636e\u663e\u793a\uff0c\u4f7f\u7528EGO-Prompt\u4f18\u5316\u7684GPT-4o mini\uff0c\u5728\u5904\u7406100\u4e2a\u6837\u672c\u65f6\u7684\u63a8\u7406\u6210\u672c\u4ec5\u4e3a0.057\u7f8e\u5143\u3002\u5b83\u8fbe\u5230\u7684\u6027\u80fd\u6c34\u5e73\uff0c\u4e0e\u672a\u7ecf\u4f18\u5316\u7684\u3001\u66f4\u6602\u8d35\u7684o4-mini\u6a21\u578b\u76f8\u5f53\uff0c\u800c\u540e\u8005\u7684\u6210\u672c\u662f0.33\u7f8e\u5143\u3002<\/p>\n<p class=\"js_darkmode__text__250\">\u6210\u672c\u964d\u4f4e\u4e8683%\u3002<\/p>\n<p class=\"js_darkmode__text__253\">\u4e0e\u66f4\u5f3a\u5927\u7684o1\u6a21\u578b\u76f8\u6bd4\uff0cEGO-Prompt\uff08GPT-4o mini\uff09\u7684\u6210\u672c\u4ec5\u4e3a\u51760.6%\uff0c\u5374\u53d6\u5f97\u4e86\u51e0\u4e4e\u53ef\u4ee5\u5ab2\u7f8e\u7684\u6027\u80fd\uff08F1\u5206\u6570\u4e3a0.399 vs 0.409\uff09\u3002\u5728Pandemic\u4efb\u52a1\u4e0a\uff0c\u4e24\u8005\u7684\u6210\u672c\u5dee\u5f02\u66f4\u662f\u9ad8\u8fbe255\u500d\u3002<\/p>\n<p class=\"js_darkmode__95\"><img data-dominant-color=\"e7e7e7\" data-has-transparency=\"false\" style=\"--dominant-color: #e7e7e7;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28083\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f2827d3750246002b449123a12ce34df8509a2.png\" width=\"1058\" height=\"329\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f2827d3750246002b449123a12ce34df8509a2.png 1058w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f2827d3750246002b449123a12ce34df8509a2-300x93.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f2827d3750246002b449123a12ce34df8509a2-1024x318.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f2827d3750246002b449123a12ce34df8509a2-150x47.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f2827d3750246002b449123a12ce34df8509a2-768x239.png 768w\" sizes=\"auto, (max-width: 1058px) 100vw, 1058px\" \/><\/p>\n<p class=\"js_darkmode__text__256\">\u8bad\u7ec3\u6210\u672c\u65b9\u9762\uff0c\u5b8c\u6210\u4e00\u4e2a\u4efb\u52a1\u7684\u5b8c\u6574\u4f18\u5316\u6d41\u7a0b\uff0c\u603b\u6210\u672c\u5927\u7ea6\u57282\u52305\u7f8e\u5143\u4e4b\u95f4\u3002<\/p>\n<p class=\"js_darkmode__text__259\">\u8bba\u6587\u6307\u51fa\uff0c\u5728\u4ea4\u901a\u5b89\u5168\u8fd9\u6837\u7684\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u5355\u4e2a\u5dde\u6bcf\u5e74\u9700\u8981\u5904\u7406\u6570\u5341\u4e07\u6761\u4e8b\u6545\u8bb0\u5f55\uff0c\u8fd9\u70b9\u4e00\u6b21\u6027\u7684\u8bad\u7ec3\u6210\u672c\u5206\u644a\u4e0b\u6765\u51e0\u4e4e\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\u3002<\/p>\n<p class=\"js_darkmode__text__262\">\u8fd9\u79cd\u4e00\u6b21\u4f18\u5316\uff0c\u6c38\u4e45\u964d\u672c\u7684\u6a21\u5f0f\uff0c\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\u7684\u516c\u5171\u90e8\u95e8\u548c\u4f01\u4e1a\uff0c\u5177\u6709\u65e0\u4e0e\u4f26\u6bd4\u7684\u5438\u5f15\u529b\u3002<\/p>\n<h4>\u77e5\u8bc6\u56fe\u8c31\u7684\u81ea\u6211\u4fee\u6b63\u80fd\u529b<\/h4>\n<p class=\"js_darkmode__text__269\">EGO-Prompt\u6700\u4ee4\u4eba\u60ca\u53f9\u7684\u80fd\u529b\u4e4b\u4e00\uff0c\u662fSCG\u7684\u81ea\u52a8\u4fee\u6b63\u673a\u5236\u3002<\/p>\n<p