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100%\u3002<\/p>\n<p>\u5728\u5904\u7406\u91d1\u878d\u6570\u636e\u65f6\uff0c\u867d\u7136\u6570\u636e\u4ece\u9886\u57df\u7ec6\u5206\u6765\u770b\u5c5e\u4e8e\u91d1\u878d\u8303\u7574\uff0c\u4f46\u91d1\u878d\u884c\u4e1a\u672c\u8eab\u7684\u7814\u7a76\u5bf9\u8c61\u5374\u6db5\u76d6\u4e86\u591a\u4e2a\u9886\u57df\uff0c\u5982\u81ea\u52a8\u9a7e\u9a76\u3001\u6559\u80b2\u3001\u5de5\u4e1a\u7b49\u3002\u5728\u8fd9\u4e9b\u9886\u57df\u7684\u6295\u878d\u8d44\u65b9\u5411\u4e0a\uff0c\u6d89\u53ca\u5404\u4e2a\u9886\u57df\u7684\u6570\u636e\u3002\u5728\u91d1\u878d\u6570\u636e\u7684\u50a8\u5907\u548c\u51c6\u5907\u65b9\u9762\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u786e\u4fdd\u6570\u636e\u7684\u8986\u76d6\u9762\u65e2\u5168\u9762\u53c8\u5b8c\u6574\u3002<\/p>\n<p>\u6b63\u5982\u524d\u9762\u63d0\u5230\u7684\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u6570\u636e\u7684\u7cbe\u51c6\u6027\uff0c\u6211\u4eec\u9700\u8981\u6295\u5165\u5927\u91cf\u7684\u4eba\u529b\u548c\u6a21\u578b\u8fdb\u884c\u591a\u91cd\u6821\u9a8c\u3002\u5728\u6570\u636e\u50a8\u5907\u65b9\u9762\uff0c\u65e0\u8bba\u662f\u57fa\u7840\u539f\u59cb\u8d44\u8baf\u5185\u5bb9\uff0c\u8fd8\u662f\u6765\u81ea\u516c\u4f17\u53f7\u7b49\u6e20\u9053\u7684\u4fe1\u606f\uff0c\u6211\u4eec\u90fd\u4f1a\u4f7f\u7528\u5206\u7c7b\u548c\u8d28\u91cf\u8bc4\u4f30\u6a21\u578b\u5bf9\u5176\u8fdb\u884c\u8bc4\u5206\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4f1a\u4f18\u5148\u9009\u7528\u8bc4\u5206\u8f83\u9ad8\u7684\u6570\u636e\u6765\u63d0\u5347\u6a21\u578b\u7684\u8d28\u91cf\u548c\u5e94\u7528\u6548\u679c\u3002<\/p>\n<p>\u5728\u6570\u636e\u7684\u5b9e\u65f6\u6027\u3001\u7a33\u5b9a\u53ef\u9760\u6027\u4ee5\u53ca\u4e13\u4e1a\u6027\u65b9\u9762\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e13\u5bb6\u548c\u6295\u7814\u4e13\u4e1a\u4eba\u5458\u6765\u8f85\u52a9\u6570\u636e\u751f\u4ea7\u548c\u6807\u6ce8\u5de5\u4f5c\u3002\u8fd9\u662f\u975e\u5e38\u5173\u952e\u7684\u4e00\u6b65\uff0c\u5c24\u5176\u662f\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u6570\u636e\u7684\u4e13\u4e1a\u6027\u8981\u6c42\u6781\u9ad8\u3002\u666e\u901a\u6807\u6ce8\u4eba\u5458\u5f80\u5f80\u96be\u4ee5\u8fbe\u5230\u8fd9\u6837\u7684\u4e13\u4e1a\u6807\u51c6\uff0c\u9700\u8981\u9886\u57df\u4e13\u5bb6\u6765\u5b8c\u6210\u8fd9\u90e8\u5206\u7684\u6807\u6ce8\u548c\u5904\u7406\u5de5\u4f5c\u3002<\/p>\n<h4>5.\u00a0\u6a21\u578b\u5c42-\u63d0\u5347\u4eba\u5de5\u667a\u80fd\u6297\u98ce\u9669\u7684\u6280\u672f\u80fd\u529b<\/h4>\n<p>&nbsp;<\/p>\n<p>\u5728\u6a21\u578b\u5c42\u9762\uff0c\u6211\u4eec\u56f4\u7ed5\u53ef\u9760\u6027\u8fdb\u884c\u4e86\u5927\u91cf\u7684\u7406\u8bba\u4e0e\u5b9e\u8df5\u7814\u7a76\uff0c\u5b9e\u73b0\u4e86\u8bf8\u591a\u7a81\u7834\u3002\u91cd\u70b9\u7814\u7a76\u65b9\u5411\u5305\u62ec\u9c81\u68d2\u6027\u589e\u5f3a\u3001\u516c\u5e73\u6027\u4fdd\u969c\u4ee5\u53ca\u53ef\u89e3\u91ca\u6027\u589e\u5f3a\u6280\u672f\u3002\u8fd9\u4e9b\u5185\u5bb9\u5728\u524d\u9762\u5df2\u6709\u8be6\u7ec6\u7684\u9610\u8ff0\uff0c\u8fd9\u91cc\u4e0d\u518d\u8fc7\u591a\u8d58\u8ff0\uff0c\u4ec5\u4ecb\u7ecd\u4e00\u4e0b\u53ef\u89e3\u91ca\u6027\u65b9\u9762\u7684\u5de5\u4f5c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u53ef\u89e3\u91ca\u6027\u7684\u76ee\u6807\u4e3b\u8981\u6709\u4e24\u70b9\uff1a<\/p>\n<ul data-id=\"ua73dd4b-HfcIgU7Z\">\n<li data-id=\"ld70c578-9bFf5BRM\">\u7b2c\u4e00\u662f\u5bf9\u4ece\u7279\u5f81\u5230\u9884\u6d4b\u7ed3\u679c\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u8fdb\u884c\u89e3\u91ca\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u5bf9\u4e8e\u5927\u6a21\u578b\u7684\u8f93\u51fa\u7ed3\u679c\uff0c\u6211\u4eec\u9700\u8981\u80fd\u591f\u5224\u65ad\u54ea\u4e9b\u7279\u5f81\u548c\u53c2\u6570\u6743\u91cd\u5bf9\u6700\u7ec8\u7684\u6a21\u578b\u8f93\u51fa\u4ea7\u751f\u4e86\u76f4\u63a5\u5f71\u54cd\u3002<\/li>\n<li