{"id":20383,"date":"2026-07-07T03:54:39","date_gmt":"2026-07-07T03:54:39","guid":{"rendered":"https:\/\/lexgoacademy.com\/?p=20383"},"modified":"2026-07-07T13:45:10","modified_gmt":"2026-07-07T13:45:10","slug":"ai-%e8%88%87%e6%96%87%e5%ad%b8","status":"publish","type":"post","link":"https:\/\/lexgoacademy.com\/zh\/ai-%e8%88%87%e6%96%87%e5%ad%b8\/","title":{"rendered":"AI\u00a0\u8207\u6587\u5b78"},"content":{"rendered":"
\n\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

\u7b46\u8005\u65bc\u300a\u6578\u64da\u8207\u6587\u5b78\u300b\u4e00\u6587\u4e2d\u63d0\u51fa\uff0c\u6587\u5b57\u672c\u8cea\u4e0a\u53ef\u8996\u70ba\u4e00\u7a2e\u300c\u975e\u7d50\u69cb\u5316\u6578\u64da\u300d<\/span>(<\/span>unstructured data)<\/span>\u3002\u900f\u904e\u5927\u6578\u64da\u6a21\u578b\u5206\u6790\u300a\u6211\u662f\u8c93\u300b\u9019\u90e8\u7d93\u5178\u65e5\u672c\u6587\u5b78\u4f5c\u54c1\uff0c\u63ed\u793a\u89d2\u8272\u4e92\u52d5\u8207\u60c5\u611f\u50be\u5411\u7b49\u65b0\u7684\u95b1\u8b80\u8996\u89d2\uff0c\u5f9e\u800c\u5c07\u6587\u5b78\u6587\u672c\u7531\u5e73\u9762\u7406\u89e3\u8f49\u5316\u70ba\u591a\u7dad\u5ea6\u8a6e\u91cb\uff0c\u9032\u4e00\u6b65\u63d0\u5347\u95b1\u8b80\u5c64\u6b21\u3002<\/span><\/p><\/div>

\u00a0<\/span>\u96a8\u8457\u751f\u6210\u5f0f<\/span> AI \u7684\u8208\u8d77\uff0c\u8b80\u8005\u8207\u6587\u5b78\u4e4b\u9593\u7684\u95dc\u4fc2\u4e5f\u6b63\u5728\u767c\u751f\u66f4\u7d30\u7dfb\u7684\u8f49\u8b8a\u3002\u66ab\u4e14\u6487\u958b\u6284\u8972\u8207\u7248\u6b0a\u7b49\u5177\u722d\u8b70\u6027\u7684\u8b70\u984c\uff0c\u82e5\u5f9e\u6b63\u9762\u89d2\u5ea6<\/span>\u601d\u8003<\/span>\uff0c<\/span>AI \u7684\u78ba\u53ef\u70ba\u6587\u5b78\u95b1\u8b80\u63d0\u4f9b\u4e86\u64f4\u5c55\u7406\u89e3\u6846\u67b6\u7684\u5951\u6a5f\u3002\u82e5\u8aaa\u904e\u53bb\u662f\u4ee5\u300c\u6578\u64da\u300d\u89e3\u69cb\u6587\u5b78\uff0c\u90a3\u9ebc\u4eca\u5929\u5247\u53ef\u85c9\u52a9<\/span> AI\uff0c\u5c07\u6587\u672c\u91cd\u65b0\u300c\u7de8\u7e54\u300d\u70ba\u8de8\u8d8a\u6642\u7a7a\u7684\u5c0d\u8a71\uff0c\u4f7f\u8b80\u8005\u5f97\u4ee5\u5728\u6578\u78bc\u74b0\u5883\u4e2d\u8207\u4e0d\u540c\u6642\u4ee3\u7684\u4f5c\u5bb6\u5c55\u958b\u4ea4\u6d41\u3002<\/span><\/p><\/div>

