{"id":36535,"date":"2025-01-13T11:00:18","date_gmt":"2025-01-13T03:00:18","guid":{"rendered":"https:\/\/17aitech.com\/?p=36535"},"modified":"2025-01-13T11:00:18","modified_gmt":"2025-01-13T03:00:18","slug":"%e8%b0%83%e7%a0%94180%e5%a4%9a%e7%af%87%e8%ae%ba%e6%96%87%ef%bc%8c%e8%bf%99%e7%af%87%e7%bb%bc%e8%bf%b0%e7%bb%88%e4%ba%8e%e6%8a%8a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%81%9a%e7%ae%97%e6%b3%95%e8%ae%be","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36535","title":{"rendered":"\u8c03\u7814180\u591a\u7bc7\u8bba\u6587\uff0c\u8fd9\u7bc7\u7efc\u8ff0\u7ec8\u4e8e\u628a\u5927\u6a21\u578b\u505a\u7b97\u6cd5\u8bbe\u8ba1\u7406\u6e05\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-06-5\" target=\"_blank\">\u8c03\u7814180\u591a\u7bc7\u8bba\u6587\uff0c\u8fd9\u7bc7\u7efc\u8ff0\u7ec8\u4e8e\u628a\u5927\u6a21\u578b\u505a\u7b97\u6cd5\u8bbe\u8ba1\u7406\u6e05\u4e86<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e3bdc2c24a993e35ade0d3c68575172a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e3bdc2c24a993e35ade0d3c68575172a.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u6587\u7b2c\u4e00\u4f5c\u8005\u67f3\u6590\uff08https:\/\/feiliu36.github.io\/ \uff09\u662f\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u751f\uff0c\u5e08\u4ece\u5f20\u9752\u5bcc\u6559\u6388\u3002\u7814\u7a76\u9886\u57df\u4e3a\u8ba1\u7b97\u667a\u80fd\uff0c\u81ea\u52a8\u7b97\u6cd5\u8bbe\u8ba1\uff0c\u7ec4\u5408\u4f18\u5316\u7b49\u3002\u59da\u4e00\u9e23\uff0c\u90ed\u5e73\uff0c\u6768\u81f4\u8fdc\uff0c\u8d75\u54f2\u548c\u6797\u7199\u6765\u81ea\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u5f20\u9752\u5bcc\u6559\u6388\u56e2\u961f\u3002\u9646\u667a\u8d85\u4e3a\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u52a9\u7406\u6559\u6388\u3002\u738b\u632f\u5764\u4e3a\u5357\u65b9\u79d1\u6280\u5927\u5b66\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u667a\u80fd\u5236\u9020\u5b66\u9662\u52a9\u7406\u6559\u6388\u3002\u7ae5\u590f\u826f\u548c\u8881\u660e\u8f69\u6765\u81ea\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-614fd751513cd42c35a63c2644b10fb4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-614fd751513cd42c35a63c2644b10fb4.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aA Systematic Survey on Large Language Models for Algorithm Design<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2410.14716<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7b97\u6cd5\u8bbe\u8ba1\uff08AD\uff09\u5bf9\u4e8e\u5404\u4e2a\u9886\u57df\u7684\u95ee\u9898\u6c42\u89e3\u81f3\u5173\u91cd\u8981\u3002\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u51fa\u73b0\u663e\u8457\u589e\u5f3a\u4e86\u7b97\u6cd5\u8bbe\u8ba1\u7684\u81ea\u52a8\u5316\u548c\u521b\u65b0\uff0c\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u548c\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5728\u8fc7\u53bb\u7684\u4e09\u5e74\u91cc\uff0cLLMs \u88ab\u6574\u5408\u5230 AD\uff08LLM4AD\uff09\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u5728\u4f18\u5316\u3001\u673a\u5668\u5b66\u4e60\u3001\u6570\u5b66\u63a8\u7406\u548c\u79d1\u5b66\u53d1\u73b0\u7b49\u5404\u4e2a\u9886\u57df\u83b7\u5f97\u5e7f\u6cdb\u7814\u7a76\u548c\u5e94\u7528\u3002\u9274\u4e8e\u8fd9\u4e00\u9886\u57df\u7684\u5feb\u901f\u53d1\u5c55\u548c\u5e7f\u6cdb\u5e94\u7528\uff0c\u8fdb\u884c\u7cfb\u7edf\u6027\u7684\u56de\u987e\u548c\u603b\u7ed3\u65e2\u53ca\u65f6\u53c8\u5fc5\u8981\u3002\u672c\u6587\u5bf9 LLM4AD \u7684\u7814\u7a76\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u56de\u987e\u3002\u9996\u5148\uff0c\u6211\u4eec\u6982\u8ff0\u548c\u603b\u7ed3\u4e86\u73b0\u6709\u7814\u7a76\u3002\u7136\u540e\uff0c\u6211\u4eec\u6cbf\u7740\u56db\u4e2a\u7ef4\u5ea6\uff0c\u5305\u62ec