{"id":38268,"date":"2026-01-16T00:00:06","date_gmt":"2026-01-15T16:00:06","guid":{"rendered":"https:\/\/naipnews.naipo.com\/?p=38268"},"modified":"2026-01-15T13:58:08","modified_gmt":"2026-01-15T05:58:08","slug":"gen-ai%e7%94%9f%e5%9b%be%e5%be%ae%e8%b0%83%e6%a8%a1%e5%9e%8blora%e4%be%b5%e5%ae%b3%e5%8a%a8%e6%bc%ab%e8%a7%92%e8%89%b2%e7%89%88%e6%9d%83%ef%bc%8c%e6%8f%90%e4%be%9bai%e6%9c%8d%e5%8a%a1%e4%b8%9a","status":"publish","type":"post","link":"https:\/\/naipnews.naipo.com\/zh-hans\/38268\/","title":{"rendered":"Gen AI\u751f\u56fe\u5fae\u8c03\u6a21\u578bLoRA\u4fb5\u5bb3\u52a8\u6f2b\u89d2\u8272\u7248\u6743\uff0c\u63d0\u4f9bAI\u670d\u52a1\u4e1a\u8005\u6709\u8d23\u5417\uff1f\u8c08\u4e0a\u6d77\u300a\u6597\u7834\u82cd\u7a79\u300b\u6848\u4e00\u5ba1\u5224\u51b3"},"content":{"rendered":"
\"\"
\u56fe\u7247\u6765\u6e90 : shutterstock\u3001\u8fbe\u5fd7\u5f71\u50cf<\/figcaption><\/figure>\n

\u4e0a\u6d77\u4e00\u5bb6\u516c\u53f8\uff0c\u63d0\u4f9b\u4e00\u79cd\u4eba\u5de5\u667a\u80fd\u751f\u6210\uff08Gen AI\uff09\u56fe\u7247\u670d\u52a1 \u2014 \u53ef\u8ba9\u7528\u6237\u900f\u8fc7\u5c11\u91cf\u56fe\u7247\u6570\u636e\uff0c\u5373\u80fd\u5fae\u8c03\u65e2\u6709\u56fe\u50cf\u751f\u6210\u7cfb\u7edf\uff0c\u4ee5\u5b9a\u5411\u751f\u6210\u7279\u5b9a\u89d2\u8272\u6216\u98ce\u683c\uff0c\u8be5\u516c\u53f8\u5c06\u6b64\u79f0\u4e3a\u300c\u8bad\u7ec3LoRA\u300d\u3002\u4e00\u540d\u7528\u6237\u5229\u7528\u8be5\u670d\u52a1\uff0c\u8bad\u7ec3\u51fa\u4e00\u4e2a\u53ef\u751f\u6210\u7279\u5b9a\u52a8\u6f2b\u89d2\u8272\u5f62\u8c61\u7684Gen AI\u6a21\u578b\uff0c\u5e76\u5c06\u5176\u4e0a\u4f20\u4f9b\u4ed6\u4eba\u4f7f\u7528\u3002\u4e0a\u6d77\u5e02\u91d1\u5c71\u533a\u4eba\u6c11\u6cd5\u9662\uff08\u4e0b\u79f0\u4e0a\u6d77\u91d1\u5c71\u6cd5\u9662\uff09\u4e8e2025\u5e7411\u6708\u5ba3\u5224\uff0c\u7528\u6237\u7684\u884c\u4e3a\u5728\u5404\u9636\u6bb5\u90fd\u4fb5\u5bb3\u8be5\u52a8\u6f2b\u89d2\u8272\u7684\u7248\u6743\u3002\u4f46\u63d0\u4f9bGen AI\u751f\u6210\u56fe\u7247\u670d\u52a1\u7684\u516c\u53f8\u56e0\u5c3d\u5230\u901a\u77e5\u53d6\u4e0b\u4e49\u52a1\uff0c\u800c\u65e0\u5eb8\u8d1f\u8d23\u3002<\/p><\/blockquote>\n

\u52a8\u6f2b\u300a\u6597\u7834\u82cd\u7a79\u300b\u4e0e2\u4f4d\u88ab\u544a\u7684\u300c\u8bad\u7ec3LoRA\u300d\u529f\u80fd<\/span><\/p>\n