data-id=\"ld70c578-E8AY9jJB\">\u7b2c\u4e8c\u662f\u5bf9\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u7684\u7f6e\u4fe1\u5ea6\u8fdb\u884c\u8bc4\u4f30\u3002\u6211\u4eec\u90fd\u77e5\u9053\uff0c\u5927\u6a21\u578b\u5b58\u5728\u6240\u8c13\u7684\u201c\u5e7b\u89c9\u201d\u95ee\u9898\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5927\u6a21\u578b\uff0c\u5b9e\u9645\u4e0a\u4eba\u7c7b\u4e5f\u65f6\u5e38\u4f1a\u9047\u5230\u7c7b\u4f3c\u7684\u95ee\u9898\u3002\u8fd9\u79cd\u5e7b\u89c9\u7684\u672c\u8d28\u5728\u4e8e\uff0c\u6709\u65f6\u5019\u6211\u4eec\u5e76\u4e0d\u6e05\u695a\u81ea\u5df1\u7684\u56de\u7b54\u53ef\u80fd\u5b58\u5728\u9519\u8bef\uff0c\u4f46\u51fa\u4e8e\u67d0\u79cd\u76f4\u89c9\uff0c\u6211\u4eec\u4f1a\u8ba4\u4e3a\u81ea\u5df1\u7684\u56de\u7b54\u662f\u5728\u67d0\u672c\u4e66\u4e0a\u6216\u67d0\u7bc7\u8bba\u6587\u4e2d\u770b\u5230\u8fc7\u7684\uff0c\u56e0\u800c\u81ea\u4fe1\u6ee1\u6ee1\u3002\u800c\u5728\u53e6\u4e00\u4e9b\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ef\u80fd\u662f\u542c\u522b\u4eba\u63d0\u8d77\u8fc7\uff0c\u6216\u8005\u9690\u7ea6\u8bb0\u5f97\u66fe\u7ecf\u542c\u8bf4\u8fc7\u67d0\u4e2a\u8bf4\u6cd5\uff0c\u8fd9\u65f6\u6211\u4eec\u5bf9\u81ea\u5df1\u7684\u56de\u7b54\u5c31\u6ca1\u6709\u90a3\u4e48\u81ea\u4fe1\u4e86\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5e0c\u671b\u5927\u6a21\u578b\u5728\u8f93\u51fa\u7b54\u6848\u7684\u540c\u65f6\uff0c\u80fd\u591f\u63d0\u4f9b\u5bf9\u8fd9\u4e2a\u7b54\u6848\u7684\u7f6e\u4fe1\u5ea6\uff0c\u8868\u660e\u5176\u56de\u7b54\u662f\u5426\u6709\u5145\u5206\u7684\u4f9d\u636e\uff0c\u8fd9\u4e5f\u662f\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u76ee\u6807\u3002<\/li>\n<\/ul>\n<p>\u53ef\u89e3\u91ca\u6027\u53ef\u4ee5\u4ece\u4e0d\u540c\u7ef4\u5ea6\u6765\u7ec6\u5206\u4e3a\u591a\u4e2a\u7814\u7a76\u65b9\u5411\uff1a<\/p>\n<ul data-id=\"ua73dd4b-f5Mf30gJ\">\n<li data-id=\"ld70c578-Nc526Y76\">\u524d\u7f6e\u6216\u540e\u7f6e\uff1a\u5305\u62ec\u5728\u6a21\u578b\u7ed3\u6784\u6784\u5efa\u8fc7\u7a0b\u4e2d\u63d0\u5347\u53ef\u89e3\u91ca\u6027\uff0c\u4ee5\u53ca\u5728\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u5728\u5de5\u7a0b\u9636\u6bb5\u63d0\u5347\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u3002<\/li>\n<li data-id=\"ld70c578-CPX36HPZ\">\u5168\u5c40\u53ef\u89e3\u91ca\u6027\u6216\u5c40\u90e8\u53ef\u89e3\u91ca\u6027\uff1a\u5168\u5c40\u53ef\u89e3\u91ca\u6027\u6307\u7684\u662f\u6574\u4e2a\u7f51\u7edc\u53c2\u6570\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u800c\u5c40\u90e8\u53ef\u89e3\u91ca\u6027\u5219\u662f\u9488\u5bf9\u6a21\u578b\u7684\u8f93\u5165\u8f93\u51fa\u4e24\u7aef\u63d0\u5347\u5176\u53ef\u89e3\u91ca\u6027\u3002\u4f8b\u5982\uff0c\u6709\u4e00\u4e9b\u5982 SHAP\uff08SHapley Additive exPlanations\uff09\u548c LIME\uff08Local Interpretable Model-agnostic Explanations\uff09\u8fd9\u6837\u7684\u6a21\u578b\uff0c\u80fd\u591f\u5b9e\u73b0\u5c40\u90e8\u53ef\u89e3\u91ca\u6027\u7684\u76ee\u6807\u3002LIME \u8fd9\u7c7b\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u7684\u57fa\u672c\u539f\u7406\u662f\u901a\u8fc7\u62df\u5408\u4e00\u4e2a\u7b80\u5355\u7684\u6a21\u578b\u6765\u89e3\u91ca\u590d\u6742\u6a21\u578b\u7684\u884c\u4e3a\uff0c\u8fd9\u662f\u5e38\u7528\u7684\u63d0\u5347\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002<\/li>\n<li data-id=\"ld70c578-QmnZkXP5\">\u53ef\u89e3\u91ca\u6027\u6709\u4e0d\u540c\u7684\u8868\u73b0\u65b9\u5f0f\uff1a\u5305\u62ec\u4ece\u6a21\u578b\u4e2d\u63d0\u53d6\u7279\u5b9a\u7684\u903b\u8f91\u89c4\u5219\uff0c\u5e76\u5c06\u8fd9\u4e9b\u89c4\u5219\u5c55\u793a\u51fa\u6765\uff0c\u4ee5\u53ca\u5c55\u793a\u9690\u85cf\u8bed\u4e49\u548c\u5176\u4ed6\u5c5e\u6027\u7b49\u65b9\u5f0f\uff0c\u6765\u63d0\u5347\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u3002<\/li>\n<\/ul>\n<h4>7.