\u7136\u800c\uff0c\u4e3b\u6d41\u751f\u6210\u5f0f<\/span> AI \u5de5\u5177\u666e\u904d\u5b58\u5728\u300c\u5e7b\u89ba\u300d<\/span>(<\/span>hallucination) \u554f\u984c\uff0c\u5373\u751f\u6210\u5167\u5bb9\u53ef\u80fd\u593e\u96dc\u865b\u69cb\u8cc7\u8a0a\uff0c\u5f71\u97ff\u6e96\u78ba\u6027\u3002\u70ba\u4e86\u6539\u5584\u9019\u500b\u554f\u984c\uff0c\u5177\u5099<\/span> RAG (<\/span>Retrieval-Augmented Generation) \u6280\u8853\u7684<\/span>LLM<\/span>\u4fbf\u6210\u70ba\u53ef\u884c\u65b9\u6848\uff0c\u4f8b\u5982<\/span>Google \u7684<\/span> NotebookLM\u3002\u7b46\u8005\u4ee5\u6b64\u6280\u8853\u5efa\u7acb\u4e00\u500b\u4ee5\u65e5\u672c\u6587\u5b78\u4f5c\u5bb6\u590f\u76ee\u6f31\u77f3\u70ba\u6838\u5fc3\u7684\u77e5\u8b58\u5eab<\/span> (knowledge base)<\/span>\uff0c<\/span>\u5167\u5bb9\u5305\u62ec<\/span>\u300a\u590f\u76ee\u6f31\u77f3\u5168\u96c6\u300b\u7d93\u5178\u6587\u672c\u3001\u4f5c\u8005\u751f\u5e73\u8cc7\u6599\u53ca\u76f8\u95dc\u8a2a\u8ac7<\/span>\u6587\u7ae0<\/span>\u7b49\u516c\u958b\u6578\u64da<\/span> (<\/span>NotebookLM<\/span>\u53ef<\/span>\u652f\u63f4\u4e0d\u540c\u8a9e\u8a00\u8207\u8cc7\u6599\u683c\u5f0f<\/span>)<\/span>\uff0c\u69cb\u5efa\u51fa\u5177\u5099\u6587\u672c\u4f9d\u64da\u7684\u5c08\u5c6c\u300c<\/span>AI \u6587\u5b78\u5c0e\u8cde\u7cfb\u7d71\u300d\uff0c<\/span>\u8b93<\/span>\u7b46\u8005<\/span>\u900f\u904e\u77e5\u8b58\u5eab\u6a21\u64ec\u8207<\/span>\u590f\u76ee\u6f31\u77f3<\/span>\u5c0d\u8a71<\/span>\uff0c<\/span>\u5f9e\u800c\u7aba\u63a2\u4f5c\u8005\u80cc\u5f8c\u7684\u5275\u4f5c\u601d\u8def<\/span>\u3002<\/span><\/p>

\u5f9e<\/span><\/b>\u6578\u64da<\/span><\/b>\u5206\u6790\u5230<\/span><\/b>A<\/b>I<\/span><\/b>\u5c0e<\/span><\/b>\u8cde<\/span><\/b><\/h4><\/div>

\u904e\u53bb\uff0c\u6211\u5011\u4e3b\u8981\u900f\u904e\u8a5e\u983b\u7d71\u8a08\u8207\u6587\u672c\u7d50\u69cb\u5206\u6790\uff0c\u5f9e\u6578\u64da\u5c64\u9762\u63ed\u793a\u6587\u5b78\u4f5c\u54c1\u4e2d\u7684\u6f5b\u5728\u898f\u5f8b\u3002\u5982\u4eca\uff0c<\/span>RAG \u6280\u8853\u5247\u5c07\u9019\u985e\u5206\u6790\u5ef6\u4f38\u81f3\u300c\u5c0d\u8a71\u5f0f\u7406\u89e3\u300d\u7684\u5c64\u6b21\u3002\u5b83\u80fd\u5c07\u6307\u5b9a\u7684\u6578\u64da\u8cc7\u6599\u8f49\u5316\u70ba\u5411\u91cf\u5316\u77e5\u8b58\u5eab\uff0c\u70ba\u8b80\u8005\u69cb\u5efa\u4e00\u5ea7\u5177\u5099\u6587\u672c\u4f9d\u64da\u7684\u300c\u5927\u8166\u300d\u3002\u5728\u6b64\u6a5f\u5236\u4e0b\uff0c<\/span>AI \u56de\u61c9\u6642\u6703\u512a\u5148\u6aa2\u7d22\u76f8\u95dc\u8cc7\u6599\uff0c\u4f7f\u5176\u89c0\u9ede\u66f4\u8cbc\u8fd1\u4f5c\u8005\u539f\u6709\u7684\u601d\u60f3\u8108\u7d61\u8207\u6558\u4e8b\u98a8\u683c\u3002<\/span><\/p><\/div>

