{"id":20113,"date":"2024-04-07T10:32:21","date_gmt":"2024-04-07T02:32:21","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=20113"},"modified":"2024-04-07T10:45:04","modified_gmt":"2024-04-07T02:45:04","slug":"%e7%94%9f%e6%88%90%e5%9e%8b%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e4%bc%98%e5%8c%96%e6%a1%86%e6%9e%b6%e7%a0%94%e7%a9%b6","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/04\/07\/20113\/","title":{"rendered":"\u751f\u6210\u578b\u4eba\u5de5\u667a\u80fd\u4f18\u5316\u6846\u67b6\u7814\u7a76"},"content":{"rendered":"<p style=\"font-weight: 400;\">\u672c\u6587\u65e8\u5728\u63a2\u8ba8\u5982\u4f55\u6253\u9020\u4e00\u79cd\u4f18\u8d28\u7684\u751f\u6210\u578b\u4eba\u5de5\u667a\u80fd\u6846\u67b6\uff0c\u4ee5\u660e\u786e\u7684\u4e1a\u52a1\u76ee\u6807\u4e3a\u6307\u5bfc\u5e76\u9009\u62e9\u6b63\u786e\u7684\u4f18\u5316\u7b56\u7565\uff0c\u4ece\u800c\u66f4\u597d\u5730\u6ee1\u8db3\u5ba2\u6237\u9700\u6c42\u3002<\/p>\n<p><img data-dominant-color=\"51799a\" data-has-transparency=\"false\" style=\"--dominant-color: #51799a;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20121\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407103619-300x147-1.png\" width=\"300\" height=\"147\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407103619-300x147-1.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407103619-300x147-1-150x74.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>\u60f3\u4e86\u89e3\u66f4\u591aAIGC\u7684\u5185\u5bb9\uff0c\u8bf7\u8bbf\u95ee\uff1a<\/p>\n<p>51CTO AI.x\u793e\u533a<\/p>\n<p>https:\/\/www.51cto.com\/aigc\/<\/p>\n<h2>\u7b80\u4ecb<\/h2>\n<p>\u751f\u6210\u7c7b\u4f3c\u4eba\u7c7b\u7684\u6587\u672c\u548c\u8bed\u97f3\u66fe\u7ecf\u53ea\u6709\u5728\u79d1\u5e7b\u5c0f\u8bf4\u4e2d\u624d\u6210\u4e3a\u53ef\u80fd\u3002\u4f46\u662f\uff0cGPT-3\u548cPaLM\u7b49\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5feb\u901f\u53d1\u5c55\u4f7f\u8fd9\u4e00\u613f\u666f\u66f4\u63a5\u8fd1\u73b0\u5b9e\uff0c\u5e76\u4e14\u76f8\u5e94\u5730\u51fa\u73b0\u4e00\u7cfb\u5217\u57fa\u4e8e\u5b83\u4eec\u7684\u4ece\u804a\u5929\u673a\u5668\u4eba\u5230\u5185\u5bb9\u521b\u5efa\u7b49\u9886\u57df\u9887\u6709\u524d\u666f\u7684\u5546\u4e1a\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n<p>\u7136\u800c\uff0c\u901a\u7528\u7684\u57fa\u7840\u6a21\u578b\u5f80\u5f80\u65e0\u6cd5\u6ee1\u8db3\u7279\u5b9a\u884c\u4e1a\u573a\u666f\u7684\u5177\u4f53\u9700\u6c42\u3002\u4f01\u4e1a\u5bf9\u5176\u751f\u6210\u578b\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u6709\u4e0d\u540c\u7684\u8981\u6c42\uff0c\u6d89\u53ca\u5230\u4ece\u6027\u80fd\u3001\u6210\u672c\u3001\u5ef6\u8fdf\u6027\u4e43\u81f3\u5230\u53ef\u89e3\u91ca\u6027\u7b49\u8bf8\u591a\u65b9\u9762\u3002\u6b64\u5916\uff0c\u53ef\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u7684\u6570\u636e\u7684\u6027\u8d28\u548c\u6570\u91cf\u4e5f\u53ef\u80fd\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u56e0\u6b64\uff0c\u4ea7\u54c1\u56e2\u961f\u5fc5\u987b\u4e3a\u5176\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u6784\u5efa\u5173\u952e\u4e1a\u52a1\u6807\u51c6\uff0c\u5e76\u9009\u62e9\u5408\u9002\u7684\u4f18\u5316\u6280\u672f\u5de5\u5177\u5305\u6765\u6ee1\u8db3\u8fd9\u4e9b\u9700\u6c42\u3002<\/p>\n<p>\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u5411\u60a8\u5c55\u793a\u4e00\u79cd\u6846\u67b6\uff0c\u7528\u4e8e\u4e3a\u60a8\u7684\u751f\u6210\u578b\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u786e\u5b9a\u548c\u4f18\u5148\u8003\u8651\u6218\u7565\u91cd\u70b9\u9886\u57df\u3002\u6211\u4eec\u8fd8\u5c06\u63a2\u7d22\u4e00\u4e9b\u6d41\u884c\u7684\u4f18\u5316\u65b9\u6cd5\uff0c\u5e76\u8ba8\u8bba\u5b83\u4eec\u5404\u81ea\u7684\u72ec\u7279\u4f18\u52bf\u3001\u7406\u60f3\u7684\u5e94\u7528\u7a0b\u5e8f\u4ee5\u53ca\u5728\u6ee1\u8db3\u5e94\u7528\u7a0b\u5e8f\u9700\u6c42\u65b9\u9762\u7684\u6743\u8861\u3002\u901a\u8fc7\u4ee5\u660e\u786e\u7684\u5546\u4e1a\u76ee\u6807\u4e3a\u6307\u5bfc\u7684\u6b63\u786e\u4f18\u5316\u6218\u7565\uff0c\u516c\u53f8\u4fbf\u53ef\u4ee5\u5f00\u53d1\u5b9a\u5236\u7684\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\uff0c\u5e73\u8861\u5bf9\u5176\u6210\u529f\u81f3\u5173\u91cd\u8981\u7684\u4f18\u5148\u4e8b\u9879\u3002\u63a5\u4e0b\u6765\uff0c\u5c31\u8ba9\u6211\u4eec\u4e00\u8d77\u5f00\u59cb\u8fd9\u4e00\u63a2\u7d22\u5427\uff01<\/p>\n<h2>\u8bc4\u4f30\u4e1a\u52a1\u9700\u6c42\u548c\u9650\u5236\u7684\u6846\u67b6<\/h2>\n<p>\u4e3a\u4e86\u6709\u6548\u5730\u8c03\u6574\u4f18\u5316LLM\u7684\u7b56\u7565\uff0c\u4ea7\u54c1\u56e2\u961f\u5e94\u8be5\u4ece\u6df1\u5165\u4e86\u89e3\u4e1a\u52a1\u76ee\u6807\u548c\u8fd0\u8425\u9650\u5236\u5f00\u59cb\u3002\u4e3a\u60a8\u7684\u4e1a\u52a1\u573a\u666f\u8bc4\u4f30\u5e76\u786e\u5b9a\u4ee5\u4e0b\u5173\u952e\u7ef4\u5ea6\u7684\u4f18\u5148\u7ea7\uff1a<\/p>\n<p><img data-dominant-color=\"e8e8e8\" data-has-transparency=\"false\" style=\"--dominant-color: #e8e8e8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20122\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407103709-300x158-1.png\" width=\"300\" height=\"158\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407103709-300x158-1.