\u00a0\u6a21\u578b\u53ef\u89e3\u91ca\u6027-\u767d\u76d2 transformer \u8def\u7ebf<\/h4>\n<p>&nbsp;<\/p>\n<p>\u53e6\u4e00\u4e2a\u65b9\u5411\u662f\u6e2f\u5927\u9a6c\u6bc5\u8001\u5e08\u63d0\u51fa\u7684\u767d\u76d2 Transformer \u8def\u7ebf\u3002\u8fd9\u4e00\u6a21\u578b\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5728\u8bbe\u8ba1\u5c42\u9762\u6539\u53d8 Transformer \u67b6\u6784\uff0c\u5e0c\u671b\u6bcf\u4e00\u5c42\u90fd\u80fd\u591f\u901a\u8fc7\u6570\u5b66\u516c\u5f0f\u8fdb\u884c\u89e3\u8bfb\u548c\u89e3\u91ca\u3002\u6211\u4eec\u4e00\u76f4\u5728\u6301\u7eed\u8ddf\u8fdb\u8fd9\u4e00\u65b9\u5411\u7684\u7814\u7a76\uff0c\u4ece\u65e9\u671f\u7684\u7248\u672c\u5230\u73b0\u5728\u7684 CRATE\uff0d\u03b1\uff0c\u5176\u95f4\u8fdb\u884c\u4e86\u5927\u91cf\u7684\u8fed\u4ee3\u548c\u4f18\u5316\u3002\u5c24\u5176\u662f\u5728\u65e9\u671f\u7684 CRATE \u7248\u672c\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u5176\u5904\u7406\u8bed\u6599\u548c\u8bad\u7ec3\u6837\u672c\u7684\u89c4\u6a21\u975e\u5e38\u6709\u9650\uff0c\u800c\u5230\u4e86 CRATE\uff0d\u03b1 \u9636\u6bb5\uff0c\u8fd9\u4e00\u80fd\u529b\u5df2\u7ecf\u6709\u4e86\u663e\u8457\u7684\u63d0\u5347\u3002<\/p>\n<p>\u6211\u4eec\u770b\u597d\u8fd9\u4e00\u65b9\u5411\u7684\u539f\u56e0\u5728\u4e8e\uff0c\u76ee\u524d\u5927\u5bb6\u5982\u679c\u81ea\u884c\u8bad\u7ec3\u8fc7\u5927\u6a21\u578b\uff0c\u5c31\u4f1a\u77e5\u9053\u5728\u8c03\u53c2\u548c\u6a21\u578b\u7ed3\u6784\u9009\u62e9\u4e0a\uff0c\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u4eba\u529b\u548c\u8ba1\u7b97\u8d44\u6e90\u6765\u8fdb\u884c\u53cd\u590d\u7684\u5b9e\u9a8c\u3002\u867d\u7136\u6211\u4eec\u4f1a\u7528\u8bb8\u591a\u79d1\u5b66\u5b9e\u9a8c\u65b9\u6cd5\u4e0d\u65ad\u5c1d\u8bd5\uff0c\u4f46\u5982\u679c\u672a\u6765\u7684\u6a21\u578b\u80fd\u591f\u5728\u7ed3\u6784\u4e0a\u5b9e\u73b0\u66f4\u9ad8\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u751a\u81f3\u53ef\u4ee5\u7528\u6570\u5b66\u516c\u5f0f\u8bc1\u660e\u5176\u5408\u7406\u6027\uff0c\u90a3\u4e48\u5728\u8bad\u7ec3\u3001\u8c03\u53c2\u4e43\u81f3\u8bbe\u8ba1\u51fa\u66f4\u9ad8\u6548\u3001\u66f4\u6709\u7528\u7684\u6a21\u578b\u65b9\u9762\uff0c\u90fd\u5c06\u5f97\u5230\u6781\u5927\u7684\u5e2e\u52a9\u3002<\/p>\n<h4>8.\u00a0\u5e94\u7528\u5c42-\u9010\u6e10\u544a\u522b\u5e7b\u89c9\uff0cRAG \u5bb6\u65cf\u9010\u6e10\u5145\u5b9e<\/h4>\n<p>&nbsp;<\/p>\n<p>\u5728\u5e94\u7528\u5c42\u9762\u4e0a\uff0c\u6709\u591a\u79cd\u65b9\u6cd5\u6765\u7f13\u89e3\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u3002\u4ece ChatGPT \u95ee\u4e16\u81f3\u4eca\uff0c\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u5e7b\u89c9\u95ee\u9898\u5f97\u5230\u4e86\u5f88\u5927\u7a0b\u5ea6\u7684\u7f13\u89e3\u3002\u65e0\u8bba\u662f\u4e4b\u524d\u63d0\u5230\u7684\u4f7f\u7528 PPO\uff08Proximal Policy Optimization\uff0c\u8fd1\u7aef\u7b56\u7565\u4f18\u5316\uff09\u65b9\u6cd5\uff0c\u8fd8\u662f\u901a\u8fc7 SFT\uff08Supervised Fine-Tuning\uff0c\u76d1\u7763\u5fae\u8c03\uff09\u8fc7\u7a0b\uff0c\u90fd\u5df2\u7ecf\u5904\u7406\u4e86\u8bb8\u591a\u5e7b\u89c9\u95ee\u9898\u3002\u7279\u522b\u662f\u5728\u73b0\u9636\u6bb5\uff0c\u6211\u4eec\u8ba4\u4e3a\u68c0\u7d22\u589e\u5f3a\uff08RAG\uff09\u6280\u672f\u662f\u5e94\u5bf9\u5e7b\u89c9\u95ee\u9898\u6700\u76f4\u63a5\u6709\u6548\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002RAG \u6280\u672f\u4e5f\u5728\u4e0d\u65ad\u5730\u53d1\u5c55\u4e2d\uff0c\u65e9\u671f\u7684 RAG \u4e3b\u8981\u901a\u8fc7 embedding \u65b9\u5f0f\u5c06\u6587\u6863\u5411\u91cf\u5316\u5e76\u5b58\u50a8\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7\u67e5\u627e\u4e0e\u7528\u6237\u95ee\u9898\u76f8\u4f3c\u7684\u5185\u5bb9\u6765\u83b7\u53d6\u76f8\u5173\u77e5\u8bc6\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u6bd4\u8f83\u5178\u578b\u7684\u95ee\u9898\uff0c\u7279\u522b\u662f\u5728\u91d1\u878d\u573a\u666f\u4e0b\uff0c\u8bb8\u591a\u7528\u6237\u7684\u95ee\u9898\u4e0e\u5df2\u6709\u7b54\u6848\u7684\u76f8\u4f3c\u5ea6\u8f83\u9ad8\uff0c\u6216\u8005\u7b54\u6848\u4e2d\u7684\u6587\u672c\u5f7c\u6b64\u4e4b\u95f4\u4e5f\u6709\u5f88\u9ad8\u7684\u76f8\u4f3c\u6027\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u4f7f\u7528 embedding \u65b9\u6cd5\u65f6\uff0c\u7a76\u7adf\u5e94\u8be5\u5339\u914d\u54ea\u4e00\u4e2a\u7b54\u6848\u5c31\u53d8\u5f97\u4e0d\u660e\u786e\u4e86\uff0c\u8fd9\u5bfc\u81f4\u4e86\u53ec\u56de\u6548\u679c\u4e0d\u4f73\u3002\u5728\u7ecf\u8fc7\u4e00\u6bb5\u65f6\u95f4\u5e76\u53d1\u73b0\u4e86\u8fd9\u4e00\u95ee\u9898\u540e\uff0c\u51fa\u73b0\u4e86\u8bb8\u591a RAG \u7684\u53d8\u4f53\u3002\u4f8b\u5982\uff0c\u5982\u679c\u5927\u5bb6\u4e4b\u524d\u6709\u8fc7\u4e2a\u6027\u5316\u63a8\u8350\u7cfb\u7edf\u7ecf\u9a8c\uff0c\u5c31\u4f1a\u77e5\u9053\u8fd9\u7c7b\u7cfb\u7edf\u901a\u5e38\u6709\u4e00\u4e2a\u5178\u578b\u7684\u67b6\u6784\uff1a\u4ece\u53ec\u56de\u3001\u7cbe\u6392\u5230\u91cd\u6392\u5e8f\u7684\u8fc7\u7a0b\u3002\u7c7b\u4f3c\u5730\uff0c\u6211\u4eec\u4e5f\u5c1d\u8bd5\u7528\u591a\u79cd\u65b9\u5f0f\u6765\u5bf9\u7528\u6237\u7684\u95ee\u9898\u8fdb\u884c\u5904\u7406\uff0c\u6bd4\u5982\u5bf9\u7528\u6237\u7684\u95ee\u9898\u8fdb\u884c\u4e0d\u540c\u7a0b\u5ea6\u7684\u6539\u5199\uff0c\u7136\u540e\u91c7\u7528\u4e0d\u540c\u7684\u68c0\u7d22\u65b9\u5f0f\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u5bfb\u627e\u76f8\u5e94\u7684\u7b54\u6848\u3002\u53e6\u5916\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u4e0d\u540c\u7684\u7d22\u5f15\u6765\u67e5\u627e\u4e0d\u540c\u7684\u7b54\u6848\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u6211\u4eec\u53ef\u4ee5\u9996\u5148\u5c3d\u53ef\u80fd\u591a\u5730\u627e\u51fa\u6f5c\u5728\u7684\u7b54\u6848\uff0c\u518d\u5229\u7528\u76f8\u5173\u7684\u7b97\u6cd5\u8fdb\u884c\u66f4\u7cbe\u51c6\u7684\u5339\u914d\uff0c\u786e\u5b9a\u7528\u6237\u7684\u95ee\u9898\u5728\u5f53\u524d\u573a\u666f\u4e0b\u4e0e\u77e5\u8bc6\u5e93\u4e2d\u7684\u54ea\u4e00\u4e2a\u7b54\u6848\u6700\u4e3a\u5951\u5408\u3002<\/p>\n<p>\u8fd1\u671f\u5907\u53d7\u5173\u6ce8\u7684\u4e00\u4e2a\u7814\u7a76\u65b9\u5411\u662f GraphRAG\u3002\u5728\u91d1\u878d\u573a\u666f\u4e0b\uff0c\u6211\u4eec\u62e5\u6709\u5927\u91cf\u7684\u91d1\u878d\u77e5\u8bc6\u56fe\u8c31\u548c\u4ea7\u4e1a\u94fe\u5173\u7cfb\u6570\u636e\uff0c\u5305\u62ec\u80a1\u7968\u3001\u57fa\u91d1\u4ee5\u53ca\u80a1\u7968\u4e0e\u8d44\u8baf\u4e4b\u95f4\u90fd\u6709\u7740\u5f3a\u5173\u8054\u3002\u4f20\u7edf\u7684\u68c0\u7d22\u65b9\u5f0f\u5f80\u5f80\u5bb9\u6613\u5ffd\u7565\u8fd9\u4e9b\u5b9e\u4f53\u548c\u4e8b\u4ef6\u4e4b\u95f4\u7684\u5173\u8054\u6027\uff0c\u901a\u8fc7 GraphRAG \u80fd\u591f\u8f83\u597d\u5730\u89e3\u51b3\u5b9e\u4f53\u5173\u7cfb\u76f8\u5173\u6027\u7684\u95ee\u9898\uff0c\u63d0\u5347\u95ee\u7b54\u7c7b\u4efb\u52a1\u7684\u80fd\u529b\u3002\u7136\u800c\uff0c\u6ca1\u6709\u4e00\u79cd\u65b9\u6cd5\u80fd\u591f\u89e3\u51b3\u6240\u6709\u95ee\u9898\uff0c\u5c3d\u7ba1 GraphRAG \u5728\u56de\u7b54\u95ee\u9898\u65f6\u8868\u73b0\u5f97\u66f4\u4e3a\u7cbe\u7ec6\u548c\u6709\u6761\u7406\uff0c\u4f46\u5176\u6027\u80fd\u76f8\u8f83\u4e8e\u4e4b\u524d\u7684\u57fa\u7840 RAG\u3001\u591a\u8def RAG \u6709\u7740\u6570\u500d\u7684\u5dee\u8ddd\uff0c\u5e76\u4e14\u5728 token \u5360\u7528\u65b9\u9762\uff0c\u4e5f\u662f\u4f20\u7edf\u65b9\u6cd5\u7684\u6570\u500d\u751a\u81f3\u8fd1\u5341\u500d\u3002\u5f53\u7136\uff0c\u6211\u4eec\u76f8\u4fe1\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\u548c\u5de5\u7a0b\u80fd\u529b\u7684\u63d0\u5347\uff0c\u8fd9\u79cd\u5e94\u7528\u65b9\u5f0f\u5c06\u4f1a\u6709\u66f4\u597d\u7684\u89e3\u51b3\u65b9\u6848\u6765\u514b\u670d\u6027\u80fd\u74f6\u9888\u3002<\/p>\n<p>\u6211\u4eec\u5f97\u51fa\u53e6\u4e00\u4e2a\u8ba4\u77e5\uff1a\u5f53\u524d\u8bb8\u591a\u6280\u672f\u7684\u8fed\u4ee3\u66f4\u65b0\u5e76\u4e0d\u610f\u5473\u7740\u5b8c\u5168\u63a8\u7ffb\u4e4b\u524d\u7684\u6240\u6709\u6280\u672f\uff0c\u4e0d\u540c\u7684 RAG \u5728\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u4e2d\u90fd\u6709\u5176\u5b58\u5728\u7684\u4ef7\u503c\u548c\u9002\u7528\u6027\u3002\u5728\u6280\u672f\u79ef\u7d2f\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4f1a\u4fdd\u7559\u8fd9\u4e9b\u5386\u53f2\u8fed\u4ee3\u4e2d\u4ea7\u751f\u7684\u5404\u79cd\u80fd\u529b\u3002\u9488\u5bf9\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\uff0c\u5339\u914d\u5408\u9002\u7684\u6280\u672f\u80fd\u529b\u548c\u7b56\u7565\uff0c\u8fd9\u4e00\u70b9\u975e\u5e38\u91cd\u8981\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u4e09\u3001\u53ef\u4fe1\u91d1\u878d\u5927\u6a21\u578b\u843d\u5730\u5e94\u7528\u6210\u679c<\/h3>\n<p>\u6700\u540e\u4e00\u90e8\u5206\uff0c\u5c06\u5206\u4eab\u5728\u5177\u4f53\u573a\u666f\u4e2d\u5982\u4f55\u5e94\u7528\u4e0a\u8ff0\u53ef\u4fe1\u80fd\u529b\u4ee5\u53ca\u6d88\u9664\u5e7b\u89c9\u7684\u80fd\u529b\u3002<\/p>\n<h4>1.