{"id":53840,"date":"2025-02-18T08:18:20","date_gmt":"2025-02-18T00:18:20","guid":{"rendered":"https:\/\/fwq.ai\/blog\/53840\/"},"modified":"2025-02-18T08:18:20","modified_gmt":"2025-02-18T00:18:20","slug":"%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%b3%bb%e7%bb%9f%e8%af%84%e4%bc%b0%e6%96%b0%e6%a1%86%e6%9e%b6%ef%bc%9a%e5%be%ae%e8%a7%82%e6%8c%87%e6%a0%87%e6%9e%84%e5%bb%ba%e6%96%b9%e6%b3%95%e8%ae%ba","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/53840\/","title":{"rendered":"\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u8bc4\u4f30\u65b0\u6846\u67b6\uff1a\u5fae\u89c2\u6307\u6807\u6784\u5efa\u65b9\u6cd5\u8bba"},"content":{"rendered":"<p>&nbsp;<\/p>\n<ul>\n<li>\n<p style=\"line-height: 27px\">AI \u9886\u57df\u7684\u6bcf\u4e2a\u5e94\u7528\u573a\u666f\u90fd\u6709\u5176\u72ec\u5230\u7684\u6311\u6218\u3002\u5728\u7cfb\u7edf\u627f\u8f7d\u4e86\u751f\u4ea7\u73af\u5883\u7684\u6d41\u91cf\u540e\uff0c\u5f00\u53d1\u8005\u5c31\u9700\u8981\u5f00\u59cb\u76d1\u63a7\u8fb9\u754c\u573a\u666f\u548c\u7279\u6b8a\u6848\u4f8b<\/p>\n<\/li>\n<li>\n<p style=\"line-height: 27px\">\u7cfb\u7edf\u5316\u89c6\u89d2\uff1a\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u770b\u4f5c\u662f\u7cfb\u7edf\u7ec4\u4ef6\u800c\u975e\u72ec\u7acb\u5b58\u5728\uff0c\u5176\u6027\u80fd\u4e0e\u53ef\u9760\u6027\u9700\u8981\u5b8c\u5584\u7684\u53ef\u89c2\u6d4b\u4f53\u7cfb\u548c\u9632\u62a4\u673a\u5236\uff0c\u4e14\u8981\u4e0e\u7528\u6237\u9700\u6c42\u548c\u5546\u4e1a\u76ee\u6807\u4fdd\u6301\u52a8\u6001\u5bf9\u9f50<\/p>\n<\/li>\n<li>\n<p style=\"line-height: 27px\">\u6784\u5efa\u80fd\u53ca\u65f6\u53cd\u5e94\u7528\u6237\u95ee\u9898\u7684\u6307\u6807\u544a\u8b66\u673a\u5236\uff0c\u540c\u65f6\u5efa\u7acb\u6307\u6807\u6e05\u7406\u6d41\u7a0b\u4ee5\u6dd8\u6c70\u8fc7\u65f6\u76d1\u63a7\u9879<\/p>\n<\/li>\n<li>\n<p style=\"line-height: 27px\">\u56f4\u7ed5\u4e1a\u52a1\u53d1\u5c55\u65b9\u5411\u6784\u5efa\u6307\u6807\u4f53\u7cfb\uff0c\u65e2\u8981\u5339\u914d\u5f53\u524d\u9636\u6bb5\u76ee\u6807\uff0c\u4e5f\u8981\u6574\u5408\u5386\u53f2\u7ecf\u9a8c\u6559\u8bad<\/p>\n<\/li>\n<li>\n<p style=\"line-height: 27px\">\u4e0d\u8981\u5c06\u4e8b\u60c5\u590d\u6742\u5316\u3002\u91c7\u7528\u6e10\u8fdb\u5f0f\u5f00\u53d1\u6a21\u5f0f\uff0c\u5148\u642d\u5efa\u57fa\u7840\u6307\u6807\u6846\u67b6\uff0c\u518d\u5b8c\u5584\u76d1\u63a7\u57fa\u7840\u8bbe\u65bd\uff0c\u6700\u7ec8\u5b9e\u73b0\u7cfb\u7edf\u6210\u719f\u5ea6\u7684\u9636\u68af\u5f0f\u63d0\u5347<\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">Denys Linkov \u5728 QCon \u65e7\u91d1\u5c71\u6280\u672f\u5927\u4f1a\u4e0a\u53d1\u8868\u4e86\u9898\u4e3a\u300a\u6784\u5efa LLM \u7cfb\u7edf\u8bc4\u4f30\u5fae\u89c2\u6307\u6807\u7684\u6846\u67b6\u8bbe\u8ba1\u300b\u7684\u4e13\u9898\u6f14\u8bb2\u3002\u672c\u6587\u6574\u7406\u81ea\u8be5\u6f14\u8bb2\u5185\u5bb9\uff0c\u91cd\u70b9\u63a2\u8ba8\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u51c6\u786e\u6027\u8bc4\u4f30\u6240\u9762\u4e34\u7684\u72ec\u7279\u6311\u6218\uff0c\u5e76\u7cfb\u7edf\u5730\u9610\u8ff0\u4e86\u5982\u4f55\u901a\u8fc7\u521b\u5efa\u3001\u8ddf\u8e2a\u53ca\u52a8\u6001\u4fee\u6b63\u5fae\u89c2\u6307\u6807\u4f53\u7cfb\u6765\u6301\u7eed\u4f18\u5316 LLM \u6a21\u578b\u8868\u73b0\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u4f60\u662f\u5426\u9047\u5230\u8fc7\u8fd9\u6837\u7684\u573a\u666f\uff1a\u4fee\u6539\u4e86\u7cfb\u7edf\u63d0\u793a\u8bcd\u5374\u5bfc\u81f4\u751f\u4ea7\u73af\u5883\u51fa\u73b0\u95ee\u9898\uff1f\u8fd0\u884c\u4e86\u6240\u6709\u7684\u6d4b\u8bd5\u7528\u4f8b\uff0c\u66f4\u65b0\u6a21\u578b\u524d\u4e5f\u6709\u8fdb\u884c\u5145\u5206\u7684\u8bc4\u4f30\uff0c\u4e00\u5207\u770b\u8d77\u6765\u90fd\u6ca1\u4ec0\u4e48\u95ee\u9898\uff0c\u76f4\u5230\u6709\u4eba\u5728 Discord \u670d\u52a1\u5668\u4e0a @ \u4f60\uff0c\u62b1\u6028\u8bf4\u7cfb\u7edf\u5b8c\u5168\u6302\u6389\u4e86\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u8fd9\u4e2a\u5173\u4e8e\u5fae\u89c2\u6307\u6807\u7684\u6784\u60f3\uff0c\u6e90\u81ea\u4e8e\u4f5c\u8005\u5728 AI \u4ee3\u7406\u5e73\u53f0 Voiceflow \u4e0a\u4fee\u6539\u7cfb\u7edf\u63d0\u793a\u8bcd\u65f6\u7684\u4eb2\u8eab\u7ecf\u5386\u3002\u4ec5\u4ec5\u662f\u8c03\u6574\u4e86\u4e0e\u6a21\u578b\u4ea4\u4e92\u7684\u63d0\u793a\u8bcd\u6a21\u677f\uff0c\u5374\u610f\u5916\u5f15\u53d1\u4e86\u4e00\u4e2a\u5178\u578b\u6848\u4f8b\uff1a\u67d0\u7528\u6237\u5728\u4f7f\u7528\u5fb7\u8bed\u4e0e\u6a21\u578b\u5bf9\u8bdd\u65f6\uff0c\u524d\u56db\u6b21\u4ea4\u4e92\u4e2d\u6a21\u578b\u90fd\u80fd\u6b63\u786e\u4f7f\u7528\u5fb7\u8bed\u56de\u7b54\uff0c\u4f46\u5728\u7b2c\u4e94\u6b21\u5bf9\u8bdd\u65f6\uff0c\u6a21\u578b\u5374\u7a81\u7136\u5207\u6362\u6210\u4e86\u82f1\u8bed\u7684\u56de\u7b54\u3002\u5ba2\u6237\u5bf9\u6b64\u975e\u5e38\u4e0d\u6ee1\uff0c\u8d28\u7591\u4e3a\u4ec0\u4e48\u6a21\u578b\u5728\u5168\u7a0b\u4f7f\u7528\u5fb7\u8bed\u7684\u5bf9\u8bdd\u4e2d\u4f1a\u7a81\u7136\u6539\u7528\u82f1\u8bed\u3002\u7eb3\u95f7\u7684\u4e0d\u53ea\u662f\u7528\u6237\uff0c\u4f5c\u8005\u4e5f\u6478\u4e0d\u7740\u5934\u8111\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">LLM \u5e73\u53f0\u7684\u5f00\u53d1\uff0c\u6216\u8005\u8bf4\u4efb\u4f55\u7c7b\u578b\u7684\u5e73\u53f0\u5f00\u53d1\uff0c\u90fd\u662f\u5145\u6ee1\u6311\u6218\u7684\u3002<\/p>\n<p><span style=\"height: 57px;line-height: 62px;);background-position: 50% 50%;background-repeat: no-repeat;background-attachment: initial;background-size: 55px;margin-top: 38px;margin-bottom: 10px\">\u5982\u4f55\u5b9a\u4e49\u4f18\u8d28\u7684 LLM \u56de\u7b54\uff1f<\/span> <\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u5728\u5f00\u53d1 LLM \u5e94\u7528\u65f6\uff0c\u4ec0\u4e48\u624d\u7b97\u662f\u4f18\u8d28\u7684\u6a21\u578b\u56de\u7b54\uff1f\u8fd9\u4e2a\u95ee\u9898\u9887\u5177\u54f2\u5b66\u4ee5\u4e3a\uff0c\u56e0\u4e3a\u4eba\u4eec\u5f88\u96be\u5728\u201c\u4f18\u8d28\u201d\u8fd9\u65b9\u9762\u8fbe\u6210\u7edf\u4e00\u7684\u610f\u89c1\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">LLM \u8ff7\u4eba\u7684\u540c\u65f6\u4e5f\u60d1\u4eba\u3002\u5b83\u4eec\u7684\u7b54\u6848\u542c\u8d77\u6765\u603b\u662f\u90a3\u4e48\u5730\u4ee4\u4eba\u4fe1\u670d\uff0c\u5373\u4f7f\u7b54\u6848\u672c\u8eab\u662f\u9519\u8bef\u7684\u3002\u4eba\u4eec\u4e0d\u4ec5\u4ec5\u5bf9\u201c\u4f18\u8d28\u56de\u7b54\u201d\u7684\u8bc4\u5224\u6807\u51c6\u5b58\u5728\u5206\u6b67\uff0c\u6709\u65f6\u751a\u81f3\u90fd\u4e0d\u4f1a\u4ed4\u7ec6\u9605\u8bfb\u6a21\u578b\u8f93\u51fa\u7684\u5185\u5bb9\u3002\u4e3a\u4e86\u8bc4\u4f30\u56de\u7b54\u7684\u8d28\u91cf\uff0c\u5f00\u53d1\u8005\u5f80\u5f80\u4f1a\u91c7\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u6216\u7cbe\u51c6\u5339\u914d\u3001\u4e0e\u6807\u51c6\u6570\u636e\u96c6\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u5bf9\u6bd4\u3001\u7528 LLM \u505a\u8bc4\u5224\uff0c\u6216\u8005\u662f\u7528\u4f20\u7edf\u7684\u6570\u636e\u79d1\u5b66\u8bc4\u4f30\u6307\u6807\u3002<\/p>\n<p><span style=\"height: 57px;line-height: 62px;);background-position: 50% 50%;background-repeat: no-repeat;background-attachment: initial;background-size: 55px;margin-top: 38px;margin-bottom: 10px\">\u5355\u4e00\u6307\u6807\u7684\u5c40\u9650\u6027<\/span> <\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u6545\u4e8b\u4ece\u6211\u7684\u4e00\u6b21\u7ecf\u9a8c\u6559\u8bad\u5f00\u59cb\u3002\u9996\u5148\u662f\u5355\u4e00\u6307\u6807\u7684\u5c40\u9650\u6027\uff0c\u4ee5\u652f\u6491 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u8fdb\u884c\u76f8\u4f3c\u77ed\u8bed\u68c0\u7d22\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\u4e3a\u4f8b\uff0c\u7528 OpenAI \u7684\u6700\u65b0\u6a21\u578b\u4ee5\u53ca\u4e24\u4e2a\u6392\u540d\u9760\u524d\u7684\u5f00\u6e90\u6a21\u578b\u6765\u5bf9\u6bd4\uff0c\u201c\u6211\u559c\u6b22\u5403\u571f\u8c46\uff08I like to eat potatoes\uff09\u201d\u548c\u4e09\u4e2a\u77ed\u53e5\u7684\u5339\u914d\u5ea6\uff0c\u731c\u731c\u770b\u54ea\u4e2a\u77ed\u53e5\u7684\u5339\u914d\u5ea6\u6700\u9ad8\uff1f<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u5bf9\u6bd4\u77ed\u53e5\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\n<p style=\"line-height: 27px\">I am a potato\uff08\u6211\u662f\u571f\u8c46\uff09<\/p>\n<\/li>\n<li>\n<p style=\"line-height: 27px\">I am a human\uff08\u6211\u662f\u4eba\u7c7b\uff09<\/p>\n<\/li>\n<li>\n<p style=\"line-height: 27px\">I am hungry\uff08\u6211\u997f\u4e86\uff09<\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\"><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/api.ibos.cn\/v4\/weapparticle\/accesswximg?aid=101920&amp;url=aHR0cHM6Ly9tbWJpei5xcGljLmNuL3N6X21tYml6X3BuZy9ZcmlhaWFKUGIyNlZPbVM3b0N0UU1mWWljcG5rR0xTNnhFZ3Z6S0s5YzJydHpTOThGSEdpYmo4MVc0blMzWTAzRU5zYW9UYkZtdVI3dVF5QXAxVXFJV0tSalEvNjQwP3d4X2ZtdD1wbmcmYW1w;from=appmsg\" style=\"width: 100%\" title=\"\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u8bc4\u4f30\u65b0\u6846\u67b6\uff1a\u5fae\u89c2\u6307\u6807\u6784\u5efa\u65b9\u6cd5\u8bba\u63d2\u56fe\" alt=\"\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u8bc4\u4f30\u65b0\u6846\u67b6\uff1a\u5fae\u89c2\u6307\u6807\u6784\u5efa\u65b9\u6cd5\u8bba\u63d2\u56fe\" \/><\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px;text-align: center\"><span style=\"font-size: 14px\">\u56fe\u4e00\uff1a\u8bed\u4e49\u76f8\u4f3c\u5ea6\u7684\u6311\u6218&nbsp;<\/span><\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u4e09\u4e2a\u6a21\u578b\u90fd\u9009\u62e9\u4e86\u201c\u6211\u662f\u571f\u8c46\u201d\u3002\u8fd9\u4e2a\u7ed3\u679c\u5f88\u795e\u5947\uff0c\u5c06\u201c\u6211\u559c\u6b22\u5403\u571f\u8c46\u201d\u548c\u201c\u6211\u662f\u571f\u8c46\u201d\u76f8\u5339\u914d\uff0c\u66b4\u9732\u4e86\u4f9d\u8d56\u4f59\u5f26\u76f8\u4f3c\u5ea6\u6216\u8bed\u4e49\u76f8\u4f3c\u5ea6\u7684\u6a21\u578b\u5b58\u5728\u7684\u7f3a\u9677\u3002\u4ece\u5b9e\u9645\u7684\u8bed\u4e49\u6765\u770b\uff0c\u201c\u6211\u997f\u4e86\u201d\u751a\u81f3\u662f\u201c\u6211\u662f\u4eba\u7c7b\u201d\u90fd\u6bd4\u201c\u6211\u662f\u571f\u8c46\u201d\u5408\u7406\u3002\u8fd9\u4e2a\u6848\u4f8b\u8bf4\u660e\u4e86\u8bc4\u4f30\u7684\u6307\u6807\u5e76\u975e\u5728\u6240\u6709\u573a\u666f\u4e0b\u90fd\u53ef\u9760\u3002<\/p>\n<p><span style=\"height: 57px;line-height: 