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407103709-300x158-1-150x79.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<h3>1.\u7ee9\u6548\u76ee\u6807<\/h3>\n<p><strong>\uff08Performance Goal\uff09<\/strong>\uff1a\u5b9a\u4e49\u4eba\u5de5\u667a\u80fd\u9700\u8981\u5b9e\u73b0\u7684\u7ee9\u6548\u6307\u6807\u548c\u6c34\u5e73\u3002\u8fd9\u53ef\u4ee5\u662f\u4e8b\u5b9e\u51c6\u786e\u6027\u3001\u4e0e\u4eba\u7c7b\u4ef7\u503c\u89c2\u7684\u4e00\u81f4\u6027\u6216\u5176\u4ed6\u7279\u5b9a\u4efb\u52a1\u6307\u6807\u7684\u7ec4\u5408\u3002<\/p>\n<p>\u9700\u8981\u8003\u8651\u7684\u95ee\u9898\uff1a\u8861\u91cf\u7ee9\u6548\u7684\u6700\u4f73\u7ef4\u5ea6\u662f\u4ec0\u4e48\uff1f\u53ef\u63a5\u53d7\u7684\u6700\u4f4e\u6027\u80fd\u6807\u51c6\u662f\u591a\u5c11\uff1f\u60a8\u6240\u5728\u884c\u4e1a\u7684\u6027\u80fd\u5982\u4f55\u4e0e\u7528\u6237\u671f\u671b\u4fdd\u6301\u4e00\u81f4\uff1f<\/p>\n<h3>2.\u5ef6\u8fdf\u76ee\u6807<\/h3>\n<p><strong>\uff08Latency Targets\uff09<\/strong>\uff1a\u786e\u5b9a\u5e94\u7528\u7a0b\u5e8f\u80fd\u591f\u627f\u53d7\u7684\u6700\u957f\u54cd\u5e94\u65f6\u95f4\uff0c\u800c\u4e0d\u4f1a\u5bf9\u7528\u6237\u4f53\u9a8c\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\u3002\u5f53LLM\u90e8\u7f72\u5728\u65f6\u95f4\u654f\u611f\u6216\u8d44\u6e90\u53d7\u9650\u7684\u573a\u666f\uff08\u4f8b\u5982\uff0c\u8bed\u97f3\u52a9\u624b\u3001\u8fb9\u7f18\u8bbe\u5907\uff09\u4e2d\u65f6\uff0c\u8fd9\u4e00\u70b9\u53ef\u80fd\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n<p>\u9700\u8981\u8003\u8651\u7684\u95ee\u9898\uff1a\u5ef6\u8fdf\u5982\u4f55\u5f71\u54cd\u7528\u6237\u6ee1\u610f\u5ea6\u548c\u4fdd\u7559\u7387\uff1f\u54cd\u5e94\u65f6\u95f4\u7684\u884c\u4e1a\u6807\u51c6\u662f\u4ec0\u4e48\uff1f<\/p>\n<h3>3.\u6210\u672c\u6548\u7387<\/h3>\n<p><strong>\uff08Cost Efficiency\uff09<\/strong>\uff1a\u6839\u636e\u9884\u671fROI\uff08\u6295\u8d44\u56de\u62a5\u7387\uff09\u8bc4\u4f30\u4eba\u5de5\u667a\u80fd\u7684\u8fd0\u8425\u6210\u672c\u3002\u5f53\u66f4\u9ad8\u7684\u521d\u59cb\u6210\u672c\u5e26\u6765\u53ef\u89c2\u7684\u8282\u7ea6\u3001\u6536\u5165\u589e\u957f\u6216\u8d85\u8fc7\u6295\u8d44\u7684\u6218\u7565\u6548\u76ca\u65f6\uff0c\u8fd9\u4e9b\u6210\u672c\u53ef\u80fd\u662f\u5408\u7406\u7684\u3002<\/p>\n<p>\u9700\u8981\u8003\u8651\u7684\u95ee\u9898\uff1aLLM\u7684\u8fd0\u8425\u6210\u672c\u5982\u4f55\u5f71\u54cd\u60a8\u7684\u9884\u7b97\uff1f\u6295\u8d44\u56de\u62a5\u7387\u4e0e\u4eba\u5de5\u667a\u80fd\u90e8\u7f72\u6210\u672c\u76f8\u6bd4\u5982\u4f55\uff1f<\/p>\n<h3>4.\u53ef\u89e3\u91ca\u6027\u548c\u4fe1\u4efb<\/h3>\n<p><strong>\uff08Explainability &amp; Trust\uff09<\/strong>\uff1a\u786e\u5b9a\u662f\u5426\u9700\u8981\u786e\u4fdd\u4eba\u5de5\u667a\u80fd\u51b3\u7b56\u6613\u4e8e\u88ab\u7528\u6237\u7406\u89e3\uff0c\u8fd9\u5bf9\u4e8e\u5efa\u7acb\u4fe1\u4efb\u81f3\u5173\u91cd\u8981\uff0c\u5c24\u5176\u662f\u5728\u76d1\u7ba1\u8981\u6c42\u4e25\u683c\u7684\u9886\u57df\u3002<\/p>\n<p>\u9700\u8981\u8003\u8651\u7684\u95ee\u9898\uff1a\u60a8\u6240\u5728\u7684\u884c\u4e1a\u662f\u5426\u53d7\u5230\u76d1\u7ba1\uff0c\u8981\u6c42\u4eba\u5de5\u667a\u80fd\u51b3\u7b56\u7684\u900f\u660e\u5ea6\uff1f\u53ef\u89e3\u91ca\u6027\u5982\u4f55\u5f71\u54cd\u7528\u6237\u7684\u4fe1\u4efb\u548c\u91c7\u7528\uff1f<\/p>\n<h3>5.\u5916\u90e8\u77e5\u8bc6<\/h3>\n<p><strong>\uff08<\/strong><strong>External Knowledge\uff09<\/strong>\uff1a\u8bc4\u4f30\u60a8\u7684\u4eba\u5de5\u667a\u80fd\u662f\u5426\u9700\u8981\u8bbf\u95ee\u5916\u90e8\u6570\u636e\u6e90\u4ee5\u4fdd\u6301\u76f8\u5173\u6027\u5e76\u63d0\u4f9b\u51c6\u786e\u7684\u54cd\u5e94\u3002<\/p>\n<p>\u9700\u8981\u8003\u8651\u7684\u95ee\u9898\uff1a\u60a8\u7684\u4eba\u5de5\u667a\u80fd\u662f\u5426\u9700\u8981\u5b9e\u65f6\u6570\u636e\u6765\u505a\u51fa\u51b3\u7b56\uff1f<\/p>\n<h3>6.