\u7384\u5e7b\u5c0f\u8bf4\u300a\u6597\u7834\u82cd\u7a79\u300b\u662f\u7531\u7b14\u540d\u4e3a\u5929\u8695\u571f\u8c46\u7684\u4f5c\u8005\u6240\u8457\uff0c\u5176\u4e2d\u7684\u5973\u4e3b\u89d2\u4e4b\u4e00\u4e3a\u7f8e\u675c\u838e\u3002\u540e\u8be5\u5c0f\u8bf4\u7ffb\u62cd\u4e3a\u52a8\u6f2b\uff0c\u7531\u9605\u6587\u96c6\u56e2[1]<\/a>\u5236\u4f5c\u51fa\u7248\uff1b\u6545\u9605\u6587\u96c6\u56e2\u5b9e\u4e3a\u300a\u6597\u7834\u82cd\u7a79\u300b\u7cfb\u5217\u52a8\u6f2b\u4e2d\u7f8e\u675c\u838e\u89d2\u8272\u5f62\u8c61\u7684\u7248\u6743\u4eba\u3002<\/p>\n

\u672c\u6848\u88ab\u544a\u4e3a\u4e00\u5bb6\u4f4d\u4e8e\u4e0a\u6d77\uff0c\u63d0\u4f9bGen AI\u56fe\u50cf\u751f\u6210\u670d\u52a1\u4e1a\u8005\uff0c\u5176\u5177\u4f53\u516c\u53f8\u540d\u79f0\u5e76\u672a\u4e8e\u5224\u51b3\u4e2d\u516c\u5f00\uff0c\u4e0b\u5747\u7b80\u79f0AI\u4e1a\u8005\u3002\u8be5\u670d\u52a1\u5e76\u975e\u81ea\u884c\u5f00\u53d1\u5b8c\u6574\u7684\u56fe\u50cf\u751f\u6210\u5927\u6a21\u578b\uff0c\u800c\u662f\u57fa\u4e8e\u4ed6\u4eba\u6240\u5f00\u53d1\u7684\u56fe\u50cf\u751f\u6210\u57fa\u7840\u6a21\u578b\uff0c\u5411\u7528\u6237\u63d0\u4f9b\u6a21\u578b\u8c03\u7528\u4e0e\u5fae\u8c03\u76f8\u5173\u4e4b\u529f\u80fd\u3002\u5176\u4e2d\uff0c\u300c\u8bad\u7ec3LoRA\u300d\u7cfb\u6307\uff1a\u7528\u6237\u5f97\u4ee5\u5c11\u91cf\u56fe\u7247\u6570\u636e\uff0c\u5bf9\u65e2\u6709\u56fe\u50cf\u751f\u6210\u57fa\u7840\u6a21\u578b\u8fdb\u884c\u4f4e\u79e9\u5fae\u8c03\uff08Low-Rank Adaptation, LoRA\uff09\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u7a33\u5b9a\u751f\u6210\u7279\u5b9a\u89d2\u8272\u3001\u4eba\u7269\u6216\u89c6\u89c9\u98ce\u683c\uff0c\u800c\u65e0\u987b\u91cd\u65b0\u8bad\u7ec3\u5b8c\u6574\u7684\u5927\u578b\u6a21\u578b\u3002<\/p>\n