62px;);background-position: 50% 50%;background-repeat: no-repeat;background-attachment: initial;background-size: 55px;margin-top: 38px;margin-bottom: 10px\">\u8ba9 LLM \u6765\u8bc4\u4f30<\/span> <\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u4e1a\u754c\u666e\u904d\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 GPT-4\uff09\u4f5c\u4e3a\u81ea\u52a8\u8bc4\u4f30\u5de5\u5177\uff0c\u8fd9\u79cd\u505a\u6cd5\u5e38\u89c1\u4e8e\u9700\u8981\u6279\u91cf\u5904\u7406\u5927\u6a21\u578b\u56de\u7b54\u4f46\u53c8\u4e0d\u60f3\u4eba\u5de5\u53bb\u5ba1\u6838\u7684\u573a\u666f\u3002\u4f46\u8fd9\u4e9b\u6a21\u578b\u4e2d\u5b58\u5728\u504f\u89c1\uff1a2023 \u5e74\u7684\u4e00\u9879\u7814\u7a76\u4e2d\u53d1\u73b0\uff0c\u5728\u8bc4\u4f30\u7b80\u77ed\u63d0\u793a\u8bcd GPT-4 \u4e0e\u4eba\u7c7b\u5224\u65ad\u7684\u4e00\u81f4\u6027\u8f83\u4f4e\uff0c\u4f46\u5bf9\u957f\u6bb5\u63d0\u793a\u8bcd\u7684\u8bc4\u4f30\u6548\u679c\u5374\u66f4\u597d\u3002\u591a\u9879\u7814\u7a76\u90fd\u5370\u8bc1\u4e86\u8fd9\u79cd\u8bc4\u4f30\u504f\u89c1\uff0c\u8fd9\u79cd\u504f\u89c1\u80cc\u540e\u7684\u539f\u56e0\u5728\u4e8e\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b66\u4f1a\u4e86\u4eba\u7c7b\u7684\u67d0\u79cd\u601d\u7ef4\u6a21\u5f0f\u503e\u5411\u6216\u504f\u597d\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u90a3\u4e48\u8ba9\u4eba\u7c7b\u6765\u8bc4\u4f30\u662f\u5426\u5c31\u4f1a\u66f4\u53ef\u9760\u5462\uff1f\u6807\u51c6\u5316\u7684\u6d4b\u8bd5\u7ed9\u51fa\u4e86\u7b54\u6848\u3002\u4e8c\u5341\u591a\u5e74\u524d\u7684\u4e00\u7bc7\u9488\u5bf9 SAT \u4f5c\u6587\u8bc4\u5206\u7684 \u7814\u7a76 \u663e\u793a\uff0c\u4ec5\u51ed\u6587\u7ae0\u957f\u5ea6\u8fd9\u4e00\u9879\u6307\u6807\uff0c\u5c31\u80fd\u51c6\u786e\u9884\u6d4b\u9605\u5377\u4eba\u7684\u8bc4\u5206\u7ed3\u679c\u3002\u8fd9\u66b4\u9732\u4e86\u4eba\u7c7b\u8bc4\u5224\u7684\u7c7b\u4f3c\u503e\u5411\uff1a\u6211\u4eec\u5f80\u5f80\u66f4\u5173\u6ce8\u6587\u7ae0\u957f\u5ea6\u7b49\u8868\u9762\u6307\u6807\uff0c\u800c\u975e\u5b9e\u9645\u7684\u5185\u5bb9\u8d28\u91cf\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u201c\u4f18\u8d28\u201d\u7a76\u7adf\u8be5\u5982\u4f55\u5b9a\u4e49\uff1f\u7528\u6237\u662f\u66f4\u613f\u610f\u5728\u6cb9\u7ba1\u4e0a\u770b\u732b\u54aa\u89c6\u9891\u8fd8\u662f LLM \u76f8\u5173\u89c6\u9891\uff1f\u6cb9\u7ba1\u4e0a\u7684\u5976\u732b\u89c6\u9891\u6709 3.6 \u5343\u4e07\u7684\u64ad\u653e\u91cf\uff0c\u800c Karpathy \u7684\u6280\u672f\u8bb2\u5ea7\u5374\u53ea\u6709\u56db\u767e\u4e07\u7684\u64ad\u653e\u91cf\uff0c\u90a3\u4e48\u6211\u4eec\u5c31\u80fd\u5f97\u51fa\u7ed3\u8bba\uff0c\u201c\u732b\u732b\u6bd4 LLM \u8981\u66f4\u597d\uff0c\u6211\u4eec\u663e\u7136\u5e94\u8be5\u53ea\u5411\u7528\u6237\u63a8\u9001\u732b\u732b\u76f8\u5173\u7684\u5185\u5bb9\u201d\u3002\u793e\u5a92\u53ef\u80fd\u4f1a\u8d5e\u540c\u8fd9\u79cd\u7ed3\u8bba\uff0c\u4f46\u8fd9\u4e5f\u66b4\u9732\u4e86\u5355\u7eaf\u4f9d\u8d56\u64ad\u653e\u91cf\u6216\u51c6\u786e\u7387\u7b49\u6307\u6807\u7684\u5c40\u9650\u6027\u3002\u8fd9\u4e9b\u8bc4\u4f30\u6807\u51c6\u672c\u8eab\u5c31\u4e0d\u5b8c\u5584\uff0c\u4ed4\u7ec6\u60f3\u60f3\u4e0d\u96be\u7406\u89e3\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u901a\u8fc7\u89c2\u5bdf\u4eba\u7c7b\u6307\u4f7f\u4eba\u7c7b\u5e72\u6d3b\u7684\u65b9\u5f0f\uff0c\u6211\u4eec\u4f1a\u53d1\u73b0\u4e0d\u540c\u4efb\u52a1\u7684\u6307\u4ee4\u7cbe\u786e\u5ea6\u5b58\u5728\u7740\u663e\u8457\u7684\u5dee\u5f02\u3002\u4ee5\u6211\u5728\u9ea6\u5f53\u52b3\u6253\u5de5\u7684\u7ecf\u5386\u4e3a\u4f8b\uff08\u4e00\u6bb5\u5851\u9020\u4e86\u6211\u6027\u683c\u7684\u7ecf\u5386\uff09\uff0c\u70b8\u9e21\u5757\u7684\u6d41\u7a0b\u8bf4\u660e\u6781\u5176\u8be6\u5c3d\uff0c\u64cd\u4f5c\u6307\u5357\u4e2d\u8be6\u7ec6\u89c4\u5b9a\u4e86\u70f9\u996a\u65f6\u95f4\uff0c\u6ca1\u6709\u5728\u89c4\u5b9a\u65f6\u95f4\u5185\u53d6\u51fa\u9e21\u5757\uff0c\u8fd8\u4f1a\u6709\u8ba1\u65f6\u5668\u54d4\u54d4\u54cd\u3002\u4f46\u50cf\u662f\u201c\u62d6\u5730\u201d\u8fd9\u6837\u7684\u4efb\u52a1\uff0c\u8bf4\u660e\u5c31\u76f8\u5bf9\u8f83\u4e3a\u6a21\u7cca\u3002\u5982\u679c\u4f60\u4e0d\u77e5\u9053\u4ec0\u4e48\u662f\u62d6\u5730\u53c8\u4e0d\u53bb\u8ffd\u95ee\u5177\u4f53\u6b65\u9aa4\uff0c\u90a3\u4f60\u5927\u6982\u4f1a\u628a\u5730\u5f04\u5f97\u4e00\u56e2\u7cdf\u3002\u73b0\u5b9e\u4e2d\u7684\u4efb\u52a1\u6307\u4ee4\u5f80\u5f80\u4f1a\u754c\u4e8e\u8fd9\u4e24\u79cd\u4e4b\u95f4\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px;text-align: center\"><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/api.ibos.cn\/v4\/weapparticle\/accesswximg?aid=101920&amp;url=aHR0cHM6Ly9tbWJpei5xcGljLmNuL3N6X21tYml6X3BuZy9ZcmlhaWFKUGIyNlZPbVM3b0N0UU1mWWljcG5rR0xTNnhFZ2lhWTFjdDRFWnBXS2tKQlk0aWNPdFVkWmljVE4yZzBGM0drRXFSbXE2NmxtNjZiUnpyeHM3b1lXQS82NDA\/d3hfZm10PXBuZyZhbXA=;from=appmsg\" style=\"width: 100%\" title=\"\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u8bc4\u4f30\u65b0\u6846\u67b6\uff1a\u5fae\u89c2\u6307\u6807\u6784\u5efa\u65b9\u6cd5\u8bba\u63d2\u56fe1\" alt=\"\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u8bc4\u4f30\u65b0\u6846\u67b6\uff1a\u5fae\u89c2\u6307\u6807\u6784\u5efa\u65b9\u6cd5\u8bba\u63d2\u56fe1\" \/><\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px;text-align: center;font-size: 16px;font-family: Avenir, -apple-system-font, \u5fae\u8f6f\u96c5\u9ed1, sans-serif;margin-bottom: 0px\"><span style=\"font-size: 14px\">\u56fe\u4e8c\uff1a\u9ea6\u5f53\u52b3\u7684\u64cd\u4f5c\u6307\u5357&nbsp;<\/span><\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u8fd9\u4e9b\u4f8b\u5b50\u90fd\u53cd\u6620\u4e86\u4eba\u7c7b\u6307\u4ee4\u7684\u6a21\u7cca\u6027\uff1a\u6709\u4e9b\u7b3c\u7edf\u6982\u62ec\uff0c\u6709\u4e9b\u7cbe\u51c6\u8be6\u5c3d\uff0c\u66f4\u591a\u7684\u5219\u662f\u754c\u4e8e\u8fd9\u4e8c\u8005\u4e4b\u95f4\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u5728\u8fdb\u884c\u6a21\u578b\u6027\u80fd\u8bc4\u4f30\u65f6\uff0c\u63d0\u4f9b\u5177\u4f53\u7684\u53cd\u9988\u5f88\u91cd\u8981\u3002\u8fd9\u4e00\u70b9\u5728\u5f88\u591a\u56e2\u961f\u7ba1\u7406\u76f8\u5173\u7684\u9879\u76ee\u8bb2\u5ea7\u4e2d\u7ecf\u5e38\u88ab\u5f3a\u8c03\u3002\u4ee5\u9ea6\u5f53\u52b3\u4e3a\u4f8b\uff0c\u7ee9\u6548\u8bc4\u4f30\u7ecf\u5e38\u4f1a\u6d89\u53ca\u201c\u51b0\u6fc0\u6dcb\u751c\u7b52\u8f6c\u4e86\u51e0\u5708\u201d\u8fd9\u7c7b\u7684\u8be6\u7ec6\u95ee\u9898\uff0c\u6211\u7ecf\u5e38\u4f1a\u56e0\u4e3a\u8f6c\u4e86\u592a\u591a\u5708\u800c\u88ab\u627e\u9ebb\u70e6\uff0c\u8fd9\u4e5f\u53ef\u80fd\u662f\u51b0\u6fc0\u51cc\u673a\u5e38\u51fa\u6545\u969c\u7684\u539f\u56e0\uff0c\u8c01\u77e5\u9053\u5462\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u8fd9\u4e9b\u53cd\u9988\u6709\u65f6\u5f88\u5177\u4f53\uff0c\u6709\u65f6\u53c8\u5f88\u6a21\u7cca\u3002LLM \u7684\u8bc4\u4f30\u6307\u6807\u4e2d\u4e5f\u5b58\u5728\u7c7b\u4f3c\u60c5\u51b5\uff0c\u4e0d\u662f\u56e0\u4e3a LLM \u4eba\u6027\u5316\u4e86\uff0c\u800c\u662f\u53cd\u9988\u6846\u67b6\u7684\u5de5\u4f5c\u539f\u7406\u76f8\u540c\u3002\u7ee9\u6548\u8bc4\u4f30\u4e2d\u201c\u5e72\u5f97\u4e0d\u9519\u201d\u8fd9\u79cd\u6a21\u7cca\u7684\u53cd\u9988\u5bf9\u5982\u4f55\u6539\u8fdb\u6beb\u65e0\u4f5c\u7528\uff0cLLM \u8bc4\u4f30\u4e5f\u662f\u5982\u6b64\u3002\u5982\u679c\u53ea\u662f\u8bf4\u201c\u6a21\u578b\u51fa\u73b0\u4e86\u5e7b\u89c9\u201d\uff0c\u90a3\u6211\u5927\u6982\u4f1a\u89c9\u5f97\u201c\u597d\u5427\uff0c\u90a3\u8fd9\u6761\u4fe1\u606f\u53c8\u6709\u4ec0\u4e48\u7528\uff1f\u201d<\/p>\n<p><span style=\"height: 57px;line-height: 62px;);background-position: 50% 50%;background-repeat: no-repeat;background-attachment: initial;background-size: 55px;margin-top: 38px;margin-bottom: 10px\">\u5c06\u6a21\u578b\u89c6\u4f5c\u662f\u7cfb\u7edf<\/span> <\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u8ba9\u6211\u4eec\u4ece\u7cfb\u7edf\u89c6\u89d2\u6765\u770b\u5f85\u6a21\u578b\u3002\u5982\u679c\u4f60\u4ece\u4e8b\u8fc7\u53ef\u89c2\u6d4b\u6027\u76f8\u5173\u5de5\u4f5c\uff08\u4f8b\u5982\u7f16\u5199\u6307\u6807\u3001\u8ffd\u8e2a\u548c\u65e5\u5fd7\uff09\uff0c\u5c31\u4f1a\u660e\u767d\u76d1\u63a7\u7684\u91cd\u8981\u6027\u3002\u8fd9\u4e00\u70b9\u540c\u6837\u9002\u7528\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\uff0c\u6a21\u578b\u4e0d\u662f\u90e8\u7f72\u4e86\u5c31\u53ef\u4ee5\u6492\u624b\u4e0d\u7ba1\u7684\uff0c\u4e0d\u7136\u544a\u8b66\u901a\u77e5\u5c31\u8db3\u591f\u8ba9\u4f60\u559d\u4e00\u58f6\u7684\u3002\u53ef\u89c2\u6d4b\u6027\u4e3b\u8981\u6d89\u53ca\u4e09\u79cd\u4e8b\u4ef6\u7c7b\u578b\uff1a\u65e5\u5fd7\u3001\u6307\u6807\u548c\u8ffd\u8e2a\u3002<\/p>\n<ul>\n<li>\n<p style=\"line-height: 27px\">\u65e5\u5fd7\uff1a\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f<\/p>\n<\/li>\n<li>\n<p style=\"line-height: 27px\">\u6307\u6807\uff1a\u7a0b\u5ea6\u5982\u4f55\uff1f<\/p>\n<\/li>\n<li>\n<p style=\"line-height: 27px\">\u8ffd\u8e2a\uff1a\u95ee\u9898\u4e3a\u4ec0\u4e48\u4f1a\u51fa\u73b0\uff1f<\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u8fd9\u4e9b\u76d1\u63a7\u624b\u6bb5\u7684\u7c92\u5ea6\u4ece\u7c97\u5230\u7ec6\u4f9d\u6b21\u4e3a\uff1a\u6307\u6807\u3001\u65e5\u5fd7\u3001\u8ffd\u8e2a\u3002\u5bf9 LLM \u6765\u8bf4\uff0c\u6307\u6807\u53ef\u4ee5\u91cd\u70b9\u5173\u6ce8\u6a21\u578b\u6027\u80fd\u8870\u51cf\u548c\u5185\u5bb9\u5ba1\u6838\u7b49\u7ef4\u5ea6\uff1b\u5728\u6a21\u578b\u6027\u80fd\u8870\u51cf\u65b9\u9762\uff0c\u5ef6\u8fdf\u7b49\u6307\u6807\u80fd\u5feb\u901f\u5730\u8bc6\u522b\u670d\u52a1\u63d0\u4f9b\u5546\u6216\u63a8\u7406\u8282\u70b9\u7684\u95ee\u9898\uff0c\u4f46\u5bf9\u6a21\u578b\u56de\u7b54\u7684\u8bc4\u5206\u5219\u9700\u8981\u66f4\u957f\u7684\u65f6\u95f4\uff08\u51e0\u79d2\u751a\u81f3\u51e0\u5206\u949f\uff09\u3002\u5728\u4f01\u4e1a\u73af\u5883\u4e2d\uff0c\u6311\u9009\u6700\u4f73\u6a21\u578b\u8fd9\u7c7b\u79bb\u7ebf\u4efb\u52a1\u53ef\u80fd\u4f1a\u9700\u8981\u82b1\u8d39\u6570\u5468\u751a\u81f3\u6570\u6708\u65f6\u95f4\u6765\u5b8c\u6210\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u751f\u6210\u5185\u5bb9\u7684\u5ba1\u6838\u6307\u6807\u5219\u9700\u8981\u5b9e\u65f6\u7684\u54cd\u5e94\u3002\u9762\u5bf9\u5783\u573e\u4fe1\u606f\u653b\u51fb\u65f6\uff0c\u4e0b\u5468\u624d\u4f1a\u8fd0\u884c\u7684\u6279\u91cf\u4efb\u52a1\u6beb\u65e0\u610f\u4e49\uff1b\u4f60\u9700\u8981\u6e05\u695a\u5730\u660e\u767d\u6307\u6807\u7684\u7528\u9014\uff0c\u53ef\u63a5\u53d7\u7684\u5ef6\u8fdf\u8303\u56f4\uff0c\u4ee5\u53ca\u540e\u7eed\u8981\u5982\u4f55\u884c\u52a8\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u5c06\u5e94\u7528\u5212\u5206\u4e3a\u5b9e\u65f6\u548c\u5f02\u6b65\u4e24\u7c7b\uff0c\u6307\u6807\u8bbe\u8ba1\u4e5f\u53ef\u4ee5\u5982\u4e0b\u5212\u5206\uff1a<\/p>\n<ul>\n<li>\n<p