\u4ee5\u300a\u6211\u662f\u8c93\u300b\u70ba\u4f8b\uff0c\u8b80\u8005\u4e0d\u518d\u53ea\u662f\u55ae\u5411\u5730<\/span>\u5f9e\u6578\u64da\u89e3\u8b80<\/span>\u6587\u672c\uff0c\u800c\u662f\u53ef\u900f\u904e<\/span> RAG \u6280\u8853\u8207\u4f5c\u54c1\u5c55\u958b\u4e92\u52d5\u3002\u4f8b\u5982\uff0c\u82e5\u91dd\u5c0d\u66f8\u4e2d\u5177\u6709\u6279\u5224\u6027\u7684\u6bb5\u843d\u63d0\u554f\uff1a\u300c\u7576\u6642\u7684\u793e\u6703\u8a9e\u5883\u5982\u4f55\u5f71\u97ff\u4f5c\u8005\u7684\u89c0\u5bdf\u8207\u8868\u8ff0\uff1f\u300d<\/span>AI \u4fbf\u53ef\u7d50\u5408\u6b77\u53f2\u80cc\u666f\u8207\u6587\u672c\u5167\u5bb9\uff0c<\/span>\u6a21\u64ec<\/span>\u539f\u4f5c\u8005\u7684<\/span>\u601d\u7dad<\/span>\u65b9\u6cd5<\/span>\u4f5c\u51fa\u56de\u61c9\uff0c\u5354\u52a9\u8b80\u8005\u7406\u89e3\u4f5c\u54c1\u751f\u6210\u7684\u8a9e\u5883\uff0c\u800c\u4e0d\u50c5\u505c\u7559\u65bc\u60c5\u7bc0\u5c64\u9762\u3002\u6b64\u6642\uff0c<\/span>AI \u7684\u89d2\u8272\u7531\u8cc7\u8a0a\u63d0\u4f9b\u8f49\u8b8a\u70ba<\/span>\u4ee5<\/span>\u4f5c\u8005\u81ea\u8eab\u8996\u89ba<\/span>\u7684\u6587\u672c\u5c0e\u8cde<\/span>\u54e1<\/span>\uff0c\u5f15\u5c0e\u8b80\u8005\u9032\u5165\u66f4\u6df1\u5c64\u7684\u89e3\u8b80\u904e\u7a0b\u3002<\/span><\/p>

\u9019\u7a2e\u95b1\u8b80\u6a21\u5f0f\u7684\u95dc\u9375\uff0c\u5728\u65bc\u300c\u60c5\u5883\u5316\u63d0\u53d6\u300d\u80fd\u529b\u3002\u5b83\u4f7f\u8b80\u8005\u5f97\u4ee5\u805a\u7126\u65bc\u7279\u5b9a\u6bb5\u843d\u4e2d\u7684\u96b1\u55bb\u904b\u7528\u6216\u4eba\u7269\u4e92\u52d5\u7d50\u69cb\uff0c\u4e26\u5728\u591a\u91cd\u8108\u7d61\u4e2d\u9032\u884c\u6bd4\u5c0d\u8207\u8a6e\u91cb\u3002\u7576\u4eba\u8207<\/span> AI\u80fd\u9032\u884c\u6b64\u985e\u6df1\u5ea6\u5c0d\u8a71\u6642\uff0c\u5c0d\u4f5c\u54c1\u7684\u7406\u89e3\u4fbf\u6703\u7531\u7dda\u6027\u95b1\u8b80\u8f49\u5411\u591a\u7dad\u9451\u8cde\uff0c\u9032\u800c\u5efa\u7acb\u66f4\u7acb\u9ad4\u4e14\u5177\u5206\u6790\u6df1\u5ea6\u7684\u6587\u5b78\u8996\u89d2\u3002<\/span><\/p>

\u6587\u5b78\u4f5c\u5bb6\u5c0d<\/span><\/b>AI<\/span><\/b>\u7684\u89c0\u9ede<\/span><\/b><\/h4>

\u00a0<\/span>\u9664\u4e86\u5f9e\u8b80\u8005\u7684\u89d2\u5ea6\u611f\u53d7<\/span> AI \u8207\u6587\u5b78\u4e4b\u9593\u7684\u5316\u5b78\u4f5c\u7528\uff0c\u5f9e\u4f5c\u5bb6\u7684\u89d2\u5ea6\u53c8\u6703\u5982\u4f55\u5462\uff1f\u65e2\u7136\u672c\u6587\u4ee5\u65e5\u672c\u6587\u5b78\u70ba\u4f8b\uff0c\u4fbf\u4e0d\u5f97\u4e0d\u63d0\u7576\u4ee3\u65e5\u672c\u6587<\/span>\u58c7<\/span>\u6975\u5177\u4ee3\u8868\u6027\u7684\u4f5c\u5bb6\u6751\u4e0a\u6625\u6a39\u3002<\/span><\/p><\/div>