LLMs \u7684\u4f5c\u7528\u3001\u641c\u7d22\u6280\u672f\u3001\u63d0\u793a\u7b56\u7565\u548c\u5e94\u7528\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u7cfb\u7edf\u6027\u5206\u7c7b\u548c\u73b0\u6709\u7814\u7a76\u7684\u56de\u987e\uff0c\u8ba8\u8bba\u4e86\u4f7f\u7528 LLMs \u7684\u6f5c\u529b\u548c\u6210\u5c31\u3002\u6700\u540e\uff0c\u6211\u4eec\u63a2\u8ba8\u5f53\u524d\u7684\u6311\u6218\uff0c\u5e76\u63d0\u51fa\u4e86\u51e0\u4e2a\u672a\u89e3\u95ee\u9898\u548c\u672a\u6765\u7814\u7a76\u7684\u65b9\u5411\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u5f15\u8a00<\/strong><\/section>\n<section><\/section>\n<section>\u7b97\u6cd5\u5728\u89e3\u51b3\u5404\u4e2a\u9886\u57df\u7684\u95ee\u9898\u4e2d\u53d1\u6325\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\uff0c\u5305\u62ec\u5de5\u4e1a\u3001\u7ecf\u6d4e\u3001\u533b\u7597\u548c\u5de5\u7a0b\u7b49\u9886\u57df\u3002\u4f20\u7edf\u7684\u624b\u5de5\u8bbe\u8ba1\u7b97\u6cd5\u7684\u65b9\u6cd5\u7e41\u7410\u4e14\u8017\u65f6\uff0c\u9700\u8981\u5e7f\u6cdb\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u5927\u91cf\u7684\u52aa\u529b\u3002\u56e0\u6b64\uff0c\u4eba\u4eec\u8d8a\u6765\u8d8a\u5173\u6ce8\u5728\u7b97\u6cd5\u8bbe\u8ba1\u4e2d\u91c7\u7528\u673a\u5668\u5b66\u4e60\u548c\u8ba1\u7b97\u667a\u80fd\u6280\u672f\u4ee5\u81ea\u52a8\u5316\u548c\u589e\u5f3a\u7b97\u6cd5\u5f00\u53d1\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5df2\u7ecf\u6210\u4e3a\u751f\u6210\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u91cd\u5927\u7a81\u7834\u3002LLMs \u4ee5\u5176\u5e9e\u5927\u7684\u6a21\u578b\u89c4\u6a21\u3001\u5de8\u5927\u7684\u8bad\u7ec3\u6570\u636e\u548c\u5728\u8bed\u8a00\u7406\u89e3\u3001\u6570\u5b66\u63a8\u7406\u3001\u4ee3\u7801\u751f\u6210\u7b49\u5404\u4e2a\u7814\u7a76\u9886\u57df\u4e2d\u6709\u7740\u51fa\u8272\u7684\u8868\u73b0\u3002\u5728\u8fc7\u53bb\u7684\u4e09\u5e74\u91cc\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7528\u4e8e\u7b97\u6cd5\u8bbe\u8ba1\uff08LLM4AD\uff09\u5df2\u7ecf\u6210\u4e3a\u4e00\u4e2a\u65b0\u5174\u7684\u7814\u7a76\u9886\u57df\uff0c\u6709\u671b\u589e\u5f3a\u751a\u81f3\u91cd\u5851\u7b97\u6cd5\u7684\u6784\u601d\u3001\u4f18\u5316\u548c\u5b9e\u65bd\u65b9\u5f0f\u3002LLMs \u7684\u5f3a\u5927\u529f\u80fd\u548c\u9002\u5e94\u6027\u5c55\u793a\u4e86\u5176\u5728\u6539\u8fdb\u548c\u8f6c\u53d8\u7b97\u6cd5\u8bbe\u8ba1\u8fc7\u7a0b\u4e2d\u7684\u6f5c\u529b\uff0c\u5305\u62ec\u542f\u53d1\u5f0f\u751f\u6210\u3001\u4ee3\u7801\u4f18\u5316\uff0c\u751a\u81f3\u521b\u9020\u9488\u5bf9\u7279\u5b9a\u95ee\u9898\u7684\u65b0\u7b97\u6cd5\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u51cf\u5c11\u4e86\u8bbe\u8ba1\u9636\u6bb5\u6240\u9700\u7684\u4eba\u529b\uff0c\u8fd8\u63d0\u9ad8\u4e86\u7b97\u6cd5\u8bbe\u8ba1\u8fc7\u7a0b\u7684\u521b\u65b0\u6027\u548c\u6548\u7387\u3002<\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1 LLM4AD \u9886\u57df\u6b63\u5728\u53d7\u5230\u5e7f\u6cdb\u7814\u7a76\u548c\u5e94\u7528\uff0c\u4f46\u5728\u8fd9\u4e00\u65b0\u5174\u9886\u57df\u4ecd\u7136\u7f3a\u4e4f\u7cfb\u7edf\u6027\u7efc\u8ff0\u3002\u672c\u6587\u65e8\u5728\u901a\u8fc7\u63d0\u4f9b\u4e00\u4e2a\u6700\u65b0\u7684\u591a\u7ef4\u5ea6\u7684\u7cfb\u7edf\u7efc\u8ff0\u6765\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\uff0c\u5168\u9762\u5c55\u793a LLMs \u5728\u7b97\u6cd5\u8bbe\u8ba1\u4e2d\u7684\u5e94\u7528\u73b0\u72b6\u3001\u4e3b\u8981\u6311\u6218\u548c\u672a\u6765\u7814\u7a76\u65b9\u5411\u3002\u672c\u6587\u6709\u52a9\u4e8e\u6df1\u5165\u63a2\u8ba8 LLMs \u5728\u589e\u5f3a\u7b97\u6cd5\u8bbe\u8ba1\u65b9\u9762\u7684\u6f5c\u529b\uff0c\u5e76\u4e3a\u8fd9\u4e00\u4ee4\u4eba\u5174\u594b\u7684\u9886\u57df\u7684\u672a\u6765\u521b\u65b0\u6253\u4e0b\u575a\u5b9e\u57fa\u7840\u3002\u6211\u4eec\u5e0c\u671b\u8fd9\u5c06\u6210\u4e3a\u5bf9\u8be5\u9886\u57df\u611f\u5174\u8da3\u7684\u7814\u7a76\u4eba\u5458\u7684\u6709\u76ca\u8d44\u6e90\uff0c\u5e76\u4e3a\u7ecf\u9a8c\u4e30\u5bcc\u7684\u7814\u7a76\u8005\u63d0\u4f9b\u4e00\u4e2a\u7cfb\u7edf\u6027\u7684\u7efc\u8ff0\u3002\u672c\u6587\u7684\u8d21\u732e\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>LLM4AD \u7684\u7cfb\u7edf\u7efc\u8ff0\uff1a\u6211\u4eec\u9996\u6b21\u5bf9\u8fc7\u53bb\u4e09\u5e74\u4e2d\u53d1\u8868\u7684 180 \u591a\u7bc7\u9ad8\u5ea6\u76f8\u5173\u7684\u7814\u7a76\u8bba\u6587\u8fdb\u884c\u4e86\u7cfb\u7edf\u7efc\u8ff0\uff0c\u63a2\u8ba8\u4e86\u4f7f\u7528 LLMs \u8fdb\u884c\u7b97\u6cd5\u8bbe\u8ba1\u7684\u53d1\u5c55\u3002<\/section>\n<\/li>\n<li>\n<section>LLM4AD \u7684\u591a\u7ef4\u5ea6\u5206\u7c7b\uff1a\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a\u591a\u7ef4\u5ea6\u5206\u7c7b\u6cd5\uff0c\u5c06 LLM4AD \u7684\u4f5c\u54c1\u548c\u529f\u80fd\u5206\u4e3a\u56db\u4e2a\u4e0d\u540c\u7684\u7ef4\u5ea6\uff1a1\uff09LLMs \u5728\u7b97\u6cd5\u8bbe\u8ba1\u4e2d\u4f7f\u7528\u7684\u56db\u79cd\u8303\u5f0f\uff0c\u6982\u8ff0\u4e86\u8fd9\u4e9b\u6a21\u578b\u5982\u4f55\u4e3a\u7b97\u6cd5\u8bbe\u8ba1\u505a\u51fa\u8d21\u732e\u6216\u589e\u5f3a\u7b97\u6cd5\u8bbe\u8ba1\uff1b2\uff09\u641c\u7d22\u65b9\u6cd5\uff0c\u63a2\u8ba8\u4e86 LLMs \u7528\u4e8e\u5bfc\u822a\u548c\u4f18\u5316\u7b97\u6cd5\u8bbe\u8ba1\u4e2d\u641c\u7d22\u7a7a\u95f4\u7684\u5404\u79cd\u65b9\u6cd5\uff1b3\uff09\u63d0\u793a\u8bcd\u8bbe\u8ba1\uff0c\u7814\u7a76\u4e86\u5982\u4f55\u4f7f\u7528\u4e0d\u540c\u7684\u63d0\u793a\u7b56\u7565\uff1b\u4ee5\u53ca 4\uff09\u5e94\u7528\u9886\u57df\uff0c\u786e\u5b9a LLMs \u6b63\u5728\u5e94\u7528\u4e8e\u89e3\u51b3\u7684\u4e0d\u540c\u9886\u57df\u3002<\/section>\n<\/li>\n<li>\n<section>LLM4AD \u7684\u6311\u6218\u548c\u672a\u6765\u65b9\u5411\uff1a\u6211\u4eec\u4e0d\u4ec5\u4ec5\u662f\u5bf9\u73b0\u6709\u6587\u732e\u8fdb\u884c\u603b\u7ed3\uff0c\u800c\u662f\u5bf9\u5f53\u524d\u5173\u4e8e\u7b97\u6cd5\u8bbe\u8ba1\u4e2d\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7814\u7a76\u7684\u5c40\u9650\u6027\u8fdb\u884c\u4e86\u6279\u5224\u6027\u5206\u6790\u3002\u6b64\u5916\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u6f5c\u5728\u7684\u672a\u6765\u7814\u7a76\u65b9\u5411\uff0c\u5305\u62ec\u5f00\u53d1\u9886\u57df\u7279\u5b9a\u7684 LLMs\u3001\u63a2\u7d22\u591a\u6a21\u6001 LLMs\u3001\u4fc3\u8fdb\u4eba\u4e0e LLM \u7684\u4e92\u52a8\u3001\u4f7f\u7528 LLMs \u8fdb\u884c\u7b97\u6cd5\u8bc4\u4f30\u548c\u7406\u89e3 LLM \u884c\u4e3a\u3001\u63a8\u8fdb\u5168\u81ea\u52a8\u7b97\u6cd5\u8bbe\u8ba1\uff0c\u4ee5\u53ca\u4e3a\u7cfb\u7edf\u8bc4\u4f30 LLM \u5728\u7b97\u6cd5\u8bbe\u8ba1\u4e2d\u7684\u8868\u73b0\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\u3002\u8fd9\u4e00\u8ba8\u8bba\u65e8\u5728\u6fc0\u53d1\u65b0\u7684\u65b9\u6cd5\u5e76\u4fc3\u8fdb\u8be5\u9886\u57df\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>2. \u5927\u6a21\u578b\u7528\u4e8e\u7b97\u6cd5\u8bbe\u8ba1\u6982\u89c8<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u65e8\u5728\u5bf9\u65b0\u5174\u9886\u57df \u201c\u5927\u8bed\u8a00\u6a21\u578b\u7528\u4e8e\u7b97\u6cd5\u8bbe\u8ba1\u201d\uff08LLM4AD\uff09\u4e2d\u73b0\u6709\u7814\u7a76\u5de5\u4f5c\u8fdb\u884c\u7cfb\u7edf\u7684\u68b3\u7406\u548c\u5206\u7c7b\u3002\u6211\u4eec\u5e76\u4e0d\u6253\u7b97\u6db5\u76d6\u6240\u6709\u5173\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u548c\u7b97\u6cd5\u7684\u6587\u732e\u3002\u6211\u4eec\u7684\u8c03\u67e5\u8303\u56f4\u5982\u4e0b\u6240\u8ff0\uff1a1\uff09\u201c\u5927\u8bed\u8a00\u6a21\u578b\u201d \u4e00\u8bcd\u6307\u7684\u662f\u89c4\u6a21\u8db3\u591f\u5927\u7684\u8bed\u8a00\u6a21\u578b\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u91c7\u7528 Transformer \u67b6\u6784\uff0c\u5e76\u4ee5\u81ea\u56de\u5f52\u65b9\u5f0f\u8fd0\u884c\u3002\u4f7f\u7528\u8f83\u5c0f\u6a21\u578b\u8fdb\u884c\u7b97\u6cd5\u8bbe\u8ba1\u7684\u7814\u7a76\uff0c\u5982\u4f20\u7edf\u7684\u57fa\u4e8e\u6a21\u578b\u548c\u673a\u5668\u5b66\u4e60\u8f85\u52a9\u7684\u7b97\u6cd5\uff0c\u4e0d\u5728\u8003\u8651\u8303\u56f4\u5185\u3002\u867d\u7136\u7cbe\u786e\u5b9a\u4e49 \u201c\u5927\u578b\u201d \u6a21\u578b\u5177\u6709\u6311\u6218\u6027\uff0c\u4f46\u5927\u591a\u6570\u524d\u6cbf\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5305\u542b\u8d85\u8fc7\u5341\u4ebf\u4e2a\u53c2\u6570\u3002\u4f7f\u7528\u5176\u4ed6\u5927\u578b\u6a21\u578b\u7f3a\u4e4f\u8bed\u8a00\u5904\u7406\u80fd\u529b\u7684\u7814\u7a76\uff0c\u5982\u7eaf\u89c6\u89c9\u6a21\u578b\uff0c\u4e0d\u5728\u8003\u8651\u8303\u56f4\u5185\u3002\u7136\u800c\uff0c\u5305\u62ec\u8bed\u8a00\u5904\u7406\u7684\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5219\u5728\u6211\u4eec\u7684\u8c03\u67e5\u8303\u56f4\u4e4b\u5185\u30022\uff09\u201c\u7b97\u6cd5\u201d \u4e00\u8bcd\u6307\u7684\u662f\u4e00\u7ec4\u8bbe\u8ba1\u7528\u6765\u89e3\u51b3\u95ee\u9898\u7684\u6570\u5b66\u6307\u4ee4\u6216\u89c4\u5219\uff0c\u7279\u522b\u662f\u5f53\u7531\u8ba1\u7b97\u673a\u6267\u884c\u65f6\u3002\u8fd9\u4e2a\u5e7f\u6cdb\u7684\u5b9a\u4e49\u5305\u62ec\u4f20\u7edf\u7684\u6570\u5b66\u7b97\u6cd5\u3001\u5927\u591a\u6570\u542f\u53d1\u5f0f\u65b9\u6cd5\uff0c\u4ee5\u53ca\u53ef\u4ee5\u88ab\u89e3\u91ca\u4e3a\u7b97\u6cd5\u7684\u67d0\u4e9b\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u4ecb\u7ecd\u4e86\u8bba\u6587\u6536\u96c6\u548c\u626b\u63cf\u7684\u8be6\u7ec6\u6d41\u7a0b\uff0c\u5305\u62ec\u56db\u4e2a\u9636\u6bb5\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7b2c\u4e00\u9636\u6bb5 \u6570\u636e\u63d0\u53d6\u548c\u6536\u96c6\uff1a\u6211\u4eec\u901a\u8fc7\u8c37\u6b4c\u5b66\u672f\u3001\u79d1\u5b66\u7f51\u548c Scopus \u6536\u96c6\u76f8\u5173\u8bba\u6587\u3002\u6211\u4eec\u7684\u641c\u7d22\u903b\u8f91\u662f\u6807\u9898\u5fc5\u987b\u5305\u542b\u4ee5\u4e0b\u4e24\u7ec4\u8bcd\u8bed\u4e2d\u81f3\u5c11\u4e00\u7ec4\u7684\u4efb\u610f\u7ec4\u5408\uff1a\u201cLLM\u201d\u3001\u201cLLMs\u201d\u3001\u201c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u201d\u3001\u201c\u7b97\u6cd5\u201d\u3001\u201c\u542f\u53d1\u5f0f\u201d\u3001\u201c\u641c\u7d22\u201d\u3001\u201c\u4f18\u5316\u201d\u3001\u201c\u4f18\u5316\u5668\u201d\u3001\u201c\u8bbe\u8ba1\u201d\u3001\u201c\u65b9\u6cd5\u201d\uff08\u4f8b\u5982\uff0cLLM \u548c\u4f18\u5316\uff0cLLMs \u548c\u7b97\u6cd5\uff09\u3002\u5728\u79fb\u9664\u91cd\u590d\u7684\u8bba\u6587\u540e\uff0c\u622a\u81f3 2024 \u5e74 7 \u6708 1 \u65e5\uff0c\u6211\u4eec\u5171\u6536\u96c6\u5230 850 \u7bc7\u8bba\u6587\u3002<\/section>\n<\/li>\n<li>\n<section>\u7b2c\u4e8c\u9636\u6bb5 \u6458\u8981\u7b5b\u9009\uff1a\u6211\u4eec\u68c0\u67e5\u6bcf\u7bc7\u8bba\u6587\u7684\u6807\u9898\u548c\u6458\u8981\uff0c\u4ee5\u6709\u6548\u6392\u9664\u4e0d\u76f8\u5173\u7684\u8bba\u6587\u3002\u6392\u9664\u7684\u6807\u51c6\u5305\u62ec\u8fd9\u4e9b\u8bba\u6587\u4e0d\u662f\u82f1\u6587\u7684\uff0c\u4e0d\u662f\u7528\u4e8e\u7b97\u6cd5\u8bbe\u8ba1\u7684\uff0c\u6ca1\u6709\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u3002\u626b\u63cf\u540e\uff0c\u5269\u4f59 