\u8be5AI\u670d\u52a1\u5e76\u4e0d\u4ec5\u9650\u4e8e\u5355\u7eaf\u7684\u6a21\u578b\u8c03\u7528\u6216\u5b9e\u65f6\u751f\u6210\u5de5\u5177\uff0c\u800c\u662f\u540c\u65f6\u5177\u5907\u5e73\u53f0\u6027\u8d28\u3002\u5e73\u53f0\u4e0a\u5141\u8bb8\u7528\u6237\u4e0a\u4f20\u3001\u53d1\u5e03\u4e0e\u5206\u4eab\u5176\u81ea\u884c\u8bad\u7ec3\u4e4bLoRA\u6a21\u578b\uff0c\u5e76\u4f9d\u4e0d\u540c\u4e3b\u9898\u4e0e\u7c7b\u578b\uff08\u4f8b\u5982\u52a8\u6f2b\u89d2\u8272\uff09\u8fdb\u884c\u5206\u7c7b\u4e0e\u5c55\u793a\uff1b\u5176\u4ed6\u7528\u6237\u5219\u53ef\u76f4\u63a5\u8c03\u7528\u8be5\u7b49LoRA\u6a21\u578b\u8fdb\u884c\u5728\u7ebf\u56fe\u50cf\u751f\u6210\u3002\u900f\u8fc7\u6b64\u4e00\u673a\u5236\uff0c\u5355\u4e00LoRA\u6a21\u578b\u5f97\u4ee5\u88ab\u4e0d\u7279\u5b9a\u591a\u6570\u7528\u6237\u53cd\u590d\u4f7f\u7528\uff0c\u6301\u7eed\u751f\u6210\u76f8\u5e94\u56fe\u50cf\u5185\u5bb9[2]<\/a>\u3002<\/p>\n

\u53e6\u4e00\u540d\u88ab\u544a\u674e\u67d0\u5219\u662f\u4f7f\u7528\u4e0a\u8ff0AI\u670d\u52a1\u4e0e\u5e73\u53f0\u7684\u7528\u6237\uff0c\u5176\u622a\u53d6\u300a\u6597\u7834\u82cd\u7a79\u300b\u7cfb\u5217\u52a8\u6f2b\u4e2d\u7f8e\u675c\u838e\u5f62\u8c61\u56fe\u7247\u4e8c\u5341\u4f59\u5f20\uff0c\u4f5c\u6210\u7f8e\u675c\u838e\u56fe\u5305\u3002\u800c\u540e\uff0c\u674e\u67d0\u4f7f\u7528\u5e73\u53f0\u7684\u300c\u8bad\u7ec3LoRA\u300d\u529f\u80fd\uff0c\u5c06\u7f8e\u675c\u838e\u56fe\u5305\u4f5c\u4e3a\u8bad\u7ec3\u7d20\u6750\u6295\u5165\uff0c\u751f\u6210\u4e24\u6b3e\u7f8e\u675c\u838eLoRA\u6a21\u578b\u3002\u7ecf\u8fc7\u5e73\u53f0\u7684\u81ea\u52a8\u5ba1\u6838\uff0c\u674e\u67d0\u5c06\u300c\u7f8e\u675c\u838eLoRA\u6a21\u578b\u300d\u53d1\u5e03\u5728\u81ea\u8eab\u8d26\u53f7\u4e2d\u3002\u5176\u4ed6\u5e73\u53f0\u7528\u6237\u4f7f\u7528\u8be5\u7f8e\u675c\u838eLoRA\u6a21\u578b\u65f6\uff0c\u53ef\u4ee5\u900f\u8fc7\u8f93\u5165\u4e0d\u540c\u63d0\u793a\u8bcd\uff0c\u518d\u751f\u6210\u4e3a\u4e0e\u7f8e\u675c\u838e\u5f62\u8c61\u76f8\u540c\u6216\u5b9e\u8d28\u6027\u76f8\u4f3c\u7684\u5404\u79cd\u56fe\u7247\u3002<\/p>\n

\u539f\u544a\u4e3b\u5f20\u4e0eAI\u4e1a\u8005\u8fdb\u884c\u6297\u8fa9<\/span><\/p>\n

\u539f\u544a\u9605\u6587\u96c6\u56e2\u8ba4\u4e3a\uff0c\u300c\u7f8e\u675c\u838e\u300d\u6784\u6210\u6709\u4e00\u5b9a\u5f71\u54cd\u7684\u5546\u54c1\u540d\u79f0\uff0c\u7cfb\u4e89\u7684\u7f8e\u675c\u838eLoRA\u6a21\u578b\u80fd\u591f\u5b9a\u5411\u751f\u6210\u7f8e\u675c\u838e\u89d2\u8272\u5f62\u8c61\uff0c\u56e0\u6b64\uff0c\u88ab\u544a\u674e\u67d0\u884c\u4e3a\u6784\u6210\u4e0d\u6b63\u5f53\u7ade\u4e89[3]<\/a>\u3002\u5176\u6b21\uff0c\u539f\u544a\u5bf9\u7f8e\u675c\u838e\u89d2\u8272\u62e5\u6709\u7248\u6743\uff0c\u88ab\u544a\u674e\u67d0\u6784\u6210\u4fb5\u5bb3\u539f\u544a\u590d\u5236\u6743\u3001\u6539\u7f16\u6743\u3001\u4ee5\u53ca\u4fe1\u606f\u7f51\u7edc\u4f20\u64ad\u6743[4]<\/a>\u3002<\/p>\n