\u6570\u636e\u53ef\u7528\u6027<\/h3>\n<p><strong>\uff08Data Availability\uff09<\/strong>\uff1a\u53ef\u7528\u4e8e\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u7684\u6570\u636e\u7684\u6027\u8d28\u548c\u6570\u91cf\u53ef\u80fd\u4f1a\u5e7f\u6cdb\u5f71\u54cd\u4f18\u5316\u7b56\u7565\u3002<\/p>\n<p>\u9700\u8981\u8003\u8651\u7684\u95ee\u9898\uff1a\u60a8\u662f\u5426\u53ef\u4ee5\u8bbf\u95ee\u5927\u578b\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0c\u6216\u8005\u662f\u5426\u9700\u8981\u4f7f\u7528\u5408\u6210\u6216\u589e\u5f3a\u7684\u6570\u636e\uff1f\u60a8\u9700\u8981\u591a\u4e45\u66f4\u65b0\u4e00\u6b21\u8bad\u7ec3\u6570\u636e\u4ee5\u4fdd\u6301\u4eba\u5de5\u667a\u80fd\u7684\u76f8\u5173\u6027\uff1f<\/p>\n<p>\u4e0b\u8868\u6982\u8ff0\u4e86\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u7684\u4e09\u4e2a\u4e0d\u540c\u7528\u4f8b\uff0c\u5e76\u5bf9\u6846\u67b6\u5185\u6bcf\u4e2a\u7ef4\u5ea6\u7684\u4f18\u5148\u7ea7\u8fdb\u884c\u4e86\u76f8\u5e94\u8bc4\u4f30\uff1a<\/p>\n<p><img data-dominant-color=\"d9e8d8\" data-has-transparency=\"false\" style=\"--dominant-color: #d9e8d8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20123\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407103936-246x300-1.png\" width=\"246\" height=\"300\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407103936-246x300-1.png 246w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407103936-246x300-1-123x150.png 123w\" sizes=\"auto, (max-width: 246px) 100vw, 246px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u6b63\u5982\u60a8\u4ece\u4e0a\u8868\u4e2d\u6240\u770b\u5230\u7684\uff0c\u4f18\u5148\u7ea7\u548c\u7ea6\u675f\u5728\u4e0d\u540c\u7684\u7528\u4f8b\u4e2d\u53ef\u80fd\u6709\u5f88\u5927\u7684\u5dee\u5f02\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u8003\u8651\u4e00\u5bb6\u65e8\u5728\u5f00\u53d1\u5ba2\u6237\u652f\u6301\u804a\u5929\u673a\u5668\u4eba\u4ee5\u51cf\u8f7b\u5458\u5de5\u5de5\u4f5c\u91cf\u7684\u516c\u53f8\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u51c6\u786e\u6027\u6027\u80fd\u548c\u5916\u90e8\u6570\u636e\u96c6\u6210\u662f\u4f18\u5148\u9700\u8981\u8003\u8651\u7684\u4e8b\u9879\uff0c\u4ee5\u4fbf\u63d0\u4f9b\u65e2\u6b63\u786e\u53c8\u6700\u53ca\u65f6\u7684\u54cd\u5e94\u3002\u867d\u7136\u5ef6\u8fdf\u5177\u6709\u4e00\u5b9a\u7684\u610f\u4e49\uff0c\u4f46\u7528\u6237\u53ef\u80fd\u613f\u610f\u5bb9\u5fcd\u77ed\u6682\u7684\u5ef6\u8fdf\u3002\u901a\u5e38\uff0c\u8fd9\u6837\u7684\u516c\u53f8\u53ef\u4ee5\u8bbf\u95ee\u53ef\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u7684\u975e\u5e38\u5e7f\u6cdb\u7684\u6863\u6848\u2014\u2014\u8fd9\u4e9b\u6570\u636e\u90fd\u662f\u4e0e\u8001\u5ba2\u6237\u4ea4\u4e92\u8fc7\u7a0b\u4ea7\u751f\u7684\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4eba\u5de5\u667a\u80fd\u5728\u8bc4\u4f30\u8f6f\u4ef6\u4ee3\u7801\u8d28\u91cf\u548c\u98ce\u9669\u65b9\u9762\u7684\u5173\u952e\u5e94\u7528\u9700\u8981\u66f4\u52a0\u5173\u6ce8\u4eba\u5de5\u667a\u80fd\u89c1\u89e3\u7684\u4e8b\u5b9e\u51c6\u786e\u6027\u548c\u53ef\u89e3\u91ca\u6027\uff0c\u8fd9\u901a\u5e38\u662f\u7531\u4e8e\u6f5c\u5728\u7684\u9519\u8bef\u540e\u679c\u6240\u81f4\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6210\u672c\u548c\u5ef6\u8fdf\u5c31\u6210\u4e3a\u6b21\u8981\u8003\u8651\u56e0\u7d20\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u6b64\u7528\u4f8b\u53ef\u80fd\u53d7\u76ca\u4e8e\u5916\u90e8\u6570\u636e\u96c6\u6210\uff0c\u5e76\u4e14\u8fd9\u901a\u5e38\u9762\u4e34\u4e30\u5bcc\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u53ef\u7528\u6027\u65b9\u9762\u7684\u9650\u5236\u3002<\/p>\n<p>\u5982\u679c\u5bf9\u4e0e\u7528\u4f8b\u76f8\u5173\u7684\u6218\u7565\u4f18\u5148\u7ea7\u548c\u9650\u5236\u6709\u6df1\u5165\u7684\u4e86\u89e3\uff0c\u5c31\u53ef\u4ee5\u5e2e\u52a9\u56e2\u961f\u5236\u5b9a\u91cf\u8eab\u5b9a\u5236\u7684\u6218\u7565\u6765\u4f18\u5316LLM\uff0c\u4ee5\u6ee1\u8db3\u7528\u6237\u7684\u72ec\u7279\u9700\u6c42\u3002<\/p>\n<h2>\u6df1\u5165\u7814\u7a76LLM\u4f18\u5316\u6280\u672f<\/h2>\n<p>\u672c\u8282\u5c06\u6df1\u5165\u7814\u7a76\u5404\u79cd\u4f18\u5316\u6280\u672f\uff0c\u5f3a\u8c03\u5b83\u4eec\u7684\u76ee\u6807\u3001\u7406\u60f3\u7684\u4f7f\u7528\u573a\u666f\u548c\u56fa\u6709\u7684\u6743\u8861\uff0c\u7279\u522b\u662f\u5728\u5e73\u8861\u4e0a\u8ff0\u4e1a\u52a1\u76ee\u6807\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n<p>\u6280\u672f\u8868\u683c\u7ec6\u5206\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<p><img data-dominant-color=\"e8e8e9\" data-has-transparency=\"false\" style=\"--dominant-color: #e8e8e9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20124\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407104259-181x300-1.png\" width=\"181\" height=\"300\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407104259-181x300-1.png 181w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240407104259-181x300-1-91x150.png 91w\" sizes=\"auto, (max-width: 181px) 100vw, 181px\" \/><\/p>\n<h3>1.