260 \u7bc7\u8bba\u6587\u3002<\/section>\n<\/li>\n<li>\n<section>\u7b2c\u4e09\u9636\u6bb5 \u5168\u6587\u7b5b\u9009\uff1a\u6211\u4eec\u5f7b\u5e95\u5ba1\u67e5\u6bcf\u7bc7\u8bba\u6587\uff0c\u6392\u9664\u7f3a\u4e4f\u76f8\u5173\u5185\u5bb9\u7684\u8bba\u6587\u3002\u626b\u63cf\u540e\uff0c\u5269\u4f59 160 \u7bc7\u8bba\u6587\u3002<\/section>\n<\/li>\n<li>\n<section>\u7b2c\u56db\u9636\u6bb5\u8865\u5145\uff1a\u6839\u636e\u5bf9\u8be5\u9886\u57df\u7684\u4e86\u89e3\uff0c\u6211\u4eec\u624b\u52a8\u6dfb\u52a0\u4e86\u4e00\u4e9b\u76f8\u5173\u7684\u5de5\u4f5c\uff0c\u4ee5\u907f\u514d\u9057\u6f0f\u4efb\u4f55\u91cd\u8981\u7684\u8d21\u732e\u3002\u5728\u6574\u5408\u4e86\u989d\u5916\u7684\u8bba\u6587\u540e\uff0c\u6211\u4eec\u6700\u7ec8\u5f97\u5230\u4e86 180 \u591a\u7bc7\u8bba\u6587\u3002\u6211\u4eec\u5c06\u9996\u5148\u4ecb\u7ecd LLM4AD \u8bba\u6587\u5217\u8868\u7684\u6982\u89c8\uff0c\u7136\u540e\u63d0\u51fa\u4e00\u4e2a\u5206\u7c7b\u6cd5\u6765\u7cfb\u7edf\u5730\u56de\u987e\u8fdb\u5c55\u3002\u9664\u4e86\u7ec4\u7ec7\u597d\u7684\u8bba\u6587\u5217\u8868\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u7eb3\u5165\u4e86 2024 \u5e74 7 \u6708 1 \u65e5\u4e4b\u540e\u53d1\u5e03\u7684\u4e00\u4e9b\u91cd\u8981\u51fa\u7248\u7269\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u56fe\u4e2d\u5c55\u793a\u4e86\u968f\u65f6\u95f4\u53d8\u5316\u7684\u8bba\u6587\u53d1\u8868\u6570\u91cf\u8d8b\u52bf\uff0c\u65f6\u95f4\u7ebf\u4ee5\u6708\u4efd\u8868\u793a\u3002\u56fe\u8868\u663e\u793a\uff0c\u4e0e LLM4AD \u76f8\u5173\u7684\u7814\u7a76\u6d3b\u52a8\u663e\u8457\u589e\u52a0\uff0c\u7279\u522b\u662f\u6ce8\u610f\u5230\u5927\u591a\u6570\u7814\u7a76\u662f\u5728\u8fd1\u4e00\u5e74\u8fdb\u884c\u7684\u3002\u8fd9\u8868\u660e LLM4AD \u662f\u4e00\u4e2a\u65b0\u5174\u9886\u57df\uff0c\u968f\u7740\u6765\u81ea\u4e0d\u540c\u9886\u57df\u7684\u5b66\u8005\u610f\u8bc6\u5230\u5176\u5de8\u5927\u6f5c\u529b\uff0c\u6211\u4eec\u9884\u8ba1\u5728\u4e0d\u4e45\u7684\u5c06\u6765\u7814\u7a76\u4ea7\u51fa\u5c06\u663e\u8457\u589e\u52a0\u3002<\/section>\n<section><\/section>\n<section>\u56fe\u4e2d\u8fd8\u663e\u793a\u4e86\u5728 LLM4AD \u51fa\u7248\u7269\u4e2d\u9886\u5148\u7684\u673a\u6784\u53ca\u5176\u6240\u5728\u56fd\u5bb6\u3002\u7f8e\u56fd\u9886\u5148\uff0c\u7d27\u968f\u5176\u540e\u7684\u662f\u4e2d\u56fd\uff0c\u8fd9\u4e24\u4e2a\u56fd\u5bb6\u5355\u72ec\u5360\u636e\u4e86 50\uff05\u7684\u51fa\u7248\u7269\u3002\u63a5\u4e0b\u6765\u7684\u516b\u4e2a\u56fd\u5bb6\uff0c\u5305\u62ec\u65b0\u52a0\u5761\u3001\u52a0\u62ff\u5927\u548c\u65e5\u672c\uff0c\u5171\u540c\u8d21\u732e\u4e86\u603b\u51fa\u7248\u7269\u7684\u4e09\u5206\u4e4b\u4e00\u3002\u53d1\u8868\u6700\u591a\u8bba\u6587\u7684\u7814\u7a76\u673a\u6784\u5305\u62ec\u6e05\u534e\u5927\u5b66\u3001\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u548c\u591a\u4f26\u591a\u5927\u5b66\u7b49\u77e5\u540d\u5927\u5b66\uff0c\u4ee5\u53ca\u534e\u4e3a\u3001\u5fae\u8f6f\u548c\u8c37\u6b4c\u7b49\u5927\u578b\u516c\u53f8\u3002\u8fd9\u79cd\u5206\u5e03\u5f3a\u8c03\u4e86\u7814\u7a76\u4e3b\u9898\u7684\u5e7f\u6cdb\u5174\u8da3\u548c\u5b83\u4eec\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u5b9e\u9645\u5e94\u7528\u7684\u91cd\u5927\u76f8\u5173\u6027\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u4ece\u6240\u6709\u5ba1\u67e5\u8fc7\u7684\u8bba\u6587\u7684\u6807\u9898\u548c\u6458\u8981\u4e2d\u751f\u6210\u4e86\u8bcd\u4e91\uff0c\u6bcf\u4e2a\u8bcd\u81f3\u5c11\u51fa\u73b0\u4e94\u6b21\u3002\u5b83\u5c55\u793a\u4e86\u524d 80 \u4e2a\u5173\u952e\u8bcd\uff0c\u8fd9\u4e9b\u8bcd\u88ab\u7ec4\u7ec7\u6210\u56db\u4e2a\u989c\u8272\u7f16\u7801\u7684\u7c07\uff0c\u5206\u522b\u662f \u201c\u8bed\u8a00\u201d\u3001\u201cGPT\u201d\u3001\u201c\u641c\u7d22\u548c\u4f18\u5316\u201d \u4ee5\u53ca \u201c\u79d1\u5b66\u53d1\u73b0\u201d\u3002\u8fd8\u7a81\u51fa\u663e\u793a\u4e86\u51e0\u4e2a\u5173\u952e\u8bcd\uff0c\u5982 \u201c\u8fdb\u5316\u201d\u3001\u201c\u7b56\u7565\u201d\u3001\u201c\u4f18\u5316\u5668\u201d \u548c \u201c\u4ee3\u7406\u201d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1f9cd4361e84243095722dbe2ac9a99b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1f9cd4361e84243095722dbe2ac9a99b.