\u539f\u544a\u5bf9\u4e8e\u63d0\u4f9b\u8be5AI\u670d\u52a1\u4e1a\u8005\u7684\u5e73\u53f0\u4e0a\u5b58\u5728\u5927\u91cf\u4fb5\u72af\u539f\u544a\u7f8e\u675c\u838e\u89d2\u8272\u7248\u6743\u7684LoRA\u6a21\u578b\uff0c\u5728\u300c\u52a8\u6f2b\u4e13\u533a\u300d\u53e6\u5b58\u5728\u5927\u91cf\u6d89\u5acc\u4fb5\u5bb3\u300a\u6597\u7834\u82cd\u7a79\u300b\u5176\u4ed6\u89d2\u8272\u5f62\u8c61\u7684LoRA\u6a21\u578b\u3002\u88ab\u544aAI\u4e1a\u8005\u5bf9\u6b64\u653e\u4efb\uff0c\u6ca1\u6709\u5c3d\u5230\u7ba1\u7406\u5e73\u53f0\u7684\u8d23\u4efb[5]<\/a>\u3002<\/p>\n

\u88ab\u544aAI\u4e1a\u8005\u8fa9\u79f0\uff0c\u300c\u7f8e\u675c\u838e\u300d\u4e00\u8bcd\u4e3b\u8981\u662f\u6307\u5e0c\u814a\u795e\u8bdd\u4e2d\u7684\u86c7\u53d1\u5973\u5996\uff0c\u5e76\u975e\u539f\u544a\u72ec\u521b\uff0c\u4e0d\u5e94\u4f5c\u4e3a\u6709\u4e00\u5b9a\u5f71\u54cd\u7684\u5546\u54c1\u540d\u79f0\u4e88\u4ee5\u4fdd\u62a4\u3002\u540c\u65f6\uff0c\u88ab\u544aAI\u4e1a\u8005\u63d0\u4f9b\u7684LoRA\u6a21\u578b\u672c\u8eab\u4ee5\u53ca\u63d0\u4f9b\u300c\u8bad\u7ec3LoRA\u300d\u529f\u80fd\u4f5c\u4e3a\u6280\u672f\uff0c\u672c\u8eab\u662f\u4e2d\u6027\u7684\u3002\u4e14\u5176\u53ca\u65f6\u91c7\u53d6\u5fc5\u8981\u63aa\u65bd\uff0c\u5373\u8fdb\u884c\u4e0b\u67b6\u8be5LoRA\u6a21\u578b\uff0c\u4e5f\u53ca\u65f6\u901a\u77e5\u4e86\u5171\u4eab\u8d44\u6599\u7684\u6d77\u5916AI\u5e73\u53f0\uff0c\u5df2\u5c65\u884c\u901a\u77e5\u5220\u9664\u4e49\u52a1\u3002\u6545\u6bcb\u5eb8\u4e3a\u53e6\u4e00\u88ab\u544a\u674e\u67d0\u7684\u884c\u4e3a\u8d1f\u8d23[6]<\/a>\u3002<\/p>\n

\u4e2d\u56fd\u4e0a\u6d77\u91d1\u5c71\u533a\u4eba\u6c11\u6cd5\u9662\u63d0\u4f9b\u5224\u51b3<\/span><\/p>\n

\u540d\u79f0\u548c\u4e0d\u6b63\u5f53\u7ade\u4e89\u90e8\u5206<\/strong><\/span><\/p>\n