style=\"line-height: 27px\"><strong>\u5b9e\u65f6\u6307\u6807<\/strong>\uff1a\u7528\u4e8e\u68c0\u6d4b\u9700\u8981\u7acb\u5373\u5904\u7406\u7684\u95ee\u9898\uff0c\u5982\u6a21\u578b\u6027\u80fd\u8870\u51cf\u3001\u4e8b\u4ef6\u8d85\u65f6\u6216\u6a21\u578b\u8fd4\u56de\u65e0\u6548\u8f93\u51fa<\/p>\n<\/li>\n<li>\n<p style=\"line-height: 27px\"><strong>\u5f02\u6b65\u6307\u6807<\/strong>\uff1a\u9002\u7528\u4e8e\u6a21\u578b\u9009\u62e9\u7b49\u4efb\u52a1\uff0c\u53ef\u80fd\u6d89\u53ca\u8fd0\u884c\u8bc4\u4f30\u6216\u6280\u672f\u8ba8\u8bba<\/p>\n<\/li>\n<li>\n<p style=\"line-height: 27px\"><strong>\u9632\u62a4\u673a\u5236<\/strong>\uff1a\u6839\u636e\u5177\u4f53\u573a\u666f\uff0c\u65e2\u53ef\u91c7\u7528\u5b9e\u65f6\u6a21\u5f0f\u4e5f\u53ef\u91c7\u7528\u5f02\u6b65\u6a21\u5f0f<\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px;text-align: center;font-size: 16px;font-family: Avenir, -apple-system-font, \u5fae\u8f6f\u96c5\u9ed1, sans-serif;margin-bottom: 0px\"><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/api.ibos.cn\/v4\/weapparticle\/accesswximg?aid=101920&amp;url=aHR0cHM6Ly9tbWJpei5xcGljLmNuL3N6X21tYml6X3BuZy9ZcmlhaWFKUGIyNlZPbVM3b0N0UU1mWWljcG5rR0xTNnhFZzlyS1J6YnNPUzZBTnowWG1OaWMzMWo4Q1B0c0NXSWo0YlYwZEZreFpWcHZMbXZvbzJkZ0pWZlEvNjQwP3d4X2ZtdD1wbmcmYW1w;from=appmsg\" style=\"width: 100%\" title=\"\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u8bc4\u4f30\u65b0\u6846\u67b6\uff1a\u5fae\u89c2\u6307\u6807\u6784\u5efa\u65b9\u6cd5\u8bba\u63d2\u56fe2\" alt=\"\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u8bc4\u4f30\u65b0\u6846\u67b6\uff1a\u5fae\u89c2\u6307\u6807\u6784\u5efa\u65b9\u6cd5\u8bba\u63d2\u56fe2\" \/><\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px;text-align: center;font-size: 16px;font-family: Avenir, -apple-system-font, \u5fae\u8f6f\u96c5\u9ed1, sans-serif;margin-bottom: 0px\"><span style=\"font-size: 14px\">\u56fe\u4e09\uff1a\u5b9e\u65f6\u6307\u6807\u3001\u5f02\u6b65\u6307\u6807\uff0c\u4ee5\u53ca\u9632\u62a4\u673a\u5236&nbsp;<\/span><\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u4f60\u53ef\u4ee5\u4f7f\u7528\u5e76\u5b9a\u4e49\u7684\u6307\u6807\u6ca1\u6709\u4e0a\u9650\uff0c\u4f46\u5f52\u6839\u7ed3\u5e95\uff0c\u4f60\u662f\u8981\u7528\u8fd9\u4e9b\u6307\u6807\u4e3a\u672a\u6765\u4e09\u4e2a\u6708\u7684\u4e1a\u52a1\u51b3\u7b56\u6216\u6280\u672f\u51b3\u7b56\u63d0\u4f9b\u652f\u6301\u3002\u4ece\u6570\u5b66\u89d2\u5ea6\u6765\u8bf4\uff0c\u4f18\u79c0\u7684\u6307\u6807\u5e94\u8be5\u80fd\u540c\u65f6\u63d0\u4f9b\u91cf\u7ea7\u548c\u65b9\u5411\u4fe1\u606f\u2014\u2014\u5c31\u50cf\u5411\u91cf\u65e2\u6709\u5927\u5c0f\u53c8\u6709\u65b9\u5411\u4e00\u6837\u3002<\/p>\n<p><span style=\"height: 57px;line-height: 62px;);background-position: 50% 50%;background-repeat: no-repeat;background-attachment: initial;background-size: 55px;margin-top: 38px;margin-bottom: 10px\">\u6784\u5efa\u7528\u6237\u95ee\u9898\u9884\u8b66\u6307\u6807\u4f53\u7cfb<\/span> <\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u65e0\u8bba\u662f\u5373\u65f6\u98ce\u9669\u8fd8\u662f\u957f\u671f\u9690\u60a3\uff0c\u6784\u5efa\u80fd\u591f\u9884\u8b66\u7528\u6237\u95ee\u9898\u7684\u6307\u6807\u4f53\u7cfb\u81f3\u5173\u91cd\u8981\u3002\u5bf9\u4e8e\u4efb\u4f55\u6210\u529f\u4ea7\u54c1\u800c\u8a00\uff08\u65e0\u8bba\u662f\u5185\u90e8\u5de5\u5177\u8fd8\u662f\u5bf9\u5916\u670d\u52a1\uff09\uff0c\u7cfb\u7edf\u5931\u6548\u90fd\u610f\u5473\u7740\u7528\u6237\u6d41\u5931\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u56de\u5230\u524d\u9762\u8bb2\u5230\u7684 LLM \u56de\u7b54\u7528\u9519\u4e86\u8bed\u8a00\u7684\u4f8b\u5b50\uff0c\u662f\u7528\u6237\u4e3b\u52a8\u62a5\u544a\u4e86\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u624d\u80fd\u5728\u5176\u5f71\u54cd\u5230\u4f01\u4e1a\u7ea7\u7528\u6237\u4e4b\u524d\u53ca\u65f6\u5b8c\u6210\u9a8c\u8bc1\u3002\u867d\u7136\u95ee\u9898\u5f88\u96be\u590d\u73b0\uff0c\u4f46\u901a\u8fc7\u5bf9\u65e5\u5fd7\u7684\u5206\u6790\uff0c\u6211\u4eec\u5b9a\u4f4d\u5230\u4e86\u4e00\u6b21\u5f02\u5e38\u54cd\u5e94\u7684\u8bb0\u5f55\u3002\u5bf9\u6b64\u7684\u89e3\u51b3\u65b9\u6848\u662f\u6dfb\u52a0\u4e00\u5957\u9632\u62a4\u673a\u5236\uff0c\u5728\u6beb\u79d2\u7ea7\u7684\u65f6\u95f4\u7a97\u53e3\u5185\u68c0\u6d4b\u56de\u7b54\u7684\u8bed\u8a00\u79cd\u7c7b\uff0c\u5982\u679c\u548c\u95ee\u9898\u8bed\u8a00\u4e0d\u5339\u914d\u5219\u7acb\u5373\u89e6\u53d1\u91cd\u8bd5\u673a\u5236\u3002\u8fd9\u79cd\u5b9e\u65f6\u5904\u7406\u65b9\u6848\u7684\u6548\u679c\u8fdc\u8d85\u4f20\u7edf\u7684\u5f02\u6b65\u5904\u7406\u6a21\u5f0f\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u5728\u51b3\u5b9a\u6307\u6807\u5230\u5e95\u662f\u7528\u5b9e\u65f6\u8fd8