class=\"js_darkmode__text__272\">\u5728Pandemic\u4efb\u52a1\u7684\u53ef\u89c6\u5316\u6848\u4f8b\u4e2d\uff0c\u521d\u59cb\u7684\u4e13\u5bb6\u56fe\u8c31\u5305\u542b8\u6761\u56e0\u679c\u8fb9\u3002<\/p>\n<p class=\"js_darkmode__103\"><img data-dominant-color=\"f6f3f2\" data-has-transparency=\"false\" style=\"--dominant-color: #f6f3f2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28084\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b518423441b5ba7b194904a7f500f1d17949ad.png\" width=\"607\" height=\"490\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b518423441b5ba7b194904a7f500f1d17949ad.png 607w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b518423441b5ba7b194904a7f500f1d17949ad-300x242.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b518423441b5ba7b194904a7f500f1d17949ad-150x121.png 150w\" sizes=\"auto, (max-width: 607px) 100vw, 607px\" \/><\/p>\n<p class=\"js_darkmode__text__275\">\u5728\u4f18\u5316\u8fc7\u7a0b\u4e2d\uff0c\u7cfb\u7edf\u57fa\u4e8e\u6570\u636e\u53cd\u9988\uff0c\u81ea\u52a8\u5220\u9664\u4e86\u4eba\u53e3\u7edf\u8ba1\u5b66\u4fe1\u606f\u76f4\u63a5\u5f71\u54cd\u653f\u7b56\u54cd\u5e94\u8fd9\u6761\u5728\u6570\u636e\u4e2d\u627e\u4e0d\u5230\u5f3a\u652f\u6491\u7684\u5f31\u8fde\u63a5\u3002<\/p>\n<p class=\"js_darkmode__text__278\">\u540c\u65f6\uff0c\u7cfb\u7edf\u53d1\u73b0\u533b\u7597\u7cfb\u7edf\u72b6\u51b5\u662f\u9884\u6d4b\u4f4f\u9662\u7387\u7684\u5f3a\u529b\u56e0\u5b50\uff0c\u4e8e\u662f\u81ea\u52a8\u5728\u56fe\u4e2d\u65b0\u589e\u4e86\u8fd9\u6761\u8fde\u63a5\u3002<\/p>\n<p class=\"js_darkmode__text__281\">\u7814\u7a76\u8005\u8fd8\u8fdb\u884c\u4e86\u4e00\u9879\u6781\u9650\u6d4b\u8bd5\uff1a\u5982\u679c\u63d0\u4f9b\u7ed9\u7cfb\u7edf\u7684\u521d\u59cbSCG\u662f\u5b8c\u5168\u9519\u8bef\u7684\uff08\u4f8b\u5982\uff0c\u6240\u6709\u56e0\u679c\u5173\u7cfb\u7684\u65b9\u5411\u90fd\u5f04\u53cd\u4e86\uff09\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f<\/p>\n<p class=\"js_darkmode__text__284\">\u7ed3\u679c\u663e\u793a\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0cPandemic\u4efb\u52a1\u7684F1\u5206\u6570\u964d\u81f30.303\uff0c\u8fdc\u4f4e\u4e8e\u6b63\u5e38\u6c34\u5e73\uff0c\u8bc1\u5b9e\u4e86\u9519\u8bef\u7684\u5148\u9a8c\u77e5\u8bc6\u4f1a\u4ea7\u751f\u663e\u8457\u7684\u8d1f\u9762\u5f71\u54cd\u3002<\/p>\n<p class=\"js_darkmode__text__287\">\u4e00\u4e2a\u66f4\u6709\u8da3\u7684\u53d1\u73b0\u662f\uff0c\u5982\u679c\u63d0\u4f9b\u4e00\u4e2a\u7a7a\u7684SCG\uff0c\u8ba9\u7cfb\u7edf\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\uff0c\u5176\u6700\u7ec8\u6027\u80fd\uff08F1=0.345\uff09\u867d\u7136\u4e0d\u5982\u4ece\u4e00\u4e2a\u4e0d\u5b8c\u7f8e\u7684\u3001\u4f46\u5927\u4f53\u6b63\u786e\u7684\u56fe\u5f00\u59cb\uff08F1=0.421\uff09\uff0c\u5374\u4f18\u4e8e\u4ece\u4e00\u4e2a\u6b8b\u7f3a33%\u7684\u56fe\u5f00\u59cb\u3002<\/p>\n<p