\u7ecf\u4e0a\u6d77\u91d1\u5c71\u6cd5\u9662\u5ba1\u7406\u540e\u8ba4\u4e3a\uff0c\u300c\u7f8e\u675c\u838e\u300d\u4e00\u8bcd\u6700\u5e7f\u4e3a\u4eba\u77e5\u7684\u542b\u4e49\u662f\u5e0c\u814a\u795e\u8bdd\u4e2d\u7684\u86c7\u53d1\u5973\u5996\uff0c\u5e76\u975e\u539f\u544a\u539f\u521b\u3002\u5e76\u4e14\u7f8e\u675c\u838e\u4e00\u8bcd\u542b\u4e49\u4e30\u5bcc\uff0c\u591a\u90e8\u6f2b\u753b\u3001\u5c0f\u8bf4\u3001\u6e38\u620f\u7684\u89d2\u8272\u3001\u6b4c\u66f2\u3001\u690d\u7269\u54c1\u79cd\u540d\u79f0\u7b49\u591a\u4ee5\u7f8e\u675c\u838e\u547d\u540d\uff0c\u6240\u4ee5\u539f\u544a\u4e3b\u5f20\u7f8e\u675c\u838e\u4f5c\u4e3a\u5176\u300c\u6709\u4e00\u5b9a\u5f71\u54cd\u7684\u5546\u54c1\u540d\u79f0\u300d\uff0c\u800c\u4e3b\u5f20\u4f9d\u4e0d\u6b63\u5f53\u4fb5\u6743\u8bf7\u6c42\u8d54\u507f\uff0c\u4f9d\u636e\u4e0d\u8db3[7]<\/a>\u3002<\/p>\n

\u7528\u6237\u884c\u4e3a\u4fb5\u5bb3\u590d\u5236\u548c\u7f51\u7edc\u4f20\u64ad\u6743<\/strong><\/span><\/p>\n

\u5173\u4e8e\u662f\u5426\u6784\u6210\u7248\u6743\u4fb5\u6743\uff0c\u4e0a\u6d77\u91d1\u5c71\u6cd5\u9662\u8ba4\u4e3a\uff0c\u88ab\u544a\u674e\u67d0\u4ee5\u5546\u4e1a\u4f7f\u7528\u4e3a\u76ee\u7684\uff0c\u5728\u7d20\u6750\u622a\u53d6\u9636\u6bb5\u53ca\u4f7f\u7528LoRA\u6a21\u578b\u8bad\u7ec3\u3001\u53d1\u5e03\u53ca\u4f7f\u7528\u9636\u6bb5\u518d\u73b0\u4e86\u5728\u5148\u4f5c\u54c1\u7684\u72ec\u521b\u6027\u8868\u8fbe\u3001\u5c06\u7f8e\u675c\u838e\u56fe\u96c6\u548c\u77ed\u89c6\u9891\u7b49\u7d20\u6750\u900f\u8fc7\u7f51\u7edc\u63d0\u4f9b\u7ed9\u516c\u4f17\uff0c\u786e\u5b9e\u4fb5\u5bb3\u4e86\u539f\u544a\u5bf9\u7f8e\u675c\u838e\u6b64\u4e00\u52a8\u6f2b\u89d2\u8272\u4eab\u6709\u7684\u590d\u5236\u6743\u548c\u4fe1\u606f\u7f51\u7edc\u4f20\u64ad\u6743[8]<\/a>\u3002
\n\u4f46\u5c31\u6539\u7f16\u6743\u90e8\u5206\uff0c\u4e0a\u6d77\u91d1\u5c71\u6cd5\u9662\u8ba4\u4e3a\uff0c\u7531Gen AI\u76f4\u63a5\u751f\u6210\u7684\u56fe\u7247\uff0c\u5e76\u975e\u7248\u6743\u6cd5\u610f\u4e49\u4e0a\u7684\u7f8e\u672f\u4f5c\u54c1\u3002\u8be5\u6848\u7684\u7f8e\u675c\u838eLoRA\u6a21\u578b\u53ca\u7f8e\u675c\u838eGen AI\u751f\u56fe\uff0c\u672a\u89c1\u88ab\u544a\u674e\u67d0\u6709\u5b9e\u8d28\u6027\u667a\u529b\u6295\u5165\uff0c\u6545\u4e0d\u7b97\u662f\u4eba\u7c7b\u7684\u4f5c\u54c1\uff0c\u5224\u88ab\u544a\u674e\u67d0\u4e0d\u6784\u6210\u4ee5\u4f5c\u54c1\u4fb5\u5bb3\u539f\u544a\u7684\u6539\u7f16\u6743[9]<\/a>\u3002<\/p>\n