\u6751\u4e0a\u6625\u6a39\u7684\u4f5c\u54c1\u5ee3\u70ba\u4eba\u77e5\uff0c\u4ed6\u65bc<\/span> 1987 \u5e74\u767c\u884c\u7684\u300a\u632a\u5a01\u7684\u68ee\u6797\u300b<\/span>(<\/span>\u7b46\u8005\u559c\u611b\u7684\u4f5c\u54c1\u4e4b\u4e00<\/span>)<\/span>\u81f3\u4eca\u4ecd\u662f\u65e5\u672c\u8fd1\u4ee3\u6587\u5b78\u53f2\u4e0a\u92b7\u91cf\u6975\u9ad8\u7684\u9577\u7bc7\u5c0f\u8aaa\u4e4b\u4e00\u3002\u9019\u4f4d\u66fe\u8207\u8afe\u8c9d\u723e\u6587\u5b78\u734e\u64e6\u80a9\u800c\u904e\u7684\u4f5c\u5bb6\uff0c\u904e\u53bb\u66fe\u5728\u5176\u5ee3\u64ad\u7bc0\u76ee\u300a\u6751\u4e0a<\/span> RADIO\u300b\u4e2d\u56de\u61c9\u807d\u773e\u95dc\u65bc<\/span> AI \u7684\u63d0\u554f\uff0c\u4e26\u660e\u78ba\u8868\u9054\u4e86\u81ea\u5df1\u7684\u770b\u6cd5\u3002\u4ed6\u6307\u51fa\uff0c\u96d6\u7136<\/span> AI \u53ef\u4ee5\u6a21\u4eff\u4eba\u985e\u7684\u5beb\u4f5c\u6280\u5de7\uff0c\u4f46\u7531\u65bc\u7f3a\u4e4f\u771f\u5be6\u7684\u4eba\u751f\u7d93\u6b77\uff0c\u59cb\u7d42\u7121\u6cd5\u771f\u6b63\u6355\u6349\u6587\u5b78\u4e2d\u90a3\u4e9b\u6df1\u523b\u7684\u300c\u60c5\u611f\u8207\u75db\u695a\u300d\u3002<\/span><\/p><\/div>

\u6b64\u5916\uff0c\u65e5\u672c\u4e3b\u6d41\u6587\u5b78\u5a92\u9ad4\u5728\u5831\u5c0e\u751f\u6210\u5f0f AI \u65bc\u6587\u5b78\u754c\u7684\u61c9\u7528\u6642\uff0c\u4e5f\u66fe\u5f15\u8ff0\u6751\u4e0a\u6625\u6a39\u7684\u89c0\u9ede\uff0c\u6307\u51fa\u6587\u5b78\u5275\u4f5c\u4f86\u81ea\u500b\u4eba\u5167\u5fc3\u6df1\u8655\u7684\u6316\u6398\uff0c\u800c\u9019\u6b63\u662f AI \u96e3\u4ee5\u900f\u904e\u6f14\u7b97\u6cd5\u6a21\u64ec\u7684\u904e\u7a0b\u3002\u6751\u4e0a\u8a8d\u70ba\uff0cAI \u5beb\u51fa\u4f86\u7684\u6771\u897f\u96d6\u7136\u7cbe\u6e96\uff0c\u5f62\u5f0f\u5b8c\u6574\uff0c\u537b\u5c11\u4e86\u771f\u6b63\u6253\u52d5\u4eba\u7684\u5c64\u6b21\u3002\u7d9c\u5408\u6751\u4e0a\u516c\u958b\u767c\u8868\u7684\u8a00\u8ad6\u53ca\u5a92\u9ad4\u5831\u5c0e\uff0c\u53ef\u4ee5\u5c07\u4ed6\u5c0d AI \u7684\u770b\u6cd5\u6b78\u7d0d\u70ba\u4e09\u9ede\uff1a<\/p>

  1. AI \u64c5\u9577\u6a21\u4eff\uff0c\u4f46\u4e0d\u64c5\u9577\u76f4\u89ba\uff1b<\/li>
  2. \u5275\u4f5c\u4e2d\u7684\u300c\u932f\u8aa4\u611f\u300d\u4e0d\u662f\u7f3a\u9677\uff0c\u800c\u662f\u751f\u547d\u611f\uff1b<\/li>
  3. \u771f\u6b63\u7684\u5beb\u4f5c\u4e0d\u662f\u8f38\u51fa\u7b54\u6848\uff0c\u800c\u662f\u958b\u5c55\u672a\u77e5\u3002<\/li><\/ol>