\u63d0\u793a\u5de5\u7a0b \uff08Prompt Engineering\uff09<\/h3>\n<p>\u6267\u884c\u590d\u6742\u5ea6\uff1a\u4f4e<\/p>\n<p>\u4f55\u65f6\u4f7f\u7528\uff1a\u9002\u7528\u4e8e\u5728\u4e0d\u6539\u53d8\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\u63d0\u9ad8\u54cd\u5e94\u65f6\u95f4\u4e0e\u8fc5\u901f\u6539\u8fdb\u3002\u5728\u5c1d\u8bd5\u66f4\u590d\u6742\u7684\u4f18\u5316\u65b9\u6cd5\u4e4b\u524d\uff0c\u53ef\u4ee5\u5148\u4ece\u8fd9\u9879\u6280\u672f\u5f00\u59cb\uff0c\u4ece\u800c\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u9700\u8981\u4ed8\u51fa\u7684\u4ee3\u4ef7\uff1a\u63d0\u793a\u5de5\u7a0b\u5305\u62ec\u4ee5\u4e00\u79cd\u80fd\u591f\u83b7\u5f97\u6240\u9700\u8f93\u51fa\u7684\u65b9\u5f0f\uff0c\u7cbe\u5fc3\u5236\u4f5c\u5bf9\u6a21\u578b\u7684\u8f93\u5165\u67e5\u8be2\u3002\u5b83\u9700\u8981\u4e86\u89e3\u6a21\u578b\u5982\u4f55\u54cd\u5e94\u4e0d\u540c\u7c7b\u578b\u7684\u6307\u4ee4\uff0c\u4f46\u4e0d\u9700\u8981\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u6216\u66f4\u6539\u5176\u4f53\u7cfb\u7ed3\u6784\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ea\u662f\u4f18\u5316\u4e86\u73b0\u6709\u6a21\u578b\u8bbf\u95ee\u548c\u5e94\u7528\u5176\u9884\u5148\u8bad\u7ec3\u7684\u77e5\u8bc6\u7684\u65b9\u5f0f\uff0c\u5e76\u6ca1\u6709\u589e\u5f3a\u6a21\u578b\u7684\u5185\u5728\u80fd\u529b\u3002<\/p>\n<p>\u201c\u8fd9\u5c31\u50cf\u8c03\u6574\u4f60\u5411\u77e5\u8bc6\u6e0a\u535a\u7684\u670b\u53cb\u63d0\u95ee\u7684\u65b9\u5f0f\uff0c\u4ee5\u83b7\u5f97\u5c3d\u53ef\u80fd\u597d\u7684\u7b54\u6848\u3002\u201d<\/p>\n<h4>\u793a\u4f8b\uff1a<\/h4>\n<ul data-id=\"u738a58b-AHNl7N33\">\n<li data-id=\"ld70c578-FcDNZQdb\">\u8981\u6c42\u8bed\u8a00\u6a21\u578b\u201c\u4ee5\u838e\u58eb\u6bd4\u4e9a\u7684\u98ce\u683c\u5199\u8bd7\uff08Write a poem in the style of Shakespeare\uff09\u201d\u4e0e\u201c\u5199\u8bd7\uff08Write a poem\uff09\u201d\uff0c\u4ee5\u7279\u5b9a\u7684\u6587\u5b66\u98ce\u683c\u5f15\u53d1\u53cd\u5e94\u3002<\/li>\n<li data-id=\"ld70c578-5ZjBiCVe\">\u63d0\u4f9b\u4e00\u4e2a\u8be6\u7ec6\u7684\u573a\u666f\uff0c\u63d0\u793a\u5bf9\u8bdd\u5f0f\u4eba\u5de5\u667a\u80fd\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u4e86\u89e3\u5176\u4f5c\u4e3a\u5ba2\u6237\u670d\u52a1\u4ee3\u7406\u7684\u89d2\u8272\u3002<\/li>\n<\/ul>\n<h4>\u5229\u5f0a \u6743\u8861\uff1a<\/h4>\n<p>\u8bd5\u9519\uff1a\u8bbe\u8ba1\u6700\u6709\u6548\u7684\u63d0\u793a\u9700\u8981\u591a\u6b21\u8fed\u4ee3\uff0c\u56e0\u4e3a\u63d0\u793a\u548c\u4eba\u5de5\u667a\u80fd\u8f93\u51fa\u4e4b\u95f4\u7684\u5173\u7cfb\u5e76\u4e0d\u603b\u662f\u76f4\u89c2\u7684\u3002<\/p>\n<p>\u8f93\u51fa\u8d28\u91cf\uff1a\u8f93\u51fa\u7684\u8d28\u91cf\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u63d0\u793a\u7684\u8bbe\u8ba1\uff0c\u5e76\u4e14\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5b9e\u73b0\u7684\u6539\u8fdb\u7a0b\u5ea6\u4e5f\u662f\u6709\u9650\u7684\u3002<\/p>\n<h3>2.\u5fae\u8c03 \uff08Fine-Tuning\uff09<\/h3>\n<p>\u6267\u884c\u590d\u6742\u6027\uff1a\u4e2d\u7b49<\/p>\n<p>\u4f55\u65f6\u4f7f\u7528\uff1a\u5f53\u60a8\u9700\u8981\u6a21\u578b\u9002\u5e94\u57fa\u7840\u9884\u8bad\u7ec3\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u5f88\u597d\u5730\u6db5\u76d6\u7279\u5b9a\u7684\u9886\u57df\u6216\u4efb\u52a1\u65f6\uff0c\u5e94\u8003\u8651\u8fdb\u884c\u5fae\u8c03\u3002\u8fd9\u662f\u671d\u7740\u63d0\u9ad8\u7279\u5b9a\u9886\u57df\u7684\u51c6\u786e\u6027\u548c\u521b\u5efa\u4e00\u4e2a\u53ef\u4ee5\u5904\u7406\u7279\u5b9a\u9886\u57df\u6570\u636e\u548c\u672f\u8bed\u7684\u66f4\u4e13\u4e1a\u7684\u6a21\u578b\u8fc8\u51fa\u7684\u4e00\u6b65\u3002<\/p>\n<p>\u9700\u8981\u4ed8\u51fa\u7684\u4ee3\u4ef7\uff1a\u5fae\u8c03\u662f\u5728\u4ee3\u8868\u76ee\u6807\u4efb\u52a1\u6216\u9886\u57df\u7684\u65b0\u6570\u636e\u96c6\u4e0a\u7ee7\u7eed\u8bad\u7ec3\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u8fc7\u7a0b\u3002\u8fd9\u4e2a\u65b0\u7684\u6570\u636e\u96c6\u7531\u8f93\u5165\u8f93\u51fa\u5bf9\u7ec4\u6210\uff0c\u5b83\u4eec\u63d0\u4f9b\u4e86\u6240\u9700\u884c\u4e3a\u7684\u793a\u4f8b\u3002\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u66f4\u65b0\u6a21\u578b\u7684\u6743\u91cd\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u65b0\u6570\u636e\u96c6\u4e0a\u7684\u635f\u5931\uff0c\u4ece\u800c\u6709\u6548\u5730\u4f7f\u6a21\u578b\u9002\u5e94\u65b0\u7684\u9886\u57df\u3002<\/p>\n<p>\u201c\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u7ed9\u4f60\u7684\u670b\u53cb\u4e0a\u4e00\u5802\u5173