AI\u4e1a\u8005\u56e0\u6709\u5c3d\u5230\u901a\u77e5\u53d6\u4e0b\u4e49\u52a1\u6545\u6ca1\u6709\u8d23\u4efb<\/strong><\/span><\/p>\n

\u4e0a\u6d77\u91d1\u5c71\u6cd5\u9662\u8ba4\u4e3a\uff0c\u88ab\u544aAI\u4e1a\u8005\u5e76\u672a\u76f4\u63a5\u53c2\u4e0eLoRA\u6a21\u578b\u7684\u7d20\u6750\u622a\u53d6\u3001\u8bad\u7ec3\u3001\u53d1\u5e03\u548c\u4f7f\u7528\uff0c\u5176\u6240\u63d0\u4f9b\u7684LoRA\u6a21\u578b\u6280\u672f\u672c\u8eab\u548c\u8bad\u7ec3LoRA\u6a21\u578b\u7684\u529f\u80fd\uff0c\u662f\u4fc3\u8fdbGen AI\u53d1\u5c55\u7684\u4e2d\u7acb\u6280\u672f\uff0c\u6240\u4ee5\u88ab\u544aAI\u4e1a\u8005\u7cfb\u5c5e\u4e8e\u7f51\u7edc\u670d\u52a1\u63d0\u4f9b\u8005[10]<\/a>\u3002<\/p>\n

\u4e0a\u6d77\u91d1\u5c71\u6cd5\u9662\u8ba4\u4e3a\uff0c\u8be5AI\u4e1a\u8005\u5411\u4f7f\u7528\u8005\u5c3d\u5230\u4e86\u5408\u7406\u544a\u77e5\u4e49\u52a1\uff1a\uff081\uff09\u8bbe\u7f6e\u4e86\u6295\u8bc9\u4e3e\u62a5\u673a\u5236\u548c\u53d1\u5e03\u5ba1\u6838\u673a\u5236\uff1b\uff082\uff09\u5728\u6536\u5230\u8d77\u8bc9\u72b6\u540e\u7acb\u5373\u4e0b\u67b6\u5168\u90e8\u7f8e\u675c\u838eLoRA\u6a21\u578b\uff1b\uff083\uff09\u66f4\u65b0\u5e73\u53f0\u5ba1\u6838\u673a\u5236\u4e2d\u7684\u7b5b\u9009\u5173\u952e\u8bcd\uff1b\uff084\uff09\u5728\u63a5\u5230\u539f\u544a\u901a\u77e5\u540e\uff0c\u4ea6\u7acb\u5373\u901a\u77e5\u4e86\u6d77\u5916AI\u5e73\u53f0\u8fdb\u884c\u76f8\u5173\u4fb5\u6743\u7269\u4e0b\u67b6\u3002\u6545\u8ba4\u4e3a\u5176\u4e3b\u89c2\u4e0a\u5e76\u65e0\u8fc7\u9519\uff0c\u5ba2\u89c2\u4e0a\u5c3d\u5230\u4e86\u300c\u91c7\u53d6\u5fc5\u8981\u63aa\u65bd\u300d\u3001\u300c\u8f6c\u901a\u77e5\u300d\u7b49\u4e49\u52a1\uff0c\u6545\u4e0d\u6784\u6210\u4fb5\u6743[11]<\/a>\u3002<\/p>\n