    \u9019\u4e09\u500b\u89c0\u9ede\u5171\u540c\u6307\u5411\u4e00\u500b\u6838\u5fc3\uff1a\u6587\u5b78\u4e4b\u6240\u4ee5\u52d5\u4eba\uff0c\u4e0d\u53ea\u5728\u65bc\u6587\u5b57\u662f\u5426\u6e96\u78ba\uff0c\u66f4\u5728\u65bc\u5176\u662f\u5426\u4fdd\u7559\u4e86\u4eba\u7684\u611f\u53d7\u3001\u7336\u8c6b\u8207\u4e0d\u78ba\u5b9a\u6027\u3002<\/p>

    \u57f9\u990a\u6587\u5b78\u7d20\u990a\u6210\u8edf\u5be6\u529b<\/span><\/b><\/h4><\/div>

    \u82e5\u5c07<\/span>\u5177\u5099<\/span>RAG\u6280\u8853\u7684<\/span>LLM<\/span> \u8996\u70ba\u4e00\u5957\u7cbe\u5bc6\u7684\u5c0e\u8cde\u5de5\u5177\uff0c\u90a3\u9ebc\u300c\u63d0\u554f\u80fd\u529b\u300d\u4fbf\u662f\u555f\u52d5\u9019\u5957\u5de5\u5177\u7684\u95dc\u9375\u4ecb\u9762\u3002\u5728<\/span> AI \u6642\u4ee3\uff0c\u5be9\u7f8e\u80fd\u529b\u7684\u5206\u91ce\u6b63\u9010\u6b65\u8f49\u5411\u300c\u8ab0\u80fd\u63d0\u51fa\u66f4\u5177\u6df1\u5ea6\u7684<\/span>\u63d0\u554f<\/span>\u300d\u3002\u4ee5\u95b1\u8b80\u300a\u6211\u662f\u8c93\u300b\u70ba\u4f8b\uff0c\u591a\u6578\u4eba\u5728\u4f7f\u7528<\/span> AI \u6642\u7fd2\u6163\u63d0\u554f\uff1a\u300c\u300a\u6211\u662f\u8c93\u300b\u7684\u4e3b\u984c\u662f\u4ec0\u9ebc\uff1f\u300d\u9019\u985e\u554f\u984c\u901a\u5e38\u53ea\u6703\u5f97\u5230\u6a19\u6e96\u5316\u3001\u6559\u79d1\u66f8\u5f0f\u7684\u56de\u61c9\u3002\u82e5\u6539\u70ba\u63d0\u554f\uff1a\u300c\u5f9e\u73fe\u4ee3\u8077\u5834\u8996\u89d2\u89c0\u5bdf\u66f8\u4e2d\u8c93\u5c0d\u4eba\u985e\u7684\u63cf\u5beb\uff0c\u590f\u76ee\u6f31\u77f3\u7684\u6279\u5224\u5728<\/span>\u73fe\u4eca\u4ecd<\/span>\u6709\u54ea\u4e9b\u5171\u9cf4\uff1f\u300d\u5247\u66f4\u80fd\u7a81\u7834\u65e2\u6709\u6846\u67b6\uff0c\u4fc3\u4f7f\u8b80\u8005\u8207\u6587\u672c\u7522\u751f\u66f4\u6df1\u5c64\u7684\u601d\u7dad\u4e92\u52d5\u3002<\/span><\/p><\/div>

    \u9032\u4e00\u6b65\u800c\u8a00\uff0c\u900f\u904e<\/span> AI \u5c0d\u6587\u672c\u9032\u884c\u7d50\u69cb\u5316\u5206\u6790\uff0c\u4f8b\u5982\u63a2\u8a0e\u300c\u4f5c\u8005\u5982\u4f55\u904b\u7528\u7bc0\u594f\u8b8a\u5316\u5448\u73fe\u89d2\u8272\u7684\u5b64\u7368\u611f\u300d\uff0c\u6709\u52a9\u65bc\u8b80\u8005\u7406\u89e3\u4f5c\u54c1\u80cc\u5f8c\u7684\u5beb\u4f5c\u908f\u8f2f\uff0c\u800c\u4e0d\u50c5\u6b62\u65bc\u60c5\u7bc0\u8868\u5c64\u7684\u7406\u89e3\u3002\u9019\u7a2e\u7531\u7d30\u7bc0\u51fa\u767c\u7684\u8ffd\u554f\uff0c\u4f7f\u5be9\u7f8e\u5f9e\u55ae\u7d14\u7684\u611f\u53d7\u8f49\u5316\u70ba\u5c0d\u8907\u96dc\u7d50\u69cb\u7684\u7406\u89e3\u3002\u7576\u8b80\u8005\u7fd2\u6163\u904b\u7528<\/span> AI \u68b3\u7406\u6587\u672c\u8108\u7d61\u3001\u6bd4\u8f03\u89d2\u8272\u4e4b\u9593\u7684\u60c5\u611f\u5dee\u7570\uff0c\u4fbf\u80fd\u9010\u6b65\u57f9\u990a\u5c07\u8cc7\u8a0a\u8f49\u5316\u70ba\u611f\u77e5\u8207\u5224\u65b7\u7684\u80fd\u529b\uff0c\u9032\u800c\u6c89\u6fb1\u70ba\u7a69\u5b9a\u7684\u300c\u6587\u5b78\u7d20\u990a\u300d\u3002<\/span><\/p><\/div>