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-41a550a55db2420563d865d9ddb2369b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-41a550a55db2420563d865d9ddb2369b.png\"><\/a><\/section>\n<section><strong>3. \u5927\u6a21\u578b\u7528\u4e8e\u7b97\u6cd5\u8bbe\u8ba1\u7684\u56db\u79cd\u8303\u5f0f<\/strong><\/section>\n<section><\/section>\n<section>LLM4AD \u8bba\u6587\u6309\u7167\u5927\u6a21\u578b\u7684\u7ed3\u5408\u65b9\u6cd5\u53ef\u4ee5\u5206\u4e3a\u56db\u4e2a\u8303\u5f0f\uff1a1\uff09\u5927\u6a21\u578b\u4f5c\u4e3a\u4f18\u5316\u7b97\u5b50\uff08LLMaO\uff09\u30012\uff09\u5927\u6a21\u578b\u7528\u4e8e\u7ed3\u679c\u9884\u6d4b\uff08LLMaP\uff09\u30013\uff09\u5927\u6a21\u578b\u7528\u4ee5\u7279\u5f81\u63d0\u53d6\uff08LLMaE\uff09\u30014\uff09\u5927\u6a21\u578b\u7528\u6765\u7b97\u6cd5\u8bbe\u8ba1\uff08LLMaD\uff09\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>LLMaO \u628a LLMs \u7528\u4f5c\u7b97\u6cd5\u6846\u67b6\u5185\u7684\u9ed1\u76d2\u4f18\u5316\u5668\u3002\u5c06 LLMs \u6574\u5408\u5230\u4f18\u5316\u4efb\u52a1\u4e2d\uff0c\u5145\u5206\u5229\u7528\u5b83\u4eec\u7406\u89e3\u548c\u751f\u6210\u590d\u6742\u6a21\u5f0f\u548c\u89e3\u51b3\u65b9\u6848\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u5728\u63d0\u793a\u5de5\u7a0b\u4e2d\u7684\u826f\u597d\u7075\u6d3b\u6027\u3002\u7136\u800c\uff0c\u7531\u4e8e\u5b83\u4eec\u7684\u9ed1\u76d2\u6027\u8d28\uff0c\u5b83\u4eec\u901a\u5e38\u7f3a\u4e4f\u53ef\u89e3\u91ca\u6027\uff0c\u5e76\u5728\u9762\u5bf9\u5927\u89c4\u6a21\u95ee\u9898\u65f6\u9762\u4e34\u6311\u6218\u3002<\/section>\n<\/li>\n<li>\n<section>LLMaP \u4f7f\u7528 LLMs \u4f5c\u4e3a\u4ee3\u7406\u6a21\u578b\uff0c\u9884\u6d4b\u7ed3\u679c\u6216\u54cd\u5e94\uff0c\u529f\u80fd\u4e0a\u5927\u4f53\u53ef\u4ee5\u5206\u4e3a\u5206\u7c7b\u6216\u56de\u5f52\u4e24\u7c7b\u3002\u4e0e\u5176\u4ed6\u57fa\u4e8e\u6a21\u578b\u7684\u9884\u6d4b\u5668\uff08\u5982\u9ad8\u65af\u8fc7\u7a0b\u548c\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\uff09\u76f8\u6bd4\uff0c1) LLMs \u80fd\u591f\u57fa\u4e8e\u5176\u5728\u5e9e\u5927\u6570\u636e\u96c6\u4e0a\u63a5\u53d7\u7684\u8bad\u7ec3\uff0c\u5904\u7406\u548c\u751f\u6210\u7c7b\u4eba\u54cd\u5e94\u3002\u8fd9\u79cd\u80fd\u529b\u4f7f\u5b83\u4eec\u80fd\u591f\u7406\u89e3\u548c\u89e3\u91ca\u6570\u636e\u4e2d\u7684\u590d\u6742\u6a21\u5f0f\uff0c\u9002\u7528\u4e8e\u4f20\u7edf\u5efa\u6a21\u6280\u672f\u53ef\u80fd\u56e0\u6570\u636e\u7684\u590d\u6742\u6027\u548c\u590d\u6742\u8868\u793a\u800c\u96be\u4ee5\u5e94\u5bf9\u7684\u4efb\u52a1\u30022) \u9884\u8bad\u7ec3\u7684 LLMs \u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u4e0e\u8bad\u7ec3\u9ad8\u4fdd\u771f\u6a21\u578b\u76f8\u6bd4\u6240\u9700\u7684\u8ba1\u7b97\u8d1f\u8f7d\u548c\u65f6\u95f4\u3002<\/section>\n<\/li>\n<li>\n<section>LLMaE \u5229\u7528 LLMs \u6316\u6398\u548c\u63d0\u53d6\u76ee\u6807\u95ee\u9898\u548c\uff08\u6216\uff09\u7b97\u6cd5\u4e2d\u7684\u5d4c\u5165\u7279\u5f81\u6216\u7279\u5b9a\u77e5\u8bc6\uff0c\u7136\u540e\u5728\u89e3\u51b3\u65b0\u95ee\u9898\u4e2d\u5229\u7528\u8fd9\u4e9b\u7279\u5f81\u3002\u8fd9\u4e00\u8fc7\u7a0b\u5229\u7528\u4e86 