\u4e8e\u4f60\u5e0c\u671b\u4ed6\u4eec\u6210\u4e3a\u4e13\u5bb6\u7684\u4e3b\u9898\u7684\u901f\u6210\u8bfe\u7a0b\uff1b\u5411\u4ed6\u4eec\u5c55\u793a\u6d4b\u8bd5\u4e2d\u53ef\u80fd\u51fa\u73b0\u7684\u591a\u4e2a\u95ee\u9898\u793a\u4f8b\u4ee5\u53ca\u4ed6\u4eec\u5e94\u8be5\u56de\u7b54\u7684\u6837\u672c\u7b54\u6848\u3002\u201d<\/p>\n<h4>\u793a\u4f8b\uff1a<\/h4>\n<p>\u901a\u7528\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5bf9\u6cd5\u5f8b\u6587\u6863\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u63d0\u9ad8\u5176\u5ba1\u67e5\u6b64\u7c7b\u6587\u6863\u7684\u6027\u80fd\u3002<\/p>\n<p>\u56fe\u50cf\u8bc6\u522b\u6a21\u578b\u53ef\u4ee5\u4e0e\u533b\u5b66\u6210\u50cf\u6570\u636e\u96c6\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u66f4\u597d\u5730\u8bc6\u522bX\u5c04\u7ebf\u6216MRI\u4e2d\u7684\u7279\u5b9a\u75be\u75c5\u3002<\/p>\n<h4>\u5229\u5f0a \u6743\u8861\uff1a<\/h4>\n<p>\u6570\u636e\u8981\u6c42\uff1a\u5fae\u8c03\u9700\u8981\u4e00\u4e2a\u4e0e\u4efb\u52a1\u76f8\u5173\u7684\u6807\u8bb0\u6570\u636e\u96c6\uff0c\u521b\u5efa\u8be5\u6570\u636e\u96c6\u53ef\u80fd\u9700\u8981\u8017\u8d39\u5927\u91cf\u8d44\u6e90\u3002<\/p>\n<p>\u8fc7\u5ea6\u62df\u5408\u98ce\u9669\uff1a\u5b58\u5728\u6a21\u578b\u5bf9\u5fae\u8c03\u6570\u636e\u8fc7\u4e8e\u4e13\u4e1a\u5316\u7684\u6f5c\u5728\u98ce\u9669\uff0c\u8fd9\u53ef\u80fd\u4f1a\u964d\u4f4e\u5176\u63a8\u5e7f\u5230\u5176\u4ed6\u4e0a\u4e0b\u6587\u6216\u6570\u636e\u96c6\u7684\u80fd\u529b\u3002<\/p>\n<h3>3.\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09<\/h3>\n<p>\u6267\u884c\u590d\u6742\u6027\uff1a\u9ad8<\/p>\n<p>\u4f55\u65f6\u4f7f\u7528\uff1a\u5f53\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u9700\u8981\u8bbf\u95ee\u548c\u6574\u5408\u5916\u90e8\u4fe1\u606f\u4ee5\u751f\u6210\u54cd\u5e94\u65f6\uff0c\u5e94\u8003\u8651\u4f7f\u7528RAG\u3002\u5f53\u671f\u671b\u6a21\u578b\u63d0\u4f9b\u672a\u5305\u542b\u5728\u5176\u9884\u5148\u8bad\u7ec3\u7684\u77e5\u8bc6\u5e93\u4e2d\u7684\u6700\u65b0\u6216\u9ad8\u5ea6\u7279\u5b9a\u7684\u4fe1\u606f\u65f6\uff0c\u8fd9\u4e00\u70b9\u5c24\u5176\u91cd\u8981\u3002<\/p>\n<p>\u9700\u8981\u4ed8\u51fa\u7684\u4ee3\u4ef7\uff1aRAG\u5c06LLM\u7684\u751f\u6210\u80fd\u529b\u4e0e\u68c0\u7d22\u7cfb\u7edf\u76f8\u7ed3\u5408\u3002\u68c0\u7d22\u7cfb\u7edf\u67e5\u8be2\u6570\u636e\u5e93\u3001\u77e5\u8bc6\u5e93\u6216\u4e92\u8054\u7f51\u4ee5\u67e5\u627e\u4e0e\u8f93\u5165\u63d0\u793a\u76f8\u5173\u7684\u4fe1\u606f\u3002\u7136\u540e\uff0c\u5c06\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u63d0\u4f9b\u7ed9\u8bed\u8a00\u6a21\u578b\uff0c\u8bed\u8a00\u6a21\u578b\u7ed3\u5408\u4e86\u8be5\u4e0a\u4e0b\u6587\u4ee5\u751f\u6210\u66f4\u4e30\u5bcc\u3001\u66f4\u51c6\u786e\u7684\u54cd\u5e94\u3002\u901a\u8fc7\u5f15\u7528RAG\u7cfb\u7edf\u7528\u4e8e\u751f\u6210\u54cd\u5e94\u7684\u6765\u6e90\uff0c\u751f\u6210\u578b\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u589e\u5f3a\u5bf9\u7528\u6237\u7684\u89e3\u91ca\u80fd\u529b\u3002<\/p>\n<p>\u5728\u672a\u6765\u51e0\u5e74\uff0c\u968f\u7740\u8d8a\u6765\u8d8a\u591a\u7684\u4ea7\u54c1\u5bfb\u6c42\u5229\u7528\u5176\u6700\u65b0\u7684\u5546\u4e1a\u6570\u636e\u4e3a\u5ba2\u6237\u91cf\u8eab\u5b9a\u5236\u4f53\u9a8c\uff0c\u8fd9\u79cd\u4f18\u5316\u6280\u672f\u9884\u8ba1\u5c06\u5e7f\u53d7\u6b22\u8fce\u3002<\/p>\n<p>\u201c\u8fd9\u5c31\u50cf\u4f60\u7684\u670b\u53cb\u53ef\u4ee5\u5728\u7f51\u4e0a\u67e5\u627e\u4fe1\u606f\uff0c\u56de\u7b54\u4ed6\u4eec\u76f4\u63a5\u4e13\u4e1a\u77e5\u8bc6\u4e4b\u5916\u7684\u95ee\u9898\u3002\u8fd9\u662f\u4e00\u79cd\u5f00\u5377\u8003\u8bd5\u3002\u201d<\/p>\n<h4>\u793a\u4f8b\uff1a<\/h4>\n<p>\u5728\u57fa\u4e8eRAG\u7684\u5728\u7ebf\u804a\u5929\u673a\u5668\u4eba\u4e2d\uff0c\u68c0\u7d22\u5668\u53ef\u4ee5\u4ece\u6570\u636e\u5e93\u6216\u4e92\u8054\u7f51\u4e2d\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\uff0c\u4ee5\u63d0\u4f9b\u6700\u65b0\u7b54\u6848\u3002<\/p>\n<p>\u5bb6\u5ead\u4f5c\u4e1a\u52a9\u7406AI\u53ef\u4ee5\u4f7f\u7528RAG\u83b7\u53d6\u6700\u65b0\u7684\u79d1\u5b66\u6570\u636e\uff0c\u4ee5\u56de\u7b54\u5b66\u751f\u5173\u4e8e\u6c14\u5019\u53d8\u5316\u7684\u95ee\u9898\u3002<\/p>\n<h4>\u5229\u5f0a \u6743\u8861\uff1a<\/h4>\n<p>\u590d\u6742\u7684\u5b9e\u73b0\uff1aRAG\u7cfb\u7edf\u9700\u8981\u4e00\u4e2a\u96c6\u6210\u826f\u597d\u7684\u68c0\u7d22\u7cfb\u7edf\uff0c\u8fd9\u5728\u8bbe\u7f6e\u548c\u7ef4\u62a4\u65b9\u9762\u53ef\u80fd\u5177\u6709\u6311\u6218\u6027\u3002<\/p>\n<p>\u4fe1\u606f\u8d28\u91cf\uff1a\u751f\u6210\u7684\u56de\u590d\u7684\u6709\u7528\u6027\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002\u5982\u679c\u68c0\u7d22\u7cfb\u7edf\u7684\u6765\u6e90\u8fc7\u65f6\u6216\u4e0d\u6b63\u786e\uff0c\u5219\u56de\u590d\u5c06\u53cd\u6620\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u54cd\u5e94\u65f6\u95f4\u6162\uff1a\u4ece\u5916\u90e8\u6e90\u68c0\u7d22\u4fe1\u606f\u4ee5\u751f\u6210\u54cd\u5e94\u53ef\u80fd\u4f1a\u589e\u52a0\u5ef6\u8fdf\u3002<\/p>\n<h3>4.