\u6700\u7ec8\uff0c\u4e0a\u6d77\u91d1\u5c71\u6cd5\u9662\u4f5c\u51fa\u4e00\u5ba1\u5224\u51b3\uff1a\uff081\uff09\u88ab\u544a\u674e\u67d0\u505c\u6b62\u4fb5\u72af\u539f\u544a\u9605\u6587\u96c6\u56e2\u6240\u4eab\u6709\u7684\u300a\u6597\u7834\u82cd\u7a79\u300b\u7cfb\u5217\u52a8\u6f2b\u4e2d\u7f8e\u675c\u838e\u89d2\u8272\u5f62\u8c61\u7684\u590d\u5236\u6743\u3001\u4fe1\u606f\u7f51\u7edc\u4f20\u64ad\u6743\uff1b\uff082\uff09\u88ab\u544a\u674e\u67d0\u4e8e\u5224\u51b3\u751f\u6548\u4e4b\u65e5\u8d77\u5341\u65e5\u5185\u8d54\u507f\u539f\u544a\u9605\u6587\u96c6\u56e2\u7ecf\u6d4e\u635f\u5931\u4eba\u6c11\u5e01\u00a530,000\u5143\u53ca\u7ef4\u6743\u5408\u7406\u5f00\u652f\u00a5<\/strong>20,000\u5143\uff1b\uff083\uff09\u9a73\u56de\u539f\u544a\u9605\u6587\u96c6\u56e2\u7684\u5176\u4ed6\u8bc9\u8bbc\u8bf7\u6c42[12]<\/a>\u3002<\/p>\n

\u5907\u6ce8\uff1a<\/p>\n

    \n
  1. [1]<\/a> \u4ece\u5f8b\u5e08\u4e8b\u52a1\u6240\u7684\u8bf4\u660e\u67e5\u5230\u539f\u544a\u516c\u53f8\u540d\u79f0\u3002\u91d1\u675c\u5f8b\u5e08\u4e8b\u52a1\u6240\uff0c\u91d1\u675c\u4ee3\u7406\u9605\u6587\u80dc\u8bc9\u4e0a\u6d77\u9996\u4f8b\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u8457\u4f5c\u6743\u4fb5\u6743\u6848\u4ef6<\/a>\uff0c2025\/11\/07\u3002<\/li>\n
  2. [2]<\/a> \u4e0a\u6d77\u9ad8\u9662\u5fae\u4fe1\u516c\u4f17\u53f7\uff0c\u4e0a\u6d77\u9996\u4f8bAI\u5927\u6a21\u578b\u8457\u4f5c\u6743\u4fb5\u6743\u6848\u4e00\u5ba1\u843d\u69cc\uff01\uff0c2025\/11\/4\uff0c\u8f6c\u5f15\u81ea\u77e5\u8bc6\u8d22\u7ecf<\/a>\u3002<\/li>\n
  3. [3]<\/a> \u540c\u4e0a\u6ce8\u3002<\/li>\n
  4. [4]<\/a> \u540c\u4e0a\u6ce8\u3002<\/li>\n
  5. [5]<\/a> \u540c\u4e0a\u6ce8\u3002<\/li>\n
  6. [6]<\/a> \u540c\u4e0a\u6ce8\u3002<\/li>\n
  7. [7]<\/a> \u540c\u4e0a\u6ce8\u3002<\/li>\n
  8. [8]<\/a> \u540c\u4e0a\u6ce8\u3002<\/li>\n
  9. [9]<\/a> \u540c\u4e0a\u6ce8\u3002<\/li>\n
  10. [10]<\/a> \u540c\u4e0a\u6ce8\u3002<\/li>\n
  11. [11]<\/a> \u540c\u4e0a\u6ce8\u3002<\/li>\n
  12. [12]<\/a> \u540c\u4e0a\u6ce8\u3002<\/li>\n<\/ol>\n