LLMs \u7684\u72ec\u7279\u548c\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u5982\u6587\u672c\u548c\u4ee3\u7801\u7406\u89e3\uff0c\u4f7f\u5b83\u4eec\u80fd\u591f\u8bc6\u522b\u6570\u636e\u4e2d\u53ef\u80fd\u901a\u8fc7\u4f20\u7edf\u7279\u5f81\u63d0\u53d6\u65b9\u6cd5\u65e0\u6cd5\u5904\u7406\u6216\u7406\u89e3\u7684\u6a21\u5f0f\u548c\u5173\u7cfb\u3002<\/section>\n<\/li>\n<li>\n<section>LLMaD \u76f4\u63a5\u521b\u5efa\u7b97\u6cd5\u6216\u7279\u5b9a\u7ec4\u4ef6\u3002\u8fd9\u79cd\u8303\u5f0f\u5145\u5206\u5229\u7528\u4e86 LLMs \u7684\u8bed\u8a00\u5904\u7406\u3001\u4ee3\u7801\u751f\u6210\u548c\u63a8\u7406\u80fd\u529b\u3002LLMs \u901a\u8fc7\u751f\u6210\u542f\u53d1\u5f0f\u7b97\u6cd5\u3001\u7f16\u5199\u4ee3\u7801\u7247\u6bb5\u6216\u8bbe\u8ba1\u51fd\u6570\uff0c\u8fdb\u4e00\u6b65\u63a8\u52a8\u4e86\u7b97\u6cd5\u8bbe\u8ba1\u81ea\u52a8\u5316\uff0c\u663e\u8457\u52a0\u901f\u7b97\u6cd5\u8bbe\u8ba1\u8fc7\u7a0b\uff0c\u51cf\u5c11\u4eba\u529b\u52b3\u52a8\uff0c\u5e76\u53ef\u80fd\u4e3a\u7b97\u6cd5\u5f00\u53d1\u5e26\u6765\u521b\u9020\u6027\u548c\u66f4\u597d\u7684\u8bbe\u8ba1\u3002\u8fd9\u662f\u5355\u9760\u4f20\u7edf\u7b97\u6cd5\u8bbe\u8ba1\u65b9\u6cd5\u96be\u4ee5\u5b9e\u73b0\u7684\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8edd3ac67523c6829ffc7d11068684b7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8edd3ac67523c6829ffc7d11068684b7.png\"><\/a><\/section>\n<section><strong>4. \u5927\u6a21\u578b\u7528\u4e8e\u7b97\u6cd5\u8bbe\u8ba1\u4e2d\u7684\u641c\u7d22\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u76ee\u524d\u7684\u7ecf\u9a8c\u8868\u660e\uff0c\u5355\u72ec\u91c7\u7528\u5927\u6a21\u578b\u6765\u8fdb\u884c\u7b97\u6cd5\u8bbe\u8ba1\u5f80\u5f80\u96be\u4ee5\u5e94\u5bf9\u7279\u5b9a\u7684\u590d\u6742\u7b97\u6cd5\u8bbe\u8ba1\u4efb\u52a1\u3002\u901a\u8fc7\u641c\u7d22\u65b9\u6cd5\u7684\u6846\u67b6\u4e0b\u8c03\u7528\u5927\u6a21\u578b\u80fd\u591f\u663e\u8457\u63d0\u5347\u7b97\u6cd5\u8bbe\u8ba1\u6548\u7387\u548c\u6548\u679c\u3002\u6211\u4eec\u7efc\u8ff0\u4e86\u76ee\u524d\u5728 LLM4AD \u4e2d\u91c7\u7528\u7684\u641c\u7d22\u65b9\u6cd5\uff0c\u5e76\u5c06\u5176\u5927\u81f4\u5206\u4e3a\u56db\u7c7b\uff1a1\uff09\u57fa\u4e8e\u91c7\u6837\u7684\u65b9\u6cd5\uff0c2\uff09\u5355\u70b9\u8fed\u4ee3\u7684\u641c\u7d22\u65b9\u6cd5\uff0c3\uff09\u57fa\u4e8e\u79cd\u7fa4\u7684\u641c\u7d22\u65b9\u6cd5\u548c 4\uff09\u57fa\u4e8e\u4e0d\u786e\u5b9a\u6027\u7684\u641c\u7d22\u65b9\u6cd5\u3002\u8be6\u7ec6\u7684\u4ecb\u7ecd\u548c\u8ba8\u8bba\u53ef\u4ee5\u5728\u539f\u6587\u4e2d\u67e5\u770b\u3002<\/section>\n<section><\/section>\n<section><strong>5. \u5927\u6a21\u578b\u7528\u4e8e\u7b97\u6cd5\u8bbe\u8ba1\u4e2d\u7684\u63d0\u793a\u8bcd\u8bbe\u8ba1<\/strong><\/section>\n<section><\/section>\n<section>\u56fe\u4e2d\u5c55\u793a\u4e86\u6587\u732e\u4e2d\u4f7f\u7528\u7684\u9886\u57df\u6216\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u767e\u5206\u6bd4\u3002\u5176\u4e2d\uff0c\u8d85\u8fc7 80\uff05\u7684\u7814\u7a76\u9009\u62e9\u4f7f\u7528\u672a\u7ecf\u7279\u5b9a\u5fae\u8c03\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5927\u7ea6 10\uff05\u7684\u7814\u7a76\u5728\u9886\u57df\u6570\u636e\u96c6\u4e0a\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u5176\u4e2d\u53ea\u6709 4.4\uff05\u7684\u6a21\u578b\u662f\u5728\u7279\u5b9a\u95ee\u9898\u4e0a\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u7684\u3002\u56fe\u4e2d\u8fd8\u5c55\u793a\u4e86\u6700\u5e38\u4f7f\u7528\u7684 LLMs\u3002\u5728 LLM4AD \u7684\u8bba\u6587\u4e2d\uff0cGPT-4 \u548c GPT-3.5 \u662f\u4f7f\u7528\u6700\u591a\u7684 LLMs\uff0c\u603b\u5171\u5360\u4e86\u5927\u7ea6 