\u662f\u5f02\u6b65\u65f6\uff0c\u8981\u7ed3\u5408\u5177\u4f53\u7684\u573a\u666f\u8fdb\u884c\u5224\u65ad\u3002\u4ee5\u5185\u5bb9\u5ba1\u6838\u4e3a\u4f8b\uff0c\u5b9e\u65f6\u6807\u8bb0\u6216\u8fc7\u6ee4\u4e0d\u5f53\u5185\u5bb9\u662f\u4e2a\u5f88\u597d\u7684\u7b56\u7565\u3002\u5728\u6307\u5b9a\u6307\u6807\u65f6\uff0c\u5e94\u59cb\u7ec8\u4e0e\u4e1a\u52a1\u573a\u666f\u7ed3\u5408\uff0c\u601d\u8003\u5176\u53ef\u80fd\u5e26\u6765\u7684\u7ed3\u679c\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u65e0\u8bba\u662f\u5185\u90e8\u8fd8\u662f\u5bf9\u5916\u4ea7\u54c1\u7684\u5f00\u53d1\uff0c\u6838\u5fc3\u90fd\u5728\u4e8e\u8981\u8d62\u5f97\u7528\u6237\u7684\u4fe1\u4efb\u3002\u6700\u57fa\u7840\u7684\u8981\u6c42\u65f6\u4fdd\u969c\u4ea7\u54c1\u7684\u57fa\u672c\u53ef\u7528\u6027\uff0c\u518d\u8fdb\u4e00\u6b65\u662f\u521b\u9020\u5353\u8d8a\u7684\u4f7f\u7528\u4f53\u9a8c\u3002\u5ba2\u6237\u4fe1\u4efb\u5982\u540c\u5c9b\u5c7f\uff0c\u53ea\u8981\u4ea7\u54c1\u7a33\u5b9a\u8fd0\u884c\u4e14\u6301\u7eed\u521b\u9020\u4ef7\u503c\uff0c\u4f01\u4e1a\u5c31\u80fd\u5728\u8fd9\u7247\u9646\u5730\u4e0a\u7a33\u6b65\u53d1\u5c55\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px;text-align: center;font-size: 16px;font-family: Avenir, -apple-system-font, \u5fae\u8f6f\u96c5\u9ed1, sans-serif;margin-bottom: 0px\"><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/api.ibos.cn\/v4\/weapparticle\/accesswximg?aid=101920&amp;url=aHR0cHM6Ly9tbWJpei5xcGljLmNuL3N6X21tYml6X3BuZy9ZcmlhaWFKUGIyNlZPbVM3b0N0UU1mWWljcG5rR0xTNnhFZ1hTYTd4Z256U1pNbTdhRzBqbUFVaWEzd1NTRHlUYUVVWWhESkFFcmlid2Q2bnNCSVNraWFkVUtsdy82NDA\/d3hfZm10PXBuZyZhbXA=;from=appmsg\" style=\"width: 100%\" title=\"\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u8bc4\u4f30\u65b0\u6846\u67b6\uff1a\u5fae\u89c2\u6307\u6807\u6784\u5efa\u65b9\u6cd5\u8bba\u63d2\u56fe3\" alt=\"\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u8bc4\u4f30\u65b0\u6846\u67b6\uff1a\u5fae\u89c2\u6307\u6807\u6784\u5efa\u65b9\u6cd5\u8bba\u63d2\u56fe3\" \/><\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px;text-align: center;font-size: 16px;font-family: Avenir, -apple-system-font, \u5fae\u8f6f\u96c5\u9ed1, sans-serif;margin-bottom: 0px\"><span style=\"font-size: 14px\">\u56fe\u56db\uff1a\u5ba2\u6237\u7684\u4fe1\u4efb\u5982\u540c\u5c9b\u5c7f<\/span><\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u7cfb\u7edf\u6545\u969c\uff08\u6bd4\u5982\u524d\u6587\u63d0\u5230\u7684\u56de\u7b54\u8bed\u8a00\u9519\u8bef\uff09\u4f1a\u5bfc\u81f4\u5ba2\u6237\u4fe1\u4efb\u7684\u6d41\u5931\uff0c\u5ba2\u6237\u4f1a\u56e0\u4e3a\u4ed6\u4eec\u5ba2\u6237\u7684\u6295\u8bc9\u800c\u6124\u6012\uff0c\u6b64\u65f6\u7684\u4f60\u53ef\u4ee5\u9009\u62e9\u4ee5\u4e0b\u8fd9\u4e9b\u8865\u6551\u63aa\u65bd\uff1a\u63d0\u4f9b\u8865\u507f\u65b9\u6848\u4ee5\u6d88\u51cf\u7528\u6237\u4e0d\u6ee1\u7684\u60c5\u7eea\u3001\u90e8\u7f72\u81ea\u52a8\u91cd\u8bd5\u7b49\u4fee\u590d\u673a\u5236\u3001\u7f16\u5199\u6839\u56e0\u5206\u6790\uff08RCA\uff09\u62a5\u544a\u8bf4\u660e\u6545\u969c\u6839\u6e90\u4e0e\u89e3\u51b3\u65b9\u6848\u3002\u867d\u7136\u80fd\u5426\u91cd\u5efa\u4fe1\u4efb\u53d6\u51b3\u4e8e\u5ba2\u6237\u6001\u5ea6\uff0c\u4f46\u6838\u5fc3\u76ee\u6807\u59cb\u7ec8\u662f\u901a\u8fc7\u786e\u4fdd\u4ea7\u54c1\u529f\u80fd\u6b63\u5e38\u6765\u4fee\u590d\u4fe1\u4efb\u5173\u7cfb\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u7cfb\u7edf\u67b6\u6784\u8d8a\u590d\u6742\uff0c\u53ef\u89c2\u6d4b\u6027\u5efa\u8bbe\u5c31\u8d8a\u5177\u6311\u6218\u6027\u3002\u91c7\u7528 RAG \u7b49\u524d\u6cbf\u6280\u672f\u6784\u5efa\u7684\u590d\u6742 LLM \u7ba1\u9053\uff0c\u4f1a\u660e\u663e\u589e\u52a0\u8c03\u8bd5\u4e0e\u76d1\u63a7\u7684\u96be\u5ea6\uff0c\u4f46\u5982\u679c\u5c06 RAG \u62c6\u5206\u4e3a\u68c0\u7d22\u548c\u751f\u6210\u4e24\u4e2a\u7ec4\u4ef6\uff0c\u5c06\u4f1a\u6709\u6548\u7b80\u5316\u76d1\u63a7\u5de5\u4f5c\u3002\u9488\u5bf9\u68c0\u7d22\u73af\u8282\uff0c\u91cd\u70b9\u5728\u4e8e\u4e0a\u4e0b\u6587\u4f18\u5316\uff1a\u786e\u4fdd\u63d0\u4f9b\u76f8\u5173\u4fe1\u606f\u7684\u540c\u65f6\u5254\u9664\u53ef\u80fd\u5e72\u6270\u56de\u7b54\u751f\u6210\u7684\u5197\u4f59\u5185\u5bb9\uff0c\u5728\u5df2\u77e5\u6392\u5e8f\u7684\u60c5\u51b5\u4e0b\u5e73\u8861\u67e5\u51c6\u7387\u4e0e\u53ec\u56de\u7387\u3002\u751f\u6210\u73af\u8282\u7684\u6307\u6807\u5219\u9700\u5173\u6ce8\u683c\u5f0f\u6b63\u786e\u6027\u3001\u7b54\u6848\u51c6\u786e\u6027\u4ee5\u53ca\u591a\u4f59\u4fe1\u606f\u7684\u63a7\u5236\uff0c\u8fd8\u53ef\u8fdb\u4e00\u6b65\u7ec6\u5316\u51fa\u51c6\u786e\u5ea6\u3001\u56de\u7b54\u957f\u5ea6\u3001\u89d2\u8272\u4e00\u81f4\u6027\u7b49\u7ef4\u5ea6\uff0c\u751a\u81f3\u8bbe\u7f6e\u201c\u7981\u6b62\u4f7f\u7528\u2018delve\u2019\u7b49\u7279\u5b9a\u8bcd\u6c47\u201d\u7684\u786c\u6027\u89c4\u5219\u3002RAG \u7684\u591a\u7ec4\u4ef6\u7279\u6027\u51b3\u5b9a\u4e86\u4e0d\u540c\u73af\u8282\u9700\u8981\u5dee\u5f02\u5316\u7684\u8bc4\u4f30\u6307\u6807\u3002<\/p>\n<p><span style=\"height: 57px;line-height: 62px;);background-position: 50% 50%;background-repeat: no-repeat;background-attachment: initial;background-size: 55px;margin-top: 