\u4ece\u4eba\u7684\u53cd\u9988\u4e2d\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09<\/h3>\n<p>\u6267\u884c\u590d\u6742\u6027\uff1a\u975e\u5e38\u9ad8<\/p>\n<p>\u4f55\u65f6\u4f7f\u7528\uff1a\u5f53\u6a21\u578b\u7684\u8f93\u51fa\u9700\u8981\u4e0e\u590d\u6742\u7684\u4eba\u7c7b\u5224\u65ad\u548c\u504f\u597d\u7d27\u5bc6\u4e00\u81f4\u65f6\uff0c\u5e94\u4f7f\u7528RLHF\u3002<\/p>\n<p>\u9700\u8981\u4ed8\u51fa\u7684\u4ee3\u4ef7\uff1aRLHF\u662f\u4e00\u79cd\u590d\u6742\u7684\u5f3a\u5316\u5b66\u4e60\u6280\u672f\uff0c\u901a\u8fc7\u5c06\u4eba\u7c7b\u8bc4\u4f30\u76f4\u63a5\u7eb3\u5165\u8bad\u7ec3\u8fc7\u7a0b\u6765\u7ec6\u5316\u6a21\u578b\u7684\u884c\u4e3a\u3002\u8be5\u8fc7\u7a0b\u901a\u5e38\u5305\u62ec\u4ece\u4eba\u5de5\u64cd\u4f5c\u5458\u90a3\u91cc\u6536\u96c6\u6570\u636e\uff0c\u64cd\u4f5c\u5458\u6839\u636e\u5404\u79cd\u8d28\u91cf\u6307\u6807\uff08\u5982\u76f8\u5173\u6027\u3001\u6709\u7528\u6027\u3001\u8bed\u6c14\u7b49\uff09\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u8f93\u51fa\u8fdb\u884c\u6392\u540d\u3002\u7136\u540e\uff0c\u8fd9\u4e9b\u6570\u636e\u4fe1\u53f7\u88ab\u7528\u4e8e\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u6307\u5bfc\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\uff0c\u4ee5\u4ea7\u751f\u66f4\u7b26\u5408\u4eba\u7c7b\u504f\u597d\u7684\u8f93\u51fa\u3002<\/p>\n<p>\u201c\u8fd9\u7c7b\u4f3c\u4e8e\u4f60\u7684\u670b\u53cb\u4ece\u8fc7\u53bb\u7684\u5bf9\u8bdd\u4e2d\u5b66\u4e60\u662f\u4ec0\u4e48\u8ba9\u8ba8\u8bba\u53d8\u5f97\u6109\u5feb\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u77e5\u8bc6\u6765\u6539\u5584\u672a\u6765\u7684\u4e92\u52a8\u3002\u201d<\/p>\n<h4>\u793a\u4f8b\uff1a<\/h4>\n<p>\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u53ef\u4ee5\u4f7f\u7528RLHF\u6765\u8bad\u7ec3\u4e00\u4e2a\u5ba1\u6838\u673a\u5668\u4eba\uff0c\u8be5\u673a\u5668\u4eba\u4e0d\u4ec5\u53ef\u4ee5\u8bc6\u522b\u4e0d\u5408\u9002\u7684\u5185\u5bb9\uff0c\u8fd8\u53ef\u4ee5\u4ee5\u5efa\u8bbe\u6027\u548c\u5bf9\u4e0a\u4e0b\u6587\u654f\u611f\u7684\u65b9\u5f0f\u5bf9\u7528\u6237\u505a\u51fa\u56de\u5e94\u3002<\/p>\n<p>\u53ef\u4ee5\u4f7f\u7528RLHF\u5bf9\u865a\u62df\u52a9\u7406\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u63d0\u4f9b\u5bf9\u7528\u6237\u8bf7\u6c42\u7684\u66f4\u4e2a\u6027\u5316\u548c\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u54cd\u5e94\u3002<\/p>\n<h4>\u5229\u5f0a \u6743\u8861\uff1a<\/h4>\n<p>\u9ad8\u590d\u6742\u6027\uff1aRLHF\u6d89\u53ca\u590d\u6742\u7684\u8d44\u6e90\u5bc6\u96c6\u578b\u8fc7\u7a0b\uff0c\u5305\u62ec\u4eba\u7c7b\u53cd\u9988\u6536\u96c6\u3001\u5956\u52b1\u5efa\u6a21\u548c\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n<p>\u8d28\u91cf\u98ce\u9669\uff1a\u53cd\u9988\u6570\u636e\u5b58\u5728\u504f\u5dee\u7684\u98ce\u9669\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5f71\u54cd\u6a21\u578b\u8d28\u91cf\u3002\u786e\u4fdd\u4eba\u7c7b\u53cd\u9988\u7684\u8d28\u91cf\u4e00\u81f4\u5e76\u4f7f\u5956\u52b1\u6a21\u578b\u4e0e\u671f\u671b\u7684\u7ed3\u679c\u4fdd\u6301\u4e00\u81f4\u53ef\u80fd\u5f88\u56f0\u96be\u3002<\/p>\n<h3>5.\u77e5\u8bc6\u84b8\u998f \uff08Knowledge Distillation\uff09<\/h3>\n<p>\u6267\u884c\u590d\u6742\u6027\uff1a\u4e2d\u7b49\u5230\u9ad8<\/p>\n<p>\u4f55\u65f6\u4f7f\u7528\uff1a\u5f53\u60a8\u9700\u8981\u5728\u8ba1\u7b97\u80fd\u529b\u6709\u9650\u7684\u8bbe\u5907\u4e0a\u6216\u5728\u54cd\u5e94\u65f6\u95f4\u81f3\u5173\u91cd\u8981\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u90e8\u7f72\u590d\u6742\u7684\u6a21\u578b\u65f6\uff0c\u4f1a\u4f7f\u7528\u77e5\u8bc6\u84b8\u998f\u3002<\/p>\n<p>\u9700\u8981\u4ed8\u51fa\u7684\u4ee3\u4ef7\uff1a\u8fd9\u662f\u4e00\u79cd\u538b\u7f29\u6280\u672f\uff0c\u8bad\u7ec3\u4e00\u4e2a\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u7684\u6a21\u578b\uff08\u79f0\u4e3a\u5b66\u751f\uff09\u6765\u590d\u5236\u4e00\u4e2a\u66f4\u5927\u3001\u66f4\u590d\u6742\u7684\u6a21\u578b\uff08\u6559\u5e08\uff09\u7684\u6027\u80fd\u3002\u8bad\u7ec3\u4e0d\u4ec5\u4ec5\u662f\u5b66\u4e60\u6b63\u786e\u7684\u7b54\u6848\uff08\u786c\u76ee\u6807\uff09\uff0c\u8fd8\u5305\u62ec\u5b66\u751f\u8bd5\u56fe\u4ea7\u751f\u4e0e\u8001\u5e08\u9884\u6d4b\u76f8\u4f3c\u7684\u6982\u7387\uff08\u8f6f\u76ee\u6807\uff09\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