{"id":22397,"date":"2024-09-26T11:46:53","date_gmt":"2024-09-26T03:46:53","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=22397"},"modified":"2024-09-26T12:13:32","modified_gmt":"2024-09-26T04:13:32","slug":"%e8%b0%83%e7%a0%94219%e7%af%87%e6%96%87%e7%8c%ae%ef%bc%8c%e5%85%a8%e9%9d%a2%e4%ba%86%e8%a7%a3genai%e5%9c%a8%e8%87%aa%e9%80%82%e5%ba%94%e7%b3%bb%e7%bb%9f%e4%b8%ad%e7%9a%84%e7%8e%b0%e7%8a%b6%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/09\/26\/22397\/","title":{"rendered":"\u8c03\u7814219\u7bc7\u6587\u732e\uff0c\u5168\u9762\u4e86\u89e3GenAI\u5728\u81ea\u9002\u5e94\u7cfb\u7edf\u4e2d\u7684\u73b0\u72b6\u4e0e\u7814\u7a76\u8def\u7ebf\u56fe"},"content":{"rendered":"<div><img data-dominant-color=\"0f4879\" data-has-transparency=\"false\" style=\"--dominant-color: #0f4879;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-22402\" 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\u521d\u6b65\u5e94\u7528\u4e8e\u4efb\u52a1\u5206\u914d\u3001\u534f\u4f5c\u884c\u4e3a\u548c\u7528\u6237\u7ea0\u6b63\uff0c\u63a8\u65ad\u7528\u6237\u610f\u56fe\u5e76\u89c4\u5212\u534f\u4f5c\u6a21\u5f0f\u3002\u672a\u6765\u7684\u7814\u7a76\u53ef\u4ee5\u6df1\u5165\u63a2\u7d22\u9ad8\u7ea7\u610f\u56fe\u63a8\u65ad\u3001\u591a\u6a21\u6001\u8f93\u5165\u8f93\u51fa\uff0c\u4ee5\u53ca\u5206\u6790\u7528\u6237\u53c2\u4e0e\u7684\u5f71\u54cd\uff0c\u4ee5\u4f18\u5316\u4eba\u673a\u534f\u4f5c\u7684\u81ea\u9002\u5e94\u80fd\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u56fe\uff1a\u8def\u7ebf\u56fe\u5c55\u793a\u4e86\u81ea\u9002\u5e94\u7cfb\u7edf\u4e2d\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5173\u952e\u70b9\uff08\u5de6\u4fa7\uff09\u4e0e LLMs \u5728\u81ea\u9002\u5e94\u7cfb\u7edf\u4e2d\u7684\u5e94\u7528\u6311\u6218\uff08\u4e2d\u95f4\uff09\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u6311\u6218\u4e0e\u81ea\u9002\u5e94\u7cfb\u7edf\u5173\u952e\u529f\u80fd\uff08\u53f3\u4fa7\uff09\u7684\u6620\u5c04\u5173\u7cfb\u3002<\/p>\n<p><strong>\u5f53\u524d\u7814\u7a76\u7684\u4e0d\u8db3\u548c\u672a\u6765\u7684\u53d1\u5c55\u65b9\u5411\uff1a<\/strong><\/p>\n<p><strong>\u8bbe\u8ba1\u65f6\u65b9\u6cd5\u5e94\u7528\u4e8e\u8fd0\u884c\u65f6<\/strong>\uff1a\u8bbe\u8ba1\u65f6\u65b9\u6cd5\u4fa7\u91cd\u521d\u59cb\u8bbe\u8ba1\uff0c\u4f9d\u8d56\u5386\u53f2\u6570\u636e\u548c\u4e13\u5bb6\u77e5\u8bc6\uff1b\u8fd0\u884c\u65f6\u5219\u9700\u5b9e\u65f6\u8c03\u6574\u5728\u7ebf\u6570\u636e\uff0c\u5e76\u8981\u6c42 