38px;margin-bottom: 10px\">\u805a\u7126\u4e1a\u52a1\u6307\u6807<\/span> <\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u81f3\u6b64\uff0c\u4f60\u53ef\u80fd\u5df2\u7ecf\u4e3a\u81ea\u5df1\u7684\u5e94\u7528\u573a\u666f\u6784\u60f3\u4e86\u82e5\u5e72\u6307\u6807\uff0c\u4f46\u8bf4\u5230\u5e95\uff0c\u8fd9\u4e9b\u6307\u6807\u662f\u5fc5\u987b\u8981\u80fd\u521b\u9020\u5546\u4e1a\u4ef7\u503c\u7684\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0c\u5982\u679c LLM \u751f\u6210\u4e86\u654f\u611f\u5185\u5bb9\uff0c\u90a3\u8fd9\u4f1a\u5bf9\u4e1a\u52a1\u9020\u6210\u591a\u5c11\u635f\u5931\uff1f\u4e0d\u540c\u4f01\u4e1a\u7684\u98ce\u9669\u627f\u53d7\u80fd\u529b\u5dee\u5f02\u660e\u663e\uff0c\u53d6\u51b3\u4e8e\u76ee\u6807\u5ba2\u6237\u7fa4\u4f53\u548c\u5e94\u7528\u573a\u666f\uff0c\u4e1a\u52a1\u56e2\u961f\u9700\u8981\u8bc4\u4f30\u5177\u4f53\u7684\u635f\u5931\u53c2\u6570\u3002\u540c\u7406\uff0c\u6cd5\u5f8b\u54a8\u8be2\u7528\u7684 LLM \u82e5\u662f\u7ed9\u51fa\u9519\u8bef\u5efa\u8bae\uff08\u4f8b\u5982\u9f13\u52a8\u7528\u6237&#8221;\u8d77\u8bc9\u90bb\u5c45&#8221;\uff09\uff0c\u5c06\u4f1a\u5f15\u53d1\u4e25\u91cd\u7684\u540e\u679c\u3002\u6211\u4eec\u9700\u8981\u5c06\u8fd9\u4e9b\u9519\u8bef\u91cf\u5316\u6210\u7ecf\u6d4e\u635f\u5931\uff0c\u8fdb\u800c\u51b3\u5b9a\u6307\u6807\u4f53\u7cfb\u7684\u6295\u5165\u89c4\u6a21\u3001\u5b89\u5168\u673a\u5236\u7684\u8ffd\u52a0\u6210\u672c\uff0c\u4ee5\u53ca\u5728\u7ebf\u68c0\u6d4b\u53ef\u5bb9\u5fcd\u7684\u5ef6\u8fdf\u9608\u503c\u3002\u4f8b\u5982\u524d\u6587\u63d0\u5230\u7684\u9519\u8bef\u7ffb\u8bd1\u6848\u4f8b\uff0c\u5176\u6f5c\u5728\u635f\u5931\u8be5\u5982\u4f55\u8bc4\u4f30\uff1f<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u6784\u5efa\u6307\u6807\u4f53\u7cfb\u548c\u90e8\u7f72 LLM \u7684\u6839\u672c\u76ee\u7684\uff0c\u5f52\u6839\u7ed3\u5e95\u662f\u4e3a\u4e86\u8282\u7701\u4eba\u529b\u65f6\u95f4\u6210\u672c\u3002\u6240\u6709\u7684\u81ea\u52a8\u5316\u7cfb\u7edf\u548c\u524d\u6cbf\u5e94\u7528\uff0c\u6838\u5fc3\u4ef7\u503c\u90fd\u5728\u4e8e\u63d0\u5347\u6548\u7387\u3002\u5f53\u7136\uff0c\u793e\u4ea4\u5a92\u4f53\u7c7b\u5e94\u7528\u9664\u5916\uff0c\u8fd9\u7c7b\u5e94\u7528\u76ee\u6807\u662f\u5c3d\u53ef\u80fd\u5ef6\u957f\u7528\u6237\u5728\u7ebf\u65f6\u95f4\u3002\u6216\u8bb8\u4f60\u4f1a\u89c9\u5f97\u4e1a\u52a1\u903b\u8f91\u5b8c\u5168\u4e0d\u5728\u81ea\u5df1\u7684\u804c\u8d23\u8303\u56f4\u5185\uff0c\u5f00\u53d1\u8005\u53ea\u8981\u8d1f\u8d23\u5199\u597d\u4ee3\u7801\u5c31\u6210\u3002\u4f46\u8fd9\u79cd\u89c2\u70b9\u5b58\u5728\u4e24\u4e2a\u8bef\u533a\uff1a\u9996\u5148\uff0c\u7406\u89e3\u4e1a\u52a1\u80cc\u666f\u662f\u6280\u672f\u51b3\u7b56\u7684\u524d\u63d0\uff0c\u5f00\u53d1\u8005\u5fc5\u987b\u6e05\u695a\u81ea\u5df1\u6784\u5efa\u7684\u7cfb\u7edf\u8981\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\uff1b\u5176\u6b21\uff0c\u867d\u7136\u4e1a\u52a1\u56e2\u961f\u627f\u62c5\u4e3b\u8981\u7684\u4ef7\u503c\u8bc4\u4f30\u5de5\u4f5c\uff08\u8fd9\u672c\u5c31\u662f\u4ed6\u4eec\u7684\u804c\u8d23\uff09\uff0c\u4f46\u6280\u672f\u56e2\u961f\u4e5f\u9700\u8981\u4e3b\u52a8\u4e0e\u4e1a\u52a1\u56e2\u961f\u4fdd\u6301\u6218\u7565\u5bf9\u9f50\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u4e1a\u52a1\u56e2\u961f\u9700\u8981\u660e\u786e\u4f7f\u7528\u573a\u666f\u3001\u7406\u89e3\u529f\u80fd\u5982\u4f55\u4e0e\u4ea7\u54c1\u96c6\u6210\u3001\u8bc4\u4f30\u6295\u8d44\u56de\u62a5\u7387\uff08ROI\uff09\uff0c\u5e76\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u3002\u867d\u7136\u5f00\u53d1\u8005\u4e0d\u8be5\u5728\u8fd9\u7c7b\u8ba8\u8bba\u4e2d\u7f6e\u8eab\u4e8b\u5916\uff0c\u4f46\u6307\u6807\u4f53\u7cfb\u7684\u5efa\u8bbe\u4e5f\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u56e2\u961f\u7684\u8d23\u4efb\u3002\u5728 LLM \u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u7c7b\u4ea7\u54c1\u7684\u4eca\u5929\uff0c\u4e1a\u52a1\u56e2\u961f\u4e5f\u5fc5\u987b\u6295\u5165\u65f6\u95f4\u4ee5\u5b9a\u4e49\u9002\u5408\u81ea\u8eab\u4ea7\u54c1\u7684\u8bc4\u4f30\u6307\u6807\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u786e\u4fdd\u6307\u6807\u4f53\u7cfb\u4e0e\u5f53\u524d\u76ee\u6807\u4fdd\u6301\u4e00\u81f4\uff0c\u5e76\u6574\u5408\u5b9e\u8df5\u4e2d\u7684\u7ecf\u9a8c\u6559\u8bad\u3002\u5728 LLM \u5e94\u7528\u4e0a\u7ebf\u8fc7\u7a0b\u4e2d\uff0c\u56e2\u961f\u5fc5\u7136\u4f1a\u79ef\u7d2f\u5927\u91cf\u65b0\u8ba4\u77e5\uff0c\u56e0\u6b64\u6211\u4eec\u9700\u8981\u5efa\u7acb\u6307\u6807\u6e05\u7406\u673a\u5236\uff0c\u53ca\u65f6\u6dd8\u6c70\u8fc7\u65f6\u7684\u8bc4\u4f30\u6807\u51c6\u3002<\/p>\n<p><span style=\"height: 57px;line-height: 62px;);background-position: 50% 50%;background-repeat: no-repeat;background-attachment: initial;background-size: 55px;margin-top: 38px;margin-bottom: 10px\">\u5c0f\u6b65\u5feb\u8dd1<\/span> <\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u6700\u540e\u5206\u4eab\u4e00\u4e9b\u66f4\u5177\u5b9e\u64cd\u6027\u7684\u5efa\u8bae\u3002\u4e0d\u8981\u4e00\u5f00\u59cb\u5c31\u8ffd\u6c42\u5b8c\u7f8e\uff0c\u91c7\u7528&#8221;\u5c0f\u6b65\u5feb\u8dd1&#8221;\u7684\u6e10\u8fdb\u5f0f\u7b56\u7565\u3002\u8fd9\u540c\u6837\u9002\u7528\u4e8e\u6307\u6807\u4f53\u7cfb\u7684\u5efa\u8bbe\u3002\u6211\u4eec\u9996\u5148\u9700\u8981\u6df1\u5165\u7406\u89e3\u4f7f\u7528\u573a\u666f\uff0c\u786e\u4fdd\u4e1a\u52a1\u548c\u6280\u672f\u56e2\u961f\u8fbe\u6210\u5171\u8bc6\u3002\u8fd9\u5c31\u662f\u6211\u5bf9\u4e8e\u8bc4\u4f30 