u5b66\u751f\u6a21\u578b\u80fd\u591f\u6355\u6349\u5230\u6559\u5e08\u6a21\u578b\u6240\u5b66\u5230\u7684\u7ec6\u5fae\u7684\u6a21\u5f0f\u548c\u89c1\u89e3\u3002<\/p>\n<p>\u201c\u8fd9\u7c7b\u4f3c\u4e8e\u5c06\u7ecf\u9a8c\u4e30\u5bcc\u7684\u4e13\u5bb6\u7684\u667a\u6167\u63d0\u70bc\u6210\u4e00\u672c\u7b80\u660e\u7684\u6307\u5357\uff0c\u65b0\u624b\u65e0\u9700\u591a\u5e74\u7684\u7ecf\u9a8c\u5c31\u53ef\u4ee5\u7528\u5b83\u6765\u505a\u51fa\u4e13\u5bb6\u7ea7\u7684\u51b3\u7b56\u3002\u201d<\/p>\n<h4>\u793a\u4f8b\uff1a<\/h4>\n<p>\u4e00\u4e2a\u5927\u89c4\u6a21\u7684\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u88ab\u84b8\u998f\u6210\u4e00\u4e2a\u8f83\u5c0f\u7684\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u53ef\u4ee5\u5728\u667a\u80fd\u624b\u673a\u4e0a\u9ad8\u6548\u8fd0\u884c\uff0c\u7528\u4e8e\u5b9e\u65f6\u8bed\u8a00\u7ffb\u8bd1\u3002<\/p>\n<p>\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u4e2d\u4f7f\u7528\u7684\u56fe\u50cf\u8bc6\u522b\u7cfb\u7edf\u53ef\u4ee5\u84b8\u998f\u6210\u4e00\u4e2a\u53ef\u4ee5\u5728\u6c7d\u8f66\u8f66\u8f7d\u8ba1\u7b97\u673a\u4e0a\u8fd0\u884c\u7684\u8f7b\u578b\u6a21\u578b\u3002<\/p>\n<h4>\u5229\u5f0a \u6743\u8861\uff1a<\/h4>\n<p>\u6027\u80fd\u4e0e\u89c4\u6a21\uff1a\u63d0\u53d6\u7684\u6a21\u578b\u53ef\u80fd\u5e76\u4e0d\u603b\u662f\u4e0e\u6559\u5e08\u6a21\u578b\u7684\u6027\u80fd\u76f8\u5339\u914d\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5bfc\u81f4\u51c6\u786e\u6027\u6216\u8d28\u91cf\u4e0b\u964d\u3002<\/p>\n<p>\u8bad\u7ec3\u590d\u6742\u6027\uff1a\u84b8\u998f\u8fc7\u7a0b\u975e\u5e38\u8017\u65f6\uff0c\u9700\u8981\u4ed4\u7ec6\u7684\u5b9e\u9a8c\u6765\u786e\u4fdd\u5b66\u751f\u6a21\u578b\u6709\u6548\u5730\u5b66\u4e60\u3002\u5b83\u9700\u8981\u5bf9\u6a21\u578b\u7684\u4f53\u7cfb\u7ed3\u6784\u6709\u6df1\u5165\u7684\u7406\u89e3\uff0c\u5e76\u6709\u80fd\u529b\u5c06\u77e5\u8bc6\u4ece\u4e00\u4e2a\u6a21\u578b\u8f6c\u6362\u5230\u53e6\u4e00\u4e2a\u6a21\u578b\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u6765\u770b\u4e00\u4e2a\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u793a\u4f8b\u3002<\/p>\n<h2>\u793a\u4f8b\uff1a\u5ba2\u6237\u652f\u6301 \u578b \u804a\u5929\u673a\u5668\u4eba<\/h2>\n<p>\u8ba9\u6211\u4eec\u91cd\u65b0\u5ba1\u89c6\u6784\u5efa\u5ba2\u6237\u652f\u6301\u578b\u804a\u5929\u673a\u5668\u4eba\u7684\u7528\u4f8b\uff0c\u4ee5\u51cf\u5c11\u4eba\u529b\u652f\u6301\u4eba\u5458\u7684\u5de5\u4f5c\u91cf\u3002<\/p>\n<p>\u8981\u6c42\/\u9650\u5236\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"u738a58b-IETSdKT2\">\n<li data-id=\"ld70c578-4bl7cD6N\">\u6027\u80fd\uff1a\u9ad8\u4f18\u5148\u7ea7\uff08\u5f3a\u8c03\u4e8b\u5b9e\u51c6\u786e\u6027\uff09<\/li>\n<li data-id=\"ld70c578-pLh0kTl4\">\u5916\u90e8\u77e5\u8bc6\uff1a\u9ad8\u5ea6\u4f18\u5148<\/li>\n<li data-id=\"ld70c578-68fEEUGq\">\u5ef6\u8fdf\u76ee\u6807\uff1a\u4e2d\u7b49\u4f18\u5148\u7ea7<\/li>\n<li data-id=\"ld70c578-M2D5BhSc\">\u6210\u672c\u6548\u7387\uff1a\u4f4e\u4f18\u5148\u7ea7<\/li>\n<li data-id=\"ld70c578-VkMUYXhP\">\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u4fe1\u5ea6\uff1a\u4e2d\u7b49\u4f18\u5148\u7ea7<\/li>\n<\/ul>\n<p>\u6570\u636e\u53ef\u7528\u6027\uff1a\u5145\u8db3\uff08\u8fc7\u53bb\u7684\u5bf9\u8bdd\u6570\u636e\uff09<\/p>\n<p>\u6709\u4e86\u5bf9\u4e1a\u52a1\u80cc\u666f\u548c\u4f18\u5148\u7ea7\u7684\u6e05\u6670\u7406\u89e3\uff0c\u4ea7\u54c1\u5f00\u53d1\u8005\u5c31\u53ef\u4ee5\u5236\u5b9a\u51fa\u6700\u6709\u6548\u7684\u4f18\u5316\u7b56\u7565\u3002<\/p>\n<p>LLM\u4f18\u5316\u51b3\u7b56\u6b65\u9aa4\uff1a<\/p>\n<p>\u63d0\u793a\u5de5\u7a0b\u5e94\u4f5c\u4e3a\u63d0\u9ad8\u804a\u5929\u673a\u5668\u4eba\u521d\u59cb\u7406\u89e3\u548c\u54cd\u5e94\u80fd\u529b\u7684\u7b2c\u4e00\u6b65\u3002\u7136\u800c\uff0c\u4ec5\u51ed\u8fd9\u4e00\u70b9\u4e0d\u592a\u53ef\u80fd\u6ee1\u8db3\u4e13\u4e1a\u9886\u57df\u7684\u51c6\u786e\u6027\u3002<\/p>\n<p>\u5229\u7528\u5386\u53f2\u5ba2\u6237\u5bf9\u8bdd\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5bf9\u4e8e\u63d0\u9ad8\u804a\u5929\u673a\u5668\u4eba\u7684\u51c6\u786e\u6027\u6027\u80fd\uff0c\u5e76\u4f7f\u6a21\u578b\u64c5\u957f\u5904\u7406\u7ec6\u5fae\u7684\u884c\u4e1a\u7279\u5b9a\u67e5\u8be2\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u5408\u5e76\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5bf9\u4e8e\u5411\u7528\u6237\u63d0\u4f9b\u6700\u65b0\u7684\u4ea7\u54c1\u4fe1\u606f\u548c\u76f8\u5173\u7684\u7f51\u7edc\u94fe\u63a5\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u867d\u7136\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5ef6\u8fdf\u662f\u53ef\u4ee5\u5bb9\u5fcd\u7684