    \u6587\u5b78\u540c\u6642\u4e5f\u662f\u89c0\u5bdf\u4eba\u6027\u7684\u7406\u60f3\u9014\u5f91\u3002\u85c9\u52a9<\/span> AI \u5c0e\u8cde\uff0c\u8b80\u8005\u5f97\u4ee5\u66f4\u6df1\u5165\u7406\u89e3\u6587\u672c\u4e2d\u7684\u8af7\u523a\u624b\u6cd5\u8207\u4eba\u7269\u95dc\u4fc2\uff0c\u5f9e\u800c\u62d3\u5c55\u60c5\u611f\u8a8d\u77e5\u7684\u6df1\u5ea6\u3002\u5177\u5099\u6587\u5b78\u7d20\u990a\u7684\u4eba\uff0c\u901a\u5e38\u4e5f\u64c1\u6709\u66f4\u7d30\u81a9\u7684\u540c\u7406\u5fc3\u3002\u5728\u8077\u5834\u60c5\u5883\u4e2d\uff0c\u9019\u7a2e\u80fd\u529b\u9ad4\u73fe\u5728\u80fd\u5920\u6d1e\u5bdf\u8a00\u5916\u4e4b\u610f\uff0c\u7406\u89e3\u4ed6\u4eba\u672a\u660e\u78ba\u8868\u9054\u7684\u60c5\u611f\u8207\u9700\u6c42\uff0c\u9032\u800c\u63d0\u5347\u6e9d\u901a\u6548\u7387\u3001\u885d\u7a81\u8655\u7406\u8207\u5718\u968a\u5354\u4f5c\u80fd\u529b\u3002<\/span><\/p>

    \u96a8\u8457<\/span> AI \u5df2\u80fd\u9ad8\u6548\u751f\u6210\u5831\u544a\u3001\u90f5\u4ef6\u751a\u81f3\u7a0b\u5f0f\u78bc\uff0c\u55ae\u4e00\u7684\u57f7\u884c\u80fd\u529b\u6b63\u9010\u6f38\u5931\u53bb\u7af6\u722d\u512a\u52e2\u3002\u76f8\u5c0d\u800c\u8a00\uff0c\u4eba\u985e\u7684\u6838\u5fc3\u50f9\u503c<\/span>\u5c07<\/span>\u9ad4\u73fe\u5728\u300c\u5224\u65b7\u529b\u300d\u8207\u300c\u54c1\u5473\u300d\u3002\u6587\u5b78\u5be9\u7f8e\u6240\u57f9\u990a\u7684\uff0c\u6b63\u662f\u5c0d\u7d30\u7bc0\u8207\u8907\u96dc\u6027\u7684\u9451\u5225\u80fd\u529b\u3002\u5728\u6c7a\u7b56\u6216\u5be9\u95b1<\/span> AI \u751f\u6210\u5167\u5bb9\u6642\uff0c\u9019\u7a2e\u80fd\u529b\u80fd\u5e6b\u52a9\u6211\u5011\u5224\u65b7\u5176\u662f\u5426\u5177\u5099\u6df1\u5ea6\u3001<\/span>\u6eab<\/span>\u5ea6\u8207\u8aaa\u670d\u529b\u3002\u5f9e\u9019\u500b\u89d2\u5ea6\u770b\uff0c\u904b\u7528<\/span> AI \u95b1\u8b80\u6587\u5b78\uff0c\u4e0d\u50c5\u662f\u77e5\u8b58\u5438\u6536\uff0c\u66f4\u662f\u5c0d\u908f\u8f2f\u5206\u6790\u3001\u60c5\u611f\u7406\u89e3\u8207\u7368\u7acb\u5224\u65b7\u80fd\u529b\u7684\u7cfb\u7d71\u6027\u8a13\u7df4\u3002\u5c0d\u65bc\u5c0b\u6c42\u5353\u8d8a\u7684\u8077\u5834\u4eba\u58eb\u800c\u8a00\uff0c\u9019\u7121\u7591\u662f\u4e00\u9805\u503c\u5f97\u91cd\u8996\u7684\u8edf\u5be6\u529b\u3002<\/span><\/p><\/div>