GenAI \u505a\u51fa\u81ea\u4e3b\u51b3\u7b56\u3002\u6539\u8fdb\u63d0\u793a\u5de5\u7a0b\u3001\u660e\u786e\u4efb\u52a1\u4e0e\u4e0a\u4e0b\u6587\u3001\u9a8c\u8bc1\u6a21\u578b\u7a33\u5065\u6027\u662f\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><strong>LLM \u5373\u670d\u52a1\uff08LLMaaS\uff09<\/strong>\uff1aLLMaaS \u5c06 LLMs \u4f5c\u4e3a\u6309\u9700\u63d0\u4f9b\u9488\u5bf9\u7279\u5b9a\u9886\u57df\u7684\u4e91\u670d\u52a1\u3002\u81ea\u9002\u5e94\u7cfb\u7edf\u9700\u8981\u5c06 LLMs \u4f5c\u4e3a\u7cfb\u7edf\u7ec4\u4ef6\u8fdb\u884c\u96c6\u6210\u548c\u7ba1\u7406\uff0c\u7c7b\u4f3c\u4e8e API \u548c\u5fae\u670d\u52a1\u3002\u5176\u6b21\uff0c\u7531\u4e8e LLMs \u7684\u8f93\u51fa\u5177\u6709\u6982\u7387\u6027\uff0c\u53ef\u80fd\u5bf9\u76f8\u540c\u8f93\u5165\u4ea7\u751f\u4e0d\u540c\u7ed3\u679c\uff0c\u5982\u4f55\u5728\u9002\u5e94\u8fc7\u7a0b\u4e2d\u7ba1\u7406\u8fd9\u4e9b\u4e0d\u786e\u5b9a\u6027\u6210\u4e3a\u5173\u952e\u95ee\u9898\u3002<\/p>\n<p><strong>\u89c2\u5bdf\u548c\u8868\u793a<\/strong>\uff1a\u81ea\u9002\u5e94\u7cfb\u7edf\u901a\u8fc7\u76d1\u63a7\u6536\u96c6\u6570\u636e\uff0c\u5e76\u8fdb\u884c\u6982\u5ff5\u5316\u3001\u5b58\u50a8\u548c\u5229\u7528\u3002\u591a\u6a21\u6001 LLMs \u5904\u7406\u591a\u79cd\u6570\u636e\uff0c\u4f46\u5176\u590d\u6742\u6027\u589e\u52a0\u4e86\u8bbe\u8ba1\u96be\u5ea6\u3002\u4e0d\u540c\u683c\u5f0f\uff08\u5982 HTML\u3001XML\u3001JSON\uff09\u7684\u8868\u793a\u6548\u679c\u5dee\u5f02\uff0c\u9700\u8981\u5728\u8bed\u5883\u8d28\u91cf\u4e0e\u63a8\u7406\u6210\u672c\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002<\/p>\n<p><strong>LLM \u589e\u5f3a\u7684\u5206\u6563\u63a7\u5236<\/strong>\uff1aLLMs \u5728\u591a\u4ee3\u7406\u7cfb\u7edf\uff08LLM-MAS\uff09\u4e2d\u53ef\u63d0\u5347\u96c6\u4f53\u667a\u80fd\uff0c\u4f46\u4ee3\u7406\u95f4\u7684\u7ecf\u9a8c\u5171\u4eab\u4e0d\u8db3\u5f71\u54cd\u6548\u7387\uff0c\u4e14\u968f\u4ee3\u7406\u6570\u91cf\u589e\u52a0\uff0c\u901a\u4fe1\u6210\u672c\u5347\u9ad8\u3002\u672a\u6765\u9700\u5f00\u53d1\u9ad8\u6548\u7684\u901a\u4fe1\u534f\u8bae\u548c\u591a\u4ee3\u7406\u534f\u4f5c\u6280\u672f\u3002<\/p>\n<p><strong>\u81ea\u9002\u5e94\u4e0e\u4e2a\u6027\u5316\u4ea4\u4e92<\/strong>\uff1aLLMs \u53ef\u5e2e\u52a9\u5b9a\u5236\u5316\u4ea4\u4e92\u754c\u9762\uff0c\u6df1\u5165\u7406\u89e3\u7528\u6237\u504f\u597d\uff0c\u589e\u5f3a\u4eba\u7c7b\u5728\u56de\u8def\uff08HOTL\uff09\u7684\u5e94\u7528\uff0c\u4f46\u4ecd\u9700\u89e3\u51b3\u7528\u6237\u77e5\u8bc6\u5dee\u5f02\u548c\u4e92\u52a8\u80fd\u529b\u4e0d\u8db3\u7684\u95ee\u9898\u3002<\/p>\n<p><strong>\u4f26\u7406\u4e0e\u8d23\u4efb<\/strong>\uff1a\u968f\u7740 GenAI \u81ea\u4e3b\u6027\u589e\u5f3a\uff0c\u8d23\u4efb\u5f52\u5c5e\u53d8\u5f97\u6a21\u7cca\uff0c\u7279\u522b\u662f\u5728\u81ea\u9002\u5e94\u7cfb\u7edf\u548c\u81ea\u52a8\u51b3\u7b56\u4e2d\uff0c\u5982\u4f55\u754c\u5b9a GenAI \u4e0e\u4eba\u7c7b\u8d23\u4efb\u662f\u672a\u6765\u7684\u7814\u7a76\u91cd\u70b9\u3002<\/p>\n<p><strong>\u8bc4\u4f30\u5de5\u4ef6<\/strong>\uff1a\u8bc4\u4f30\u5de5\u4ef6\uff08\u5982\u6570\u636e\u96c6\u3001\u57fa\u51c6\u548c\u793a\u4f8b\uff09\u5bf9\u81ea\u9002\u5e94\u7cfb\u7edf\u7814\u7a76\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u73b0\u6709\u793a\u4f8b\uff08\u5982 DeltaIoT\u3001DARTSim\uff09\u5728\u8bc4\u4f30 LLM \u65f6\u9762\u4e34\u4e24\u5927\u6311\u6218\uff1a\u89c2\u5bdf\u7a7a\u95f4\u4e0e LLM \u9700\u6c42\u4e0d\u5339\u914d\uff0c\u4e14\u7f3a\u4e4f\u77e5\u8bc6\u6a21\u5757\u3002\u672a\u6765\u793a\u4f8b\u5e94\u4fdd\u7559 LLM \u6240\u9700\u7684\u89c2\u5bdf\u7a7a\u95f4\u5e76\u6a21\u5757\u5316\u77e5\u8bc6\u7ec4\u4ef6\u3002\u867d\u7136 LLM \u53ef\u4f5c\u4e3a\u7aef\u5230\u7aef\u6a21\u578b\u4f7f\u7528\uff0c\u4f46\u901a\u5e38\u4f5c\u4e3a\u6a21\u5757\u96c6\u6210\uff0c\u8bc4\u4f30\u9762\u4e34\u63d0\u793a\u9c81\u68d2\u6027\u548c\u8f93\u51fa\u8d28\u91cf\u7b49\u95ee\u9898\uff0c\u9700\u4e13\u95e8\u7684\u8bc4\u4f30\u5de5\u5177\u3002<\/p>\n<p><strong>\u81ea\u6211\u6d4b\u8bd5<\/strong>\uff1a\u81ea\u6211\u6d4b\u8bd5\u5728\u81ea\u9002\u5e94\u7cfb\u7edf\u4e2d\u9762\u4e34\u4e24\u4e2a\u6311\u6218\uff1a\u590d\u6742\u7684\u914d\u7f6e\u548c\u65e0\u6cd5\u9884\u89c1\u7684\u8fd0\u884c\u65f6\u53d8\u5316\u3002\u867d\u7136\u4f20\u7edf\u79bb\u7ebf\u6d4b\u8bd5\u90e8\u5206\u7f13\u89e3\u95ee\u9898\uff0c\u4f46\u5728\u7ebf\u3001\u8fd0\u884c\u65f6\u548c\u73b0\u573a\u6d4b\u8bd5\u6b63\u9010\u6b65\u63a2\u7d22\u3002LLMs \u5df2\u7528\u4e8e\u6545\u969c\u5b9a\u4f4d\u3001\u6f0f\u6d1e\u68c0\u6d4b\u3001\u751f\u6210\u6d4b\u8bd5\u7528\u4f8b\u548c\u6a21\u7cca\u6d4b\u8bd5\uff0c\u4f46\u5e94\u7528\u4e8e\u81ea\u9002\u5e94\u7cfb\u7edf\u4ecd\u6709\u9650\u3002Ceprot 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