\u00a0\u91d1\u878d\u884c\u4e1a\u75db\u70b9\uff1a\u4fe1\u606f\u7206\u70b8\u4e0e\u4fe1\u606f\u4e0d\u5bf9\u79f0\u5e26\u6765\u7684\u4f4e\u6548\u51b3\u7b56<\/h4>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u90fd\u77e5\u9053\uff0c\u5728\u91d1\u878d\u884c\u4e1a\u4e2d\uff0c\u4fe1\u606f\u7206\u70b8\u548c\u4fe1\u606f\u4e0d\u5bf9\u79f0\u957f\u671f\u5b58\u5728\uff0c\u8fd9\u4e9b\u95ee\u9898\u5bfc\u81f4\u4e86\u4f4e\u6548\u7684\u51b3\u7b56\u3002\u8fd9\u5176\u4e2d\u5305\u62ec\u4fe1\u606f\u7684\u5b58\u50a8\u3001\u7ba1\u7406\u548c\u641c\u7d22\u7b49\u65b9\u9762\u3002\u63d0\u5347\u8fd9\u4e9b\u80fd\u529b\u53ef\u4ee5\u5e2e\u52a9\u7f13\u89e3\u7531\u4fe1\u606f\u7206\u70b8\u548c\u4fe1\u606f\u4e0d\u5bf9\u79f0\u6240\u5e26\u6765\u7684\u95ee\u9898\u3002<\/p>\n<h4>2.\u00a0\u667a\u80fd\u63d0\u6548-\u91d1\u878d\u5927\u6a21\u578b\u5b9e\u8df5<\/h4>\n<p>&nbsp;<\/p>\n<p>\u56f4\u7ed5\u8fd9\u4e9b\u91d1\u878d\u9886\u57df\u7684\u74f6\u9888\u95ee\u9898\uff0c\u6211\u4eec\u81ea\u4e3b\u7814\u53d1\u4e86\u201c\u4e1c\u65b9\u8d22\u5bcc\u5999\u60f3\u201d\u5927\u6a21\u578b\u3002\u8be5\u6a21\u578b\u57fa\u4e8e\u4e1c\u65b9\u8d22\u5bcc\u591a\u5e74\u79ef\u7d2f\u7684\u6570\u636e\u8d44\u4ea7\u548c\u6570\u636e\u6c89\u6dc0\uff0c\u6784\u5efa\u4e86\u5f3a\u5927\u7684\u7b97\u529b\u80fd\u529b\uff0c\u5e76\u4e13\u95e8\u9488\u5bf9\u91d1\u878d\u573a\u666f\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u7684\u7a81\u7834\u548c\u4f18\u5316\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u8fdb\u884c\u4e86\u5927\u91cf\u7684\u8c03\u7814\u5206\u6790\uff0c\u4ee5\u786e\u5b9a\u5f53\u524d\u5927\u6a21\u578b\u7684\u8bed\u8a00\u7406\u89e3\u548c\u8868\u8ff0\u80fd\u529b\u80fd\u591f\u5728\u54ea\u4e9b\u91d1\u878d\u573a\u666f\u4e2d\u5b9e\u73b0\u76f4\u63a5\u7684\u7a81\u7834\u3002\u6bd4\u8f83\u5178\u578b\u7684\u5e94\u7528\u662f\u5728\u6295\u8d44\u987e\u95ee\u548c\u6295\u8d44\u7814\u7a76\u65b9\u5411\u4e0a\u3002\u56e0\u4e3a\u5728\u5927\u91cf\u7684\u91d1\u878d\u4fe1\u606f\u670d\u52a1\u573a\u666f\u4e2d\uff0c\u5927\u6a21\u578b\u53ef\u80fd\u5728\u7ee9\u6548\u4e0a\u6700\u76f4\u63a5\u5730\u4e3a\u6295\u8d44\u673a\u6784\u3001\u4e13\u4e1a\u6295\u8d44\u4eba\u4ee5\u53ca\u6563\u6237\u6295\u8d44\u8005\u5e26\u6765\u5e2e\u52a9\u3002<\/p>\n<p>\u8fd9\u5b9e\u9645\u4e0a\u6db5\u76d6\u4e86\u9762\u5411\u4f01\u4e1a\u548c\u9762\u5411\u6d88\u8d39\u8005\u7684\u4e24\u4e2a\u65b9\u5411\u3002\u5bf9\u4e8e\u4f01\u4e1a\u7528\u6237\uff08To B\uff09\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u6295\u7814\u7684\u6df1\u5ea6\u4e0a\u5e2e\u52a9\u7814\u7a76\u5458\u5728\u6570\u636e\u5904\u7406\u548c\u7814\u7a76\u6548\u7387\u4e0a\u5b9e\u73b0\u5927\u5e45\u63d0\u5347\u3002\u800c\u5bf9\u4e8e\u4e2a\u4eba\u7528\u6237\uff08To C\uff09\uff0c\u5728\u65e5\u5e38\u7092\u80a1\u8fc7\u7a0b\u4e2d\uff0c\u7528\u6237\u6bcf\u5929\u4f1a\u63a5\u89e6\u5230\u5927\u91cf\u7684\u6295\u8d44\u7c7b\u65b0\u95fb\u548c\u516c\u544a\uff0c\u4f46\u5b9e\u9645\u4e0a\u5f88\u5c11\u6709\u4eba\u613f\u610f\u9605\u8bfb\u8fd9\u4e9b\u516c\u544a\uff0c\u66f4\u4e0d\u7528\u8bf4\u80fd\u591f\u5b8c\u5168\u7406\u89e3\u5b83\u4eec\u7684\u5185\u5bb9\u3002<\/p>\n<h4>3.\u00a0\u91d1\u878d\u4e1a\u667a\u80fd\u5316\u751f\u6001\u8d4b\u80fd\u6295\u7814\u573a\u666f<\/h4>\n<p>&nbsp;<\/p>\n<p>\u901a\u8fc7\u5927\u6a21\u578b\u964d\u4f4e\u7528\u6237\u9605\u8bfb\u91d1\u878d\u4fe1\u606f\u7684\u95e8\u69db\uff0c\u6210\u4e3a\u4e00\u4e2a\u975e\u5e38\u5fc5\u8981\u4e14\u91cd\u8981\u7684\u5e94\u7528\u3002\u6211\u4eec\u901a\u8fc7\u5927\u6a21\u578b\u52a9\u529b\u6570\u636e\u7684\u6df1\u5165\u5206\u6790\uff0c\u6ee1\u8db3\u7814\u7a76\u9700\u6c42\uff0c\u8d2f\u7a7f\u6574\u4e2a\u6295\u7814\u8fc7\u7a0b\uff0c\u63d0\u5347\u5404\u4e2a\u73af\u8282\u7684\u6548\u7387\u548c\u6548\u679c\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u5c06\u901a\u8fc7\u4e00\u4e9b\u5177\u4f53\u6848\u4f8b\uff0c\u8be6\u7ec6\u8bb2\u89e3\u91d1\u878d\u573a\u666f\u4e0b\u5f53\u524d\u5b9e\u8df5\u843d\u5730\u7684\u60c5\u51b5\u3002<\/p>\n<h4>4. AI\u00a0\u641c\u7d22\u4e0e\u95ee\u7b54<\/h4>\n<p>&nbsp;<\/p>\n<p>AI \u641c\u7d22\u529f\u80fd\u5728\u8fc7\u53bb\u53ef\u80fd\u53ea\u80fd\u76f4\u63a5\u627e\u5230\u4e00\u7bc7\u73b0\u6210\u7684\u6587\u7ae0\u3002\u800c\u73b0\u5728\uff0c\u6211\u4eec\u7684 AI \u641c\u7d22\uff0c\u4ee5\u201c\u9ed1\u795e\u8bdd\uff1a\u609f\u7a7a\u201d\u8fd9\u6837\u7684\u641c\u7d22\u4e3a\u4f8b\uff0c\u5373\u4f7f\u662f\u9488\u5bf9\u901a\u7528\u9886\u57df\u7684\u67e5\u8be2\uff0c\u4e5f\u4e0d\u518d\u9700\u8981\u50cf\u4ee5\u524d\u90a3\u6837\u6bcf\u5929\u6574\u7406\u5927\u91cf\u5185\u5bb9\uff0c\u5e76\u5c06\u8fd9\u4e9b\u5185\u5bb9\u5904\u7406\u5165\u5e93\u540e\u624d\u80fd\u8fdb\u884c\u68c0\u7d22\u3002\u5982\u4eca\uff0c\u501f\u52a9\u5927\u6a21\u578b\u7684\u65b9\u5f0f\uff0c\u4e0d\u4ec5\u80fd\u5feb\u901f\u68c0\u7d22\u51fa\u901a\u7528\u9886\u57df\u7684\u76f8\u5173\u4fe1\u606f\uff0c\u8fd8\u80fd\u5bf9\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u8fdb\u884c\u91cd\u70b9\u6458\u8981\u548c\u63d0\u70bc\uff0c\u5e26\u6765\u4e86\u66f4\u597d\u7684\u68c0\u7d22\u4f53\u9a8c\u3002<\/p>\n<p>\u8fd8\u6709\u5178\u578b\u7684\u95ee\u7b54\u529f\u80fd\uff0c\u8fd9\u7c7b\u95ee\u7b54\u66f4\u591a\u5730\u88ab\u7528\u4f5c\u4fe1\u606f\u670d\u52a1\u7684\u4ea4\u4e92\u5165\u53e3\u3002\u4e0b\u4e00\u4ee3\u5e94\u7528\u7a0b\u5e8f\u7684\u98a0\u8986\u6027\u7279\u70b9\u5728\u4e8e\uff0c\u8bb8\u591a\u91d1\u878d\u6570\u636e\u539f\u672c\u5728\u4e1c\u65b9\u8d22\u5bcc APP \u4e2d\u5c31\u5df2\u7ecf\u5b58\u5728\uff0c\u4f46\u8fd9\u4e9b\u6570\u636e\u7684\u8bbf\u95ee\u5165\u53e3\u53ef\u80fd\u8f83\u6df1\u3002\u800c\u5728\u73b0\u9636\u6bb5\uff0c\u901a\u8fc7\u5927\u6a21\u578b\u7684\u652f\u6301\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u4ea4\u4e92\u5f0f\u7684\u65b9\u5f0f\u5feb\u901f\u5b9a\u4f4d\u5230\u8fd9\u4e9b\u539f\u672c\u9690\u85cf\u8f83\u6df1\u7684\u6570\u636e\u548c\u4fe1\u606f\uff0c\u4ece\u800c\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u4fe1\u606f\u83b7\u53d6\u7684\u6548\u7387\u3002<\/p>\n<h4>5. AI\u00a0\u6587\u6863\u52a9\u624b<\/h4>\n<p>&nbsp;<\/p>\n<p>\u6587\u6863\u52a9\u624b\u529f\u80fd\uff0c\u5bf9\u4e8e\u4e13\u4e1a\u7684\u6295\u7814\u4eba\u5458\u5c24\u5176\u6709\u7528\uff0c\u56e0\u4e3a\u4ed6\u4eec\u6bcf\u5929\u9700\u8981\u9605\u8bfb\u548c\u89e3\u6790\u5927\u91cf\u7684\u6587\u6863\u3002\u5927\u6a21\u578b\u7684\u8f85\u52a9\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u6295\u7814\u4eba\u5458\u7684\u9605\u8bfb\u8d1f\u62c5\uff0c\u5e2e\u52a9\u4ed6\u4eec\u66f4\u9ad8\u6548\u5730\u5904\u7406\u4fe1\u606f\u3002<\/p>\n<h4>6. AI\u00a0\u7814\u62a5\u52a9\u624b<\/h4>\n<p>&nbsp;<\/p>\n<p>\u5f53\u7136\uff0c\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u83b7\u53d6\u7684\u5185\u5bb9\u51cf\u5c11\u4e86\uff0c\u800c\u662f\u901a\u8fc7\u63d0\u5347\u89c2\u70b9\u63d0\u70bc\u7684\u80fd\u529b\uff0c\u7279\u522b\u662f\u6838\u5fc3\u89c2\u70b9\u7684\u63d0\u70bc\u80fd\u529b\uff0c\u6765\u51cf\u8f7b\u5de5\u4f5c\u8d1f\u62c5\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u7814\u7a76\u5458\u6bcf\u5929\u53ef\u80fd\u9700\u8981\u9605\u8bfb\u4e03\u516b\u5341\u5230\u4e0a\u767e\u7bc7\u7684\u7814\u7a76\u62a5\u544a\uff0c\u8fd9\u901a\u5e38\u4f1a\u5360\u7528\u534a\u5929\u7684\u65f6\u95f4\u3002\u73b0\u5728\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5927\u6a21\u578b\u5c06\u591a\u7bc7\u7814\u7a76\u62a5\u544a\u4e2d\u7684\u6838\u5fc3\u89c2\u70b9\u8fdb\u884c\u63d0\u70bc\uff0c\u5e76\u751f\u6210\u76ee\u5f55\u5bfc\u822a\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u4e13\u4e1a\u7684\u7814\u7a76\u5458\u80fd\u591f\u66f4\u5feb\u5730\u5b9a\u4f4d\u5230\u62a5\u544a\u4e2d\u7684\u5173\u952e\u4fe1\u606f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u7814\u62a5\u7684\u5173\u952e\u5728\u4e8e\u5176\u6240\u63d0\u4f9b\u7684\u589e\u91cf\u4fe1\u606f\u3002\u5f88\u591a\u65f6\u5019\uff0c\u5404\u5927\u5934\u90e8\u5238\u5546\u53d1\u5e03\u7684\u62a5\u544a\u4e2d\uff0c80% \u7684\u89c2\u70b9\u53ef\u80fd\u662f\u76f8\u4f3c\u7684\uff0c\u800c\u771f\u6b63\u6709\u4ef7\u503c\u7684\u5f80\u5f80\u662f\u90a3\u4e9b\u5dee\u5f02\u5316\u3001\u65b0\u589e\u7684\u4fe1\u606