    \u00a0<\/span>\u6587\u5b78\u5f9e\u4f86\u4e0d\u53ea\u662f\u975c\u7f6e\u65bc\u66f8\u67b6\u4e0a\u7684\u6587\u672c\uff0c\u800c\u662f\u4eba\u985e\u601d\u60f3\u7684<\/span>\u7522\u7269<\/span>\u3002<\/span>AI \u7684\u51fa\u73fe\uff0c\u4e26\u672a\u524a\u5f31\u5176\u50f9\u503c\uff0c\u53cd\u800c\u63d0\u4f9b\u4e86\u66f4\u7cbe\u6e96\u4e14\u591a\u7dad\u7684\u5207\u5165\u65b9\u5f0f\uff0c\u4f7f\u6211\u5011\u80fd\u66f4\u6df1\u5165\u5730\u89e3\u8b80\u8207\u53cd\u601d\u7d93\u5178\u3002\u672a\u4f86\uff0c\u7576\u6587\u672c\u751f\u6210\u6108\u4f86\u6108\u5bb9\u6613\uff0c\u771f\u6b63\u5177\u5099\u7af6\u722d\u529b\u7684\uff0c\u5c07\u662f\u80fd\u5920\u5b9a\u7fa9\u554f\u984c\u4e26\u6df1\u5316\u5be9\u7f8e\u7684\u4eba\u3002\u79d1\u6280\u964d\u4f4e\u4e86\u7372\u53d6\u77e5\u8b58\u7684\u9580\u6abb\uff0c\u4f46\u552f\u6709\u6301\u7e8c\u8ffd\u6c42\u6df1\u5ea6\u601d\u8003\uff0c\u624d\u80fd\u5c07\u8cc7\u8a0a\u8f49\u5316\u70ba\u771f\u6b63\u7684\u500b\u4eba\u667a\u6167\u3002<\/span><\/p><\/div>

    \u00a0<\/p>

    \u64b0\u6587\ufe30\u90ed\u5fb7\u5049\uff08Andy Kwok\uff09 \u6578\u64da\u53ca\u4eba\u5de5\u667a\u80fd\u7d20\u990a\u5354\u6703 (DALA) \u8cc7\u6df1\u5275\u6703\u6703\u54e1\u517c OpenCertHub \u5275\u8fa6\u4eba\u53ca\u884c\u653f\u7e3d\u88c1<\/em><\/p>

    *\u6b64\u6587<\/span>\u7ae0<\/span>\u540c\u6642\u8f49\u8f09\u65bc\u4fe1\u5831EJTech\u7db2\u7ad9<\/span><\/em><\/strong><\/a><\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"