50\uff05\u3002Llama-2 \u662f\u6700\u5e38\u7528\u7684\u5f00\u6e90 LLM\u3002\u4e00\u65e6\u6211\u4eec\u62e5\u6709\u4e86\u9884\u8bad\u7ec3\u7684 LLMs\uff0c\u63d0\u793a\u5de5\u7a0b\u5bf9\u4e8e\u6709\u6548\u6574\u5408 LLMs \u5230\u7b97\u6cd5\u8bbe\u8ba1\u4e2d\u975e\u5e38\u91cd\u8981\u3002\u6211\u4eec\u8ba8\u8bba\u4e86 LLM4AD \u8bba\u6587\u4e2d\u4f7f\u7528\u7684\u4e3b\u8981\u63d0\u793a\u5de5\u7a0b\u65b9\u6cd5\u7684\u5e94\u7528\u60c5\u51b5\uff0c\u5305\u62ec\u96f6\u6837\u672c\u3001\u5c11\u6837\u672c\u3001\u601d\u7ef4\u94fe\u3001\u4e00\u81f4\u6027\u548c\u53cd\u601d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-25ebdf5a373e591aa46eca5c81d5b118.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-25ebdf5a373e591aa46eca5c81d5b118.png\"><\/a><\/section>\n<section><strong>6. \u5927\u6a21\u578b\u7528\u4e8e\u7b97\u6cd5\u8bbe\u8ba1\u7684\u5e94\u7528\u9886\u57df<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u6574\u7406\u4e86\u56db\u4e2a\u4e3b\u8981\u7684\u5e94\u7528\u9886\u57df\uff1a1\uff09\u4f18\u5316\uff0c2\uff09\u673a\u5668\u5b66\u4e60\uff0c3\uff09\u79d1\u5b66\u53d1\u73b0\uff0c4\uff09\u5de5\u4e1a\u3002\u5176\u4e3b\u8981\u5de5\u4f5c\u6309\u7167\u5e94\u7528\u7c7b\u522b\u3001\u65b9\u6cd5\u3001\u5927\u6a21\u578b\u7ed3\u5408\u8303\u5f0f\u3001\u63d0\u793a\u8bcd\u7b56\u7565\u548c\u5177\u4f53\u5e94\u7528\u95ee\u9898\u8fdb\u884c\u4e86\u5206\u7c7b\u7f57\u5217\u3002\u5177\u4f53\u4ecb\u7ecd\u53ef\u4ee5\u5728\u5168\u6587\u4e2d\u67e5\u770b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7c427b7870d8ce4487967f9002ae3d72.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7c427b7870d8ce4487967f9002ae3d72.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3255d263b6d145ee6747e6acf6f39f97.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3255d263b6d145ee6747e6acf6f39f97.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-23e5aa44b6c6a27fd3622a47e372d2b5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-23e5aa44b6c6a27fd3622a47e372d2b5.png\"><\/a><\/section>\n<section><strong>7. \u672a\u6765\u53d1\u5c55\u65b9\u5411<\/strong><\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u7b97\u6cd5\u8bbe\u8ba1\u5927\u6a21\u578b \u4e0e\u4f7f\u7528\u901a\u7528\u7684\u9884\u8bad\u7ec3 LLMs \u4e0d\u540c\uff0c\u7814\u7a76\u5982\u4f55\u4e13\u95e8\u8bad\u7ec3 LLM \u4ee5\u81ea\u52a8\u8bbe\u8ba1\u7b97\u6cd5\u662f\u503c\u5f97\u7684\u3002\u5728\u5f00\u53d1\u9886\u57df\u7279\u5b9a LLM \u65f6\u53ef\u4ee5\u63a2\u7d22\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a1\uff09\u8bad\u7ec3\u9886\u57df LLM \u6210\u672c\u9ad8\u4e14\u8d44\u6e90\u6d88\u8017\u5927\u3002\u501f\u52a9\u9886\u57df\u6570\u636e\u548c\u77e5\u8bc6\u53ef\u4ee5\u51cf\u5c0f\u7279\u5b9a\u5e94\u7528\u7684\u7b97\u6cd5 LLM \u7684\u89c4\u6a21\u30022\uff09\u7b97\u6cd5\u8bbe\u8ba1\u751f\u6210\u548c\u6536\u96c6\u9886\u57df\u6570\u636e\u5b58\u5728\u6311\u6218\u3002\u4e0e\u901a\u7528\u4ee3\u7801\u751f\u6210\u6216\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e0d\u540c\uff0c\u6ca1\u6709\u4e13\u95e8\u7528\u4e8e\u7b97\u6cd5\u8bbe\u8ba1\u7684\u5927\u578b\u4e14\u683c\u5f0f\u5316\u7684\u6570\u636e\u30023\uff09\u4e0e\u5176\u5b66\u4e60\u4e00\u4e2a\u6587\u672c\u548c\u4ee3\u7801\u751f\u6210\u6a21\u578b\uff0c\u5982\u4f55\u5b66\u4e60\u7b97\u6cd5\u5f00\u53d1\u601d\u60f3\u548c\u7b97\u6cd5\u63a8\u7406\u80fd\u529b\u4ecd\u662f\u4e00\u4e2a\u672a\u63a2\u7d22\u7684\u95ee\u9898\u3002<\/section>\n<\/li>\n<li>\n<section>\u591a\u6a21\u6001 LLM \u73b0\u6709\u7684 LLM4AD \u5de5\u4f5c\u4e3b\u8981\u96c6\u4e2d\u5728\u5229\u7528 LLM 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