    \u8d23\u4efb\u7f16\u8f91\uff1a\u5362\u9880<\/strong><\/p>\n

    \u3010\u672c\u6587\u4ec5\u53cd\u6620\u4e13\u5bb6\u4f5c\u8005\u610f\u89c1\uff0c\u4e0d\u4ee3\u8868\u672c\u62a5\u7acb\u573a\u3002\u3011<\/strong><\/p>\n\n\n\n
    \n\n\n\n
    \"\"<\/td>\n<\/td>\n\n\n\n\n\n\n\n\n
    \u4f5c\u8005\uff1a<\/strong><\/td>\n\u6768\u667a\u6770<\/strong><\/td>\n<\/tr>\n
    \u73b0\u4efb\uff1a<\/strong><\/td>\n\u4e91\u6797\u79d1\u6280\u5927\u5b66\u79d1\u6280\u6cd5\u5f8b\u6240 \u6559\u6388<\/td>\n<\/tr>\n
    \u7ecf\u5386\uff1a<\/strong><\/td>\n\u4e91\u6797\u79d1\u6280\u5927\u5b66\u79d1\u6280\u6cd5\u5f8b\u6240 \u526f\u6559\u6388
    \n\u771f\u7406\u5927\u5b66\u6cd5\u5f8b\u7cfb\u52a9\u7406\u6559\u6388
    \n\u771f\u7406\u5927\u5b66\u6cd5\u5f8b\u7cfb\u526f\u6559\u6388<\/td>\n<\/tr>\n
    \u5b66\u5386\uff1a<\/strong><\/td>\n\u53f0\u6e7e\u5927\u5b66\u6cd5\u5f8b\u7cfb
    \n\u4e2d\u592e\u5927\u5b66\u4ea7\u4e1a\u7ecf\u6d4e\u6240\u7855\u58eb
    \n\u53f0\u6e7e\u5927\u5b66\u6cd5\u5b66\u535a\u58eb<\/td>\n<\/tr>\n
    \u4e13\u957f\uff1a<\/strong><\/td>\n\u77e5\u8bc6\u4ea7\u6743\u3001\u7f8e\u56fd\u4e13\u5229\u6cd5\u3001\u7f8e\u56fd\u8457\u4f5c\u6743\u6cd5\u3001\u5baa\u6cd5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"

    \u4e0a\u6d77\u4e00\u5bb6\u516c\u53f8\uff0c\u63d0\u4f9b\u4e00\u79cd\u4eba\u5de5\u667a\u80fd\u751f\u6210\uff08Gen AI\uff09\u56fe\u7247\u670d\u52a1 \u2014 \u53ef\u8ba9\u7528\u6237\u900f\u8fc7\u5c11\u91cf\u56fe\u7247\u6570\u636e\uff0c\u5373\u80fd\u5fae\u8c03\u65e2\u6709\u56fe\u50cf\u751f\u6210\u7cfb\u7edf\uff0c\u4ee5\u5b9a\u5411\u751f\u6210\u7279\u5b9a\u89d2\u8272\u6216\u98ce\u683c\uff0c\u8be5\u516c\u53f8\u5c06\u6b64\u79f0\u4e3a\u300c\u8bad\u7ec3LoRA\u300d\u3002\u4e00\u540d\u7528\u6237\u5229\u7528\u8be5\u670d\u52a1\uff0c\u8bad\u7ec3\u51fa\u4e00\u4e2a\u53ef\u751f\u6210\u7279\u5b9a\u52a8\u6f2b\u89d2\u8272\u5f62\u8c61\u7684Gen AI\u6a21\u578b\uff0c\u5e76\u5c06\u5176\u4e0a\u4f20\u4f9b\u4ed6\u4eba\u4f7f\u7528\u3002<\/p>\n","protected":false},"author":10,"featured_media":2125,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[272,285,252,256],"tags":[613,2522,2517,2518,2519,2521,876,1339,2523,2520],"author_name1":[310],"class_list":{"0":"post-38268","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai","8":"category-285","9":"category-252","10":"category-256","11":"tag-gen-ai-zh-hans","12":"tag-low-rank-adaptation-zh-hans","13":"tag-2517","14":"tag-2518","15":"tag-2519","16":"tag-2521","17":"tag-876","18":"tag-1339","19":"tag--zh-hans","20":"tag-lora","21":"author_name1--zh-hans"},"_links":{"self":[{"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/posts\/38268","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/comments?post=38268"}],"version-history":[{"count":1,"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/posts\/38268\/revisions"}],"predecessor-version":[{"id":38274,"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/posts\/38268\/revisions\/38274"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/media\/2125"}],"wp:attachment":[{"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=38268"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=38268"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=38268"},{"taxonomy":"author_name1","embeddable":true,"href":"https:\/\/naipnews.naipo.com\/zh-hans\/wp-json\/wp\/v2\/author_name1?post=38268"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}