    \u7b46\u8005\u65bc\u300a\u6578\u64da\u8207\u6587\u5b78\u300b\u4e00\u6587\u4e2d\u63d0\u51fa\uff0c\u6587\u5b57\u672c\u8cea\u4e0a\u53ef\u8996\u70ba\u4e00\u7a2e\u300c\u975e\u7d50\u69cb\u5316\u6578\u64da\u300d(unstructured data)\u3002\u900f\u904e\u5927\u6578\u64da\u6a21\u578b\u5206\u6790\u300a\u6211\u662f\u8c93\u300b\u9019\u90e8\u7d93\u5178\u65e5\u672c\u6587\u5b78\u4f5c\u54c1\uff0c\u63ed\u793a\u89d2\u8272\u4e92\u52d5\u8207\u60c5\u611f\u50be\u5411\u7b49\u65b0\u7684\u95b1\u8b80\u8996\u89d2\uff0c\u5f9e\u800c\u5c07\u6587\u5b78\u6587\u672c\u7531\u5e73\u9762\u7406\u89e3\u8f49\u5316\u70ba\u591a\u7dad\u5ea6\u8a6e\u91cb\uff0c\u9032\u4e00\u6b65\u63d0\u5347\u95b1\u8b80\u5c64\u6b21\u3002 \u00a0\u96a8\u8457\u751f\u6210\u5f0f AI \u7684\u8208\u8d77\uff0c\u8b80\u8005\u8207\u6587\u5b78\u4e4b\u9593\u7684\u95dc\u4fc2\u4e5f\u6b63\u5728\u767c\u751f\u66f4\u7d30\u7dfb\u7684\u8f49\u8b8a\u3002\u66ab\u4e14\u6487\u958b\u6284\u8972\u8207\u7248\u6b0a\u7b49\u5177\u722d\u8b70\u6027\u7684\u8b70\u984c\uff0c\u82e5\u5f9e\u6b63\u9762\u89d2\u5ea6\u601d\u8003\uff0cAI \u7684\u78ba\u53ef\u70ba\u6587\u5b78\u95b1\u8b80\u63d0\u4f9b\u4e86\u64f4\u5c55\u7406\u89e3\u6846\u67b6\u7684\u5951\u6a5f\u3002\u82e5\u8aaa\u904e\u53bb\u662f\u4ee5\u300c\u6578\u64da\u300d\u89e3\u69cb\u6587\u5b78\uff0c\u90a3\u9ebc\u4eca\u5929\u5247\u53ef\u85c9\u52a9 AI\uff0c\u5c07\u6587\u672c\u91cd\u65b0\u300c\u7de8\u7e54\u300d\u70ba\u8de8\u8d8a\u6642\u7a7a\u7684\u5c0d\u8a71\uff0c\u4f7f\u8b80\u8005\u5f97\u4ee5\u5728\u6578\u78bc\u74b0\u5883\u4e2d\u8207\u4e0d\u540c\u6642\u4ee3\u7684\u4f5c\u5bb6\u5c55\u958b\u4ea4\u6d41\u3002 \u7136\u800c\uff0c\u4e3b\u6d41\u751f\u6210\u5f0f AI \u5de5\u5177\u666e\u904d\u5b58\u5728\u300c\u5e7b\u89ba\u300d(hallucination) \u554f\u984c\uff0c\u5373\u751f\u6210\u5167\u5bb9\u53ef\u80fd\u593e\u96dc\u865b\u69cb\u8cc7\u8a0a\uff0c\u5f71\u97ff\u6e96\u78ba\u6027\u3002\u70ba\u4e86\u6539\u5584\u9019\u500b\u554f\u984c\uff0c\u5177\u5099 RAG (Retrieval-Augmented Generation) \u6280\u8853\u7684LLM\u4fbf\u6210\u70ba\u53ef\u884c\u65b9\u6848\uff0c\u4f8b\u5982Google \u7684 NotebookLM\u3002\u7b46\u8005\u4ee5\u6b64\u6280\u8853\u5efa\u7acb\u4e00\u500b\u4ee5\u65e5\u672c\u6587\u5b78\u4f5c\u5bb6\u590f\u76ee\u6f31\u77f3\u70ba\u6838\u5fc3\u7684\u77e5\u8b58\u5eab (knowledge base)\uff0c\u5167\u5bb9\u5305\u62ec\u300a\u590f\u76ee\u6f31\u77f3\u5168\u96c6\u300b\u7d93\u5178\u6587\u672c\u3001\u4f5c\u8005\u751f\u5e73\u8cc7\u6599\u53ca\u76f8\u95dc\u8a2a\u8ac7\u6587\u7ae0\u7b49\u516c\u958b\u6578\u64da (NotebookLM\u53ef\u652f\u63f4\u4e0d\u540c\u8a9e\u8a00\u8207\u8cc7\u6599\u683c\u5f0f)\uff0c\u69cb\u5efa\u51fa\u5177\u5099\u6587\u672c\u4f9d\u64da\u7684\u5c08\u5c6c\u300cAI…<\/p>","protected":false},"author":1,"featured_media":20399,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[231,42],"tags":[],"class_list":["post-20383","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-learning"],"_links":{"self":[{"href":"https:\/\/lexgoacademy.com\/zh\/wp-json\/wp\/v2\/posts\/20383","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lexgoacademy.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lexgoacademy.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lexgoacademy.com\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/lexgoacademy.com\/zh\/wp-json\/wp\/v2\/comments?post=20383"}],"version-history":[{"count":22,"href":"https:\/\/lexgoacademy.com\/zh\/wp-json\/wp\/v2\/posts\/20383\/revisions"}],"predecessor-version":[{"id":20411,"href":"https:\/\/lexgoacademy.com\/zh\/wp-json\/wp\/v2\/posts\/20383\/revisions\/20411"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/lexgoacademy.com\/zh\/wp-json\/wp\/v2\/media\/20399"}],"wp:attachment":[{"href":"https:\/\/lexgoacademy.com\/zh\/wp-json\/wp\/v2\/media?parent=20383"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lexgoacademy.com\/zh\/wp-json\/wp\/v2\/categories?post=20383"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lexgoacademy.com\/zh\/wp-json\/wp\/v2\/tags?post=20383"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}