\uff0c\u4f46\u76d1\u63a7\u5e76\u6f5c\u5728\u5730\u4f18\u5316\u54cd\u5e94\u65f6\u95f4\u4ecd\u7136\u662f\u53ef\u53d6\u7684\u3002\u8fd9\u91cc\u7684\u4f18\u5316\u7b56\u7565\u53ef\u4ee5\u5305\u62ec\u7f13\u5b58\u5e38\u89c1\u67e5\u8be2\u4ee5\u52a0\u5feb\u54cd\u5e94\uff0c\u4ee5\u53ca\u6218\u7565\u6027\u5730\u4f7f\u7528\u5373\u65f6\u5de5\u7a0b\u6765\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u5916\u90e8\u6570\u636e\u68c0\u7d22\u3002<\/p>\n<p>\u6b63\u5982\u60a8\u6240\u770b\u5230\u7684\uff0c\u4e3a\u4e86\u6ee1\u8db3\u7528\u4f8b\u7684\u7279\u5b9a\u9700\u6c42\uff0c\u7b56\u7565\u7684\u7ec4\u5408\u901a\u5e38\u662f\u5fc5\u8981\u7684\u3002\u4f18\u5316\u7b56\u7565\u7684\u7075\u6d3b\u6027\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u9700\u6c42\u53ef\u80fd\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u53d8\u5316\uff0c\u7cfb\u7edf\u9700\u8981\u540c\u65f6\u5e73\u8861\u591a\u4e2a\u9700\u6c42\u3002<\/p>\n<h2>\u7ed3\u8bba<\/h2>\n<p>\u4e3a\u4e1a\u52a1\u7528\u4f8b\u4f18\u5316LLM\u65e2\u662f\u4e00\u95e8\u827a\u672f\uff0c\u4e5f\u662f\u4e00\u95e8\u79d1\u5b66\uff0c\u9700\u8981\u6df1\u5165\u4e86\u89e3\u5e95\u5c42\u6280\u672f\u548c\u5f53\u524d\u7684\u76ee\u6807\u3002\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u4f18\u5316\u6280\u672f\u7684\u9009\u62e9\u5c06\u53d8\u5f97\u8d8a\u6765\u8d8a\u5177\u6709\u6218\u7565\u610f\u4e49\uff0c\u4e0d\u4ec5\u4f1a\u5f71\u54cd\u5355\u4e2a\u5e94\u7528\u7a0b\u5e8f\u7684\u6027\u80fd\uff0c\u8fd8\u4f1a\u5f71\u54cd\u4eba\u5de5\u667a\u80fd\u5728\u793e\u4f1a\u4e2d\u4f5c\u7528\u7684\u6574\u4f53\u8f68\u8ff9\u3002<\/p>\n<p>\u65e0\u8bba\u60a8\u662f\u5728\u901f\u5ea6\u3001\u51c6\u786e\u6027\u3001\u6210\u672c\u8fd8\u662f\u900f\u660e\u5ea6\u65b9\u9762\u8fdb\u884c\u4f18\u5316\uff0c\u4e0a\u8ff0\u6280\u672f\u90fd\u63d0\u4f9b\u4e86\u4e00\u4e2a\u589e\u5f3aLLM\u7684\u5de5\u5177\u5305\uff0c\u4ee5\u6ee1\u8db3\u672a\u6765\u751f\u6210\u578b\u4eba\u5de5\u667a\u80fd\u5546\u4e1a\u5e94\u7528\u7a0b\u5e8f\u7684\u9700\u6c42\u3002\u901a\u8fc7\u6df1\u601d\u719f\u8651\u5730\u5e94\u7528\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u6211\u4eec\u53ef\u4ee5\u521b\u9020\u51fa\u4e0d\u4ec5\u6709\u6548\u800c\u4e14\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u8fd8\u80fd\u9002\u5e94\u7528\u6237\u7684\u7ec6\u5fae\u9700\u6c42\u3002<\/p>\n<h4>\u8bd1\u8005\u4ecb\u7ecd<\/h4>\n<p>\u6731\u5148\u5fe0\uff0c51CTO\u793e\u533a\u7f16\u8f91\uff0c51CTO\u4e13\u5bb6\u535a\u5ba2\u3001\u8bb2\u5e08\uff0c\u6f4d\u574a\u4e00\u6240\u9ad8\u6821\u8ba1\u7b97\u673a\u6559\u5e08\uff0c\u81ea\u7531\u7f16\u7a0b\u754c\u8001\u5175\u4e00\u679a\u3002<\/p>\n<p>\u539f\u6587\u6807\u9898\uff1aFramework for Optimizing Generative AI to Meet Business Needs\uff0c\u4f5c\u8005\uff1aSarthak Handa<\/p>\n<p>\u94fe\u63a5\uff1ahttps:\/\/towardsdatascience.com\/framework-for-optimizing-generative-ai-to-meet-business-needs-02ac6932d55d\u3002<\/p>\n<p>\u60f3\u4e86\u89e3\u66f4\u591aAIGC\u7684\u5185\u5bb9\uff0c\u8bf7\u8bbf\u95ee\uff1a<\/p>\n<p>51CTO AI.x\u793e\u533a<\/p>\n<p>https:\/\/www.51cto.com\/aigc\/<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_20113\" class=\"pvc_stats total_only  \" data-element-id=\"20113\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u65e8\u5728\u63a2\u8ba8\u5982\u4f55\u6253\u9020\u4e00\u79cd\u4f18\u8d28\u7684\u751f\u6210\u578b\u4eba\u5de5\u667a\u80fd\u6846\u67b6\uff0c\u4ee5\u660e\u786e\u7684\u4e1a\u52a1\u76ee\u6807\u4e3a\u6307\u5bfc\u5e76\u9009\u62e9\u6b63\u786e\u7684\u4f18\u5316\u7b56\u7565\uff0c\u4ece\u800c\u66f4\u597d\u5730\u6ee1\u8db3\u5ba2 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_20113\" class=\"pvc_stats total_only  \" data-element-id=\"20113\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":20121,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,80],"tags":[124,113,1052],"class_list":["post-20113","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-80","tag-ai","tag-113","tag-1052"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/20113","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=20113"}],"version-history":[{"count":3,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/20113\/revisions"}],"predecessor-version":[{"id":20125,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/20113\/revisions\/20125"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/20121"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=20113"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=20113"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=20113"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}