class=\"js_darkmode__text__290\">\u8fd9\u7ed9\u51fa\u4e86\u4e00\u4e2a\u975e\u5e38\u5b9e\u7528\u7684\u7ed3\u8bba\uff1a\u5982\u679c\u4e13\u5bb6\u5bf9\u81ea\u5df1\u7684\u77e5\u8bc6\u8d28\u91cf\u6ca1\u6709\u4fe1\u5fc3\uff0c\u5b81\u53ef\u4ece\u4e00\u5f20\u767d\u7eb8\u5f00\u59cb\u8ba9\u7cfb\u7edf\u9010\u6b65\u6784\u5efa\uff0c\u4e5f\u6bd4\u63d0\u4f9b\u8bef\u5bfc\u6027\u7684\u3001\u4e0d\u5b8c\u6574\u7684\u5c40\u90e8\u4fe1\u606f\u8981\u597d\u3002<\/p>\n<p class=\"js_darkmode__text__293\">EGO-Prompt\u7684\u6210\u529f\uff0c\u6e90\u4e8e\u5b83\u5bf9\u9886\u57dfAI\u9002\u914d\u8303\u5f0f\u7684\u4e00\u6b21\u4e09\u91cd\u91cd\u6784\u3002<\/p>\n<p class=\"js_darkmode__text__296\">\u5b83\u91cd\u6784\u4e86\u77e5\u8bc6\u8868\u793a\uff0c\u5c06\u9759\u6001\u3001\u5b8c\u7f8e\u7684\u4e13\u5bb6\u77e5\u8bc6\u5047\u8bbe\uff0c\u8f6c\u53d8\u4e3a\u53ef\u6f14\u5316\u3001\u53ef\u4fee\u6b63\u7684\u8bed\u4e49\u56e0\u679c\u56fe\u3002<\/p>\n<p class=\"js_darkmode__text__299\">\u5b83\u91cd\u6784\u4e86\u63a8\u7406\u6d41\u7a0b\uff0c\u901a\u8fc7\u4e24\u9636\u6bb5\u89e3\u8026\u673a\u5236\uff0c\u5206\u79bb\u4e86\u77e5\u8bc6\u7b5b\u9009\u4e0e\u903b\u8f91\u63a8\u7406\u7684\u8ba4\u77e5\u8d1f\u8377\u3002<\/p>\n<p class=\"js_darkmode__text__302\">\u5b83\u8fd8\u91cd\u6784\u4e86\u4f18\u5316\u76ee\u6807\uff0c\u5c06\u6587\u672c\u68af\u5ea6\u4ece\u4e00\u7ef4\u7684\u63d0\u793a\u6587\u672c\u6269\u5c55\u5230\u56fe\u4e0e\u63d0\u793a\u7684\u8054\u5408\u7a7a\u95f4\uff0c\u5728\u79bb\u6563\u7684\u7ed3\u6784\u4e0a\u6a21\u62df\u4e86\u8fde\u7eed\u4f18\u5316\u7684\u8fc7\u7a0b\uff0c\u6837\u672c\u6548\u7387\u6781\u9ad8\u3002<\/p>\n<p class=\"js_darkmode__text__305\">\u5f53\u7136\uff0c\u8fd9\u9879\u7814\u7a76\u4e5f\u5766\u8bda\u5730\u6307\u51fa\u4e86\u81ea\u8eab\u7684\u8fb9\u754c\u3002<\/p>\n<p class=\"js_darkmode__text__308\">\u5176\u6210\u529f\u4f9d\u8d56\u4e8e\u4e24\u4e2a\u524d\u63d0\uff1a\u9886\u57df\u95ee\u9898\u672c\u8eab\u5177\u5907\u53ef\u88ab\u6587\u672c\u5316\u7684\u56e0\u679c\u7ed3\u6784\uff08\u5982\u4e8b\u6545\u62a5\u544a\u3001\u75ab\u60c5\u7edf\u8ba1\uff09\uff0c\u5e76\u4e14\u62e5\u6709\u8db3\u591f\u7684\u6807\u6ce8\u6570\u636e\u6765\u9a71\u52a8\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n<p class=\"js_darkmode__text__311\">\u540c\u65f6\uff0cLLM API\u672c\u8eab\u7684\u968f\u673a\u6027\u3001\u5c0f\u6837\u672c\u9a8c\u8bc1\u96c6\u53ef\u80fd\u5e26\u6765\u7684\u8fc7\u62df\u5408\u98ce\u9669\uff0c\u4ee5\u53ca\u4f18\u5316\u8fc7\u7a0b\u76f8\u5bf9\u8f83\u9ad8\u7684\u8ba1\u7b97\u5f00\u9500\uff0c\u90fd\u662f\u5728\u5de5\u4e1a\u90e8\u7f72\u524d\u9700\u8981\u4ed4\u7ec6\u8003\u91cf\u7684\u56e0\u7d20\u3002<\/p>\n<p class=\"js_darkmode__text__314\">EGO-Prompt\u4e3a\u6240\u6709\u8d44\u6e90\u53d7\u9650\u5374\u6e34\u671b\u5229\u7528\u5927\u6a21\u578b\u80fd\u529b\u7684\u673a\u6784\uff0c\u63d0\u4f9b\u4e86\u4e00\u6761\u6e05\u6670\u3001\u53ef\u884c\u7684\u9886\u57df\u5316\u8def\u5f84\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_28075\" class=\"pvc_stats total_only  \" data-element-id=\"28075\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" 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