f\uff0c\u8fd9\u4e9b\u4fe1\u606f\u5e26\u6765\u7684\u9644\u52a0\u503c\u66f4\u9ad8\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u7684\u5927\u6a21\u578b\u4e0d\u4ec5\u4f1a\u63d0\u70bc\u51fa\u62a5\u544a\u4e2d\u7684\u5171\u540c\u70b9\uff0c\u8fd8\u4f1a\u8bc6\u522b\u5e76\u63d0\u53d6\u51fa\u589e\u91cf\u4fe1\u606f\u3002\u540c\u65f6\uff0c\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u7684\u53ef\u4fe1\u5ea6\uff0c\u6211\u4eec\u4f1a\u5bf9\u63d0\u53d6\u51fa\u7684\u5185\u5bb9\u8fdb\u884c\u539f\u6587\u8ffd\u6eaf\uff0c\u786e\u4fdd\u80fd\u591f\u627e\u5230\u8fd9\u4e9b\u4fe1\u606f\u7684\u5177\u4f53\u6765\u6e90\uff0c\u65e0\u8bba\u662f\u54ea\u7bc7\u6587\u7ae0\u3001\u7814\u7a76\u62a5\u544a\u8fd8\u662f\u516c\u544a\u3002<\/p>\n<p>\u4ece\u4ee5\u4e0a\u51e0\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u5927\u5bb6\u4e0d\u96be\u770b\u51fa\uff0c\u5c3d\u7ba1\u6211\u4eec\u90fd\u662f\u56f4\u7ed5\u7814\u62a5\u52a9\u624b\u8fd9\u4e00\u6838\u5fc3\u80fd\u529b\u8fdb\u884c\u5efa\u8bbe\uff0c\u4f46\u5728\u80cc\u540e\u7684\u4e0d\u540c\u5b50\u80fd\u529b\u4e2d\uff0c\u90fd\u5927\u91cf\u5e94\u7528\u4e86\u5927\u6a21\u578b\u7684\u7406\u89e3\u548c\u8868\u8fbe\u80fd\u529b\u3002\u8fd9\u5728\u4ee5\u524d\u6784\u5efa\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u670d\u52a1\u65f6\u51e0\u4e4e\u662f\u4e0d\u53ef\u60f3\u8c61\u7684\u3002\u8fc7\u53bb\uff0c\u642d\u5efa\u8fd9\u6837\u4e00\u4e2a\u590d\u6742\u7684\u7cfb\u7edf\u53ef\u80fd\u9700\u8981\u534a\u5e74\u751a\u81f3\u66f4\u957f\u65f6\u95f4\uff0c\u6bcf\u9879\u80fd\u529b\u90fd\u9700\u8981\u5355\u72ec\u51c6\u5907\u6837\u672c\u5e76\u8fdb\u884c\u5355\u72ec\u8bad\u7ec3\u3002\u800c\u73b0\u5728\uff0c\u901a\u8fc7\u5fae\u8c03\u548c\u68c0\u7d22\u589e\u5f3a\u7684\u65b9\u5f0f\uff0c\u53ef\u4ee5\u5feb\u901f\u9002\u914d\u5404\u79cd\u5177\u4f53\u7684\u80fd\u529b\u3002<\/p>\n<h4>7. AI\u00a0\u503a\u5238\u8d44\u8baf<\/h4>\n<p>&nbsp;<\/p>\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u8fd8\u6709\u9762\u5411\u91d1\u878d\u673a\u6784\u7684\u503a\u5238\u5206\u6790\u3002\u6211\u4eec\u56f4\u7ed5\u5404\u7c7b\u516c\u544a\u548c\u8d44\u8baf\uff0c\u53ef\u4ee5\u5feb\u901f\u5f62\u6210\u6807\u7b7e\u670d\u52a1\uff0c\u5305\u62ec\u5404\u79cd\u7406\u89e3\u3001\u603b\u7ed3\u548c\u5f52\u7eb3\u7684\u80fd\u529b\u3002<\/p>\n<h4>8. AI\u00a0\u667a\u80fd\u9009\u80a1\u8bca\u80a1<\/h4>\n<p>&nbsp;<\/p>\n<p>AI \u667a\u80fd\u9009\u80a1\u8bca\u80a1\uff0c\u8fd9\u5bf9\u4e8e\u7092\u80a1\u4eba\u5458\u6216\u6295\u8d44\u4eba\u5458\u6765\u8bf4\u662f\u4e00\u9879\u798f\u5229\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u8be2\u95ee\u6a21\u578b\u201c3D \u6253\u5370\u73b0\u5728\u5f88\u706b\uff0c\u54ea\u4e9b\u80a1\u7968\u672a\u6765\u53ef\u80fd\u4f1a\u4ece\u4e2d\u53d7\u76ca\uff1f\u201d\u7c7b\u4f3c\u5730\uff0c\u5bf9\u4e8e\u300a\u9ed1\u795e\u8bdd\uff1a\u609f\u7a7a\u300b\u8fd9\u6837\u7684\u70ed\u70b9\u8bdd\u9898\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u8be2\u95ee\u5b83\u53ef\u80fd\u5f71\u54cd\u54ea\u4e9b\u80a1\u7968\u6216\u76f8\u5173\u6982\u5ff5\u3002\u5982\u679c\u5927\u5bb6\u770b\u597d\u8fd9\u4e00\u65b9\u5411\uff0c\u4e5f\u53ef\u4ee5\u53c2\u8003\u5927\u6a21\u578b\u63d0\u4f9b\u7684\u5206\u6790\u7ed3\u8bba\uff0c\u8fd9\u4e9b\u7ed3\u8bba\u4f1a\u4ece\u57fa\u672c\u9762\u3001\u6280\u672f\u9762\u548c\u6d88\u606f\u9762\u7b49\u591a\u4e2a\u89d2\u5ea6\u63d0\u4f9b\u5ba2\u89c2\u6570\u636e\u652f\u6301\u3002<\/p>\n<h4>9.\u00a0\u4ea7\u54c1\u5f62\u6001-Choice \u6570\u636e-\u4e0b\u4e00\u4ee3\u667a\u80fd\u91d1\u878d\u7ec8\u7aef<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4ee5\u4e0a\u5c31\u662f\u6211\u4eec\u5bf9\u6a21\u578b\u5728\u91d1\u878d\u9886\u57df\u7684\u5b9e\u8df5\u5e94\u7528\uff0c\u76ee\u524d\u8fd9\u4e9b\u529f\u80fd\u5df2\u5728\u6211\u4eec\u7684 Choice \u670d\u52a1\u7ec8\u7aef\u4e0a\u5168\u9762\u4e0a\u7ebf\u3002\u8be5\u670d\u52a1\u7ec8\u7aef\u4e0d\u4ec5\u662f\u4e00\u4e2a\u5e73\u53f0\uff0c\u5b83\u8fd8\u5305\u62ec\u4e86 APP\u3001PC \u7aef\u53ef\u5b89\u88c5\u7684\u5ba2\u6237\u7aef\u3001\u91cf\u5316\u63a5\u53e3\u4ee5\u53ca API \u7b49\u591a\u79cd\u4fe1\u606f\u670d\u52a1\u548c\u8f93\u51fa\u65b9\u5f0f\u3002\u611f\u5174\u8da3\u7684\u540c\u4ec1\u53ef\u4ee5\u5173\u6ce8\u6211\u4eec\u7684\u5e73\u53f0\u3002\u8fd9\u4e2a\u5e73\u53f0\u4e0d\u4ec5\u670d\u52a1\u4e8e\u91d1\u878d\u884c\u4e1a\uff0c\u5bf9\u4e8e\u6709\u6295\u8d44\u9700\u6c42\u6216\u4ea7\u7814\u9700\u6c42\u7684\u7528\u6237\u4e5f\u540c\u6837\u9002\u7528\uff0c\u751a\u81f3\u53ef\u7528\u4e8e\u5b66\u672f\u8bba\u6587\u5199\u4f5c\u3002<\/p>\n<p>\u60f3\u8981\u4e86\u89e3\u66f4\u591a\u5173\u4e8e\u4e1c\u65b9\u8d22\u5bcc AI \u76f8\u5173\u7684\u524d\u6cbf\u6280\u672f\u7a81\u7834\u3001\u4ea7\u54c1\u8fdb\u5c55\u53ca\u6700\u65b0\u8d44\u8baf\uff0c\u6b22\u8fce\u5173\u6ce8\u201c\u4e1c\u65b9\u8d22\u5bcc AI\u201d\u516c\u4f17\u53f7\uff0c\u8fd9\u91cc\u4f1a\u7b2c\u4e00\u65f6\u95f4\u5206\u4eab\u76f8\u5173\u4fe1\u606f\u3002\u8c22\u8c22\u5927\u5bb6\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u56db\u3001\u95ee\u7b54\u73af\u8282<\/h3>\n<p><strong>Q1\uff1a\u91d1\u878d\u9886\u57df\u4e2d\u5927\u6a21\u578b\u843d\u5730\u6700\u6709\u6548\u7684\u573a\u666f\u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u662f\u5426\u8fd8\u662f RAG \u4e00\u7c7b\u7684\u5e94\u7528\uff1f<\/strong><\/p>\n<p>A1\uff1a\u6700\u6709\u6548\u7684\u5e94\u7528\u8fd8\u662f\u5728\u6295\u7814\u548c\u6295\u987e\u8fd9\u4e24\u4e2a\u65b9\u5411\u3002\u5305\u62ec\u524d\u9762\u63d0\u5230\u7684\uff0c\u5982\u4f55\u7528\u76f8\u5bf9\u901a\u4fd7\u7684\u4fe1\u606f\u8868\u8ff0\u65b9\u5f0f\u9488\u5bf9\u4e0d\u540c\u4eba\u7fa4\u7684\u9700\u6c42\u8fdb\u884c\u4fe1\u606f\u8f93\u51fa\u548c\u89e3\u8bfb\uff0c\u4ee5\u8fdb\u884c\u6295\u8d44\u8005\u6559\u80b2\u3002\u53e6\u4e00\u4e2a\u65b9\u5411\u662f\u6295\u7814\uff0c\u7279\u522b\u662f\u5728\u63d0\u9ad8\u6295\u8d44\u7814\u7a76\u6548\u7387\u65b9\u9762\u3002\u6bcf\u5929\u6709\u5927\u91cf\u7684\u4fe1\u7528\u4fe1\u606f\u3001\u516c\u544a\u548c\u7814\u7a76\u62a5\u544a\uff0c\u5c06\u8fd9\u4e9b\u4fe1\u606f\u8fdb\u884c\u6574\u5408\u3001\u91cd\u70b9\u4fe1\u606f\u7cbe\u51c6\u63d0\u70bc\u548c\u62bd\u53d6\uff0c\u662f\u6211\u4eec\u770b\u5230\u6bd4\u8f83\u591a\u4e14\u6709\u6548\u843d\u5730\u7684\u4e00\u4e9b\u65b9\u5411\u3002<\/p>\n<p><strong>Q2\uff1a\u8bf7\u95ee\u8fd9\u4e2a\u6a21\u578b\u662f\u5982\u4f55\u5b9e\u73b0\u8bc6\u522b\u6295\u7814\u62a5\u544a\u4e2d\u7684\u5dee\u5f02\u5316\u4fe1\u606f\u7684\uff1f<\/strong><\/p>\n<p>A2\uff1a\u4ece\u6280\u672f\u5b9e\u73b0\u7684\u89d2\u5ea6\u6765\u8bf4\uff0c\u65e0\u8bba\u662f\u54ea\u79cd\u6a21\u578b\u6216\u80fd\u529b\uff0c\u6700\u7ec8\u90fd\u4f1a\u4f7f\u7528\u4e00\u4e9b\u63d0\u793a\u8bed\uff08prompt\uff09\u6765\u5f15\u5bfc\u5927\u6a21\u578b\u89e3\u51b3\u5177\u4f53\u95ee\u9898\u3002\u8fd9\u4e9b\u63d0\u793a\u8bed\u9488\u5bf9\u4e0d\u540c\u7684\u4efb\u52a1\u4f1a\u6709\u4e0d\u540c\u7684\u4f18\u5316\u3002\u4f8b\u5982\uff0c\u5982\u679c\u8981\u5904\u7406\u589e\u91cf\u4fe1\u606f\u6216\u5dee\u5f02\u5316\u4fe1\u606f\u7684\u8bc6\u522b\uff0c\u901a\u5e38\u4f1a\u9075\u5faa\u8fd9\u6837\u7684\u6b65\u9aa4\u6765\u8bbe\u8ba1\u76f8\u5e94\u7684\u63d0\u793a\u8bed\u3002\u5982\u679c prompt \u80fd\u591f\u89e3\u51b3\u95ee\u9898\uff0c\u90a3\u5f53\u7136\u662f\u901a\u8fc7\u63d0\u793a\u8bed\u5de5\u7a0b\u6765\u4f18\u5316\u63d0\u793a\u8bed\uff0c\u4ee5\u8fbe\u5230\u66f4\u51c6\u786e\u7684\u6548\u7387\u3002\u5982\u679c\u63d0\u793a\u8bed\u89e3\u51b3\u4e0d\u4e86\u95ee\u9898\uff0c\u90a3\u4e48\u6211\u4eec\u4f1a\u8003\u8651\u4f7f\u7528\u5fae\u8c03\u7684\u65b9\u6cd5\u3002\u5982\u679c\u5fae\u8c03\u4e5f\u65e0\u6cd5\u89e3\u51b3\u95ee\u9898\uff0c\u90a3\u4e48\u53ef\u80fd\u9700\u8981\u68c0\u67e5\u9884\u8bad\u7ec3\u8bed\u6599\u662f\u5426\u5b58\u5728\u67d0\u4e9b\u95ee\u9898\u3002\u6211\u4eec\u901a\u5e38\u4f1a\u4ee5\u4e00\u79cd\u4ece\u4f4e\u6210\u672c\u5230\u9ad8\u6210\u672c\u7684\u65b9\u5f0f\uff0c\u9010\u5c42\u89e3\u51b3\u95ee\u9898\uff0c\u4ee5\u63d0\u5347\u6574\u4f53\u6548\u679c\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_22551\" class=\"pvc_stats total_only  \" data-element-id=\"22551\" style=\"\"><i class=\"pvc-stats-icon medium\" 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