LLM \u6210\u719f\u5ea6\u548c\u6307\u6807\u4f53\u7cfb\u6210\u719f\u5ea6\u7684\u57fa\u672c\u601d\u8def\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px;text-align: center;font-size: 16px;font-family: Avenir, -apple-system-font, \u5fae\u8f6f\u96c5\u9ed1, sans-serif;margin-bottom: 0px\"><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/api.ibos.cn\/v4\/weapparticle\/accesswximg?aid=101920&amp;url=aHR0cHM6Ly9tbWJpei5xcGljLmNuL3N6X21tYml6X3BuZy9ZcmlhaWFKUGIyNlZPbVM3b0N0UU1mWWljcG5rR0xTNnhFZ3Fib0V2bVJXVm5rTDJXSnlvNVhSbDRBRXBFS2JlbWxaOXdVQTM1Z3ZweFcwbkJxZWVpY3Z5REEvNjQwP3d4X2ZtdD1wbmcmYW1w;from=appmsg\" style=\"width: 100%\" title=\"\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u8bc4\u4f30\u65b0\u6846\u67b6\uff1a\u5fae\u89c2\u6307\u6807\u6784\u5efa\u65b9\u6cd5\u8bba\u63d2\u56fe4\" alt=\"\u5927\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\u8bc4\u4f30\u65b0\u6846\u67b6\uff1a\u5fae\u89c2\u6307\u6807\u6784\u5efa\u65b9\u6cd5\u8bba\u63d2\u56fe4\" \/><\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px;text-align: center;font-size: 16px;font-family: Avenir, -apple-system-font, \u5fae\u8f6f\u96c5\u9ed1, sans-serif;margin-bottom: 0px\"><span style=\"font-size: 14px\">\u56fe\u4e94\uff1aLLM \u6307\u6807\u4f53\u7cfb\u7684\u5c0f\u6b65\u5feb\u8dd1\u7b56\u7565<\/span><\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u5728\u521a\u521a\u8d77\u6b65\u9636\u6bb5\uff0c\u60f3\u8981\u5b9e\u65bd\u6307\u6807\u4f53\u7cfb\u5c31\u9700\u8981\u5b8c\u6210\u4e00\u4e9b\u51c6\u5907\u5de5\u4f5c\u3002\u9996\u5148\uff0c\u660e\u786e\u6784\u5efa\u7684\u76ee\u6807\u53ca\u5176\u4ef7\u503c\u5b9a\u4f4d\u3002\u51c6\u5907\u597d\u8bc4\u4f30\u6570\u636e\u96c6\uff0c\u5982\u679c\u6ca1\u6709\u73b0\u6210\u7684\uff0c\u90a3\u5c31\u9700\u8981\u6295\u5165\u65f6\u95f4\u521b\u5efa\u3002\u540c\u65f6\uff0c\u5efa\u7acb\u57fa\u7840\u7684\u8bc4\u5206\u6807\u51c6\u548c\u65e5\u5fd7\u7cfb\u7edf\uff0c\u8fd9\u6837\u624d\u80fd\u8ddf\u8e2a\u7cfb\u7edf\u8fd0\u884c\u72b6\u6001\u3001\u7406\u89e3\u7cfb\u7edf\u884c\u4e3a\uff0c\u5e76\u5224\u65ad\u54ea\u4e9b\u662f\u6b63\u5e38\u73b0\u8c61\u54ea\u4e9b\u662f\u5f02\u5e38\u60c5\u51b5\u3002\u53ef\u4ee5\u4ece\u5185\u5bb9\u5ba1\u6838\u6216\u57fa\u4e8e\u8bc4\u4f30\u6570\u636e\u96c6\u7684\u51c6\u786e\u7387\u6307\u6807\u5f00\u59cb\uff0c\u8fd9\u4e9b\u521d\u59cb\u6307\u6807\u53ef\u80fd\u4e0d\u591f\u5b8c\u7f8e\uff0c\u4f46\u80fd\u4e3a\u540e\u7eed\u4f18\u5316\u63d0\u4f9b\u4e86\u57fa\u7840\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u5230\u4e86\u4e2d\u671f\uff0c\u6211\u4eec\u5bf9\u7cfb\u7edf\u6240\u9762\u4e34\u7684\u6311\u6218\u6709\u4e86\u6df1\u5165\u7406\u89e3\uff0c\u77e5\u9053\u8584\u5f31\u73af\u8282\u3001\u6709\u6548\u673a\u5236\u548c\u95ee\u9898\u70b9\u90fd\u6709\u54ea\u4e9b\u3002\u6b64\u65f6\u7684\u6211\u4eec\u5bf9\u5982\u4f55\u89e3\u51b3\u6216\u81f3\u5c11\u5982\u4f55\u8fdb\u4e00\u6b65\u8c03\u67e5\u8fd9\u4e9b\u95ee\u9898\u5f62\u6210\u4e86\u660e\u786e\u5047\u8bbe\u3002\u6211\u4eec\u9700\u8981\u5efa\u7acb\u53cd\u9988\u95ed\u73af\u6765\u9a8c\u8bc1\u5047\u8bbe\u3001\u901a\u8fc7\u65e5\u5fd7\u6216\u7528\u6237\u6570\u636e\u6536\u96c6\u53cd\u9988\uff0c\u4ece\u800c\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5df2\u7ecf\u5c1d\u8bd5\u4f7f\u7528\u57fa\u7840\u6307\u6807\uff0c\u73b0\u5728\u662f\u65f6\u5019\u5f15\u5165\u66f4\u7ec6\u5316\u7684\u6307\u6807\u4e86\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u52a0\u5165\u53ec\u56de\u7387\u6307\u6807\uff08\u5982\u51c0\u6298\u6263\u7d2f\u8ba1\u589e\u76ca\uff09\u3001\u7b54\u6848\u4e00\u81f4\u6027\u6307\u6807\u6765\u4f18\u5316\u6e29\u5ea6\u8bbe\u7f6e\u548c\u8bc4\u4f30\u6743\u8861\uff0c\u6216\u8005\u5b9e\u73b0\u8bed\u8a00\u68c0\u6d4b\u529f\u80fd\u3002\u8fd9\u4e9b\u66f4\u5177\u4f53\u7684\u6307\u6807\u9700\u8981\u66f4\u591a\u57fa\u7840\u8bbe\u65bd\u652f\u6301\u624d\u80fd\u6709\u6548\u5b9e\u65bd\u3002<\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u5728\u201c\u5feb\u8dd1\u201d\u7684\u9636\u6bb5\uff0c\u6211\u4eec\u5df2\u7ecf\u53ef\u4ee5\u81ea\u4fe1\u5730\u5c55\u793a\u6210\u679c\u4e86\u3002\u5185\u90e8\u4e0d\u4ec5\u6709\u6784\u5efa\u7684\u5927\u91cf\u4f18\u8d28\u81ea\u52a8\u5316\u5de5\u5177\uff08\u5982\u81ea\u52a8\u63d0\u793a\u8bcd\u8c03\u4f18\uff09\uff0c\u6307\u6807\u4f53\u7cfb\u4e5f\u4e0e\u5177\u4f53\u76ee\u6807\u9ad8\u5ea6\u5bf9\u9f50\uff1b\u6b64\u65f6\u5f97\u6211\u4eec\u53ef\u80fd\u5df2\u7ecf\u79ef\u7d2f\u4e86\u9ad8\u8d28\u91cf\u6570\u636e\u7528\u4e8e\u5fae\u8c03\uff08\u867d\u7136\u8fd9\u4e5f\u7b97\u662f\u4e1a\u52a1\u51b3\u7b56\uff09\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u6307\u6807\u4f53\u7cfb\u5b8c\u5168\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u5b9a\u5236\uff0c\u56e0\u4e3a\u6211\u4eec\u5df2\u7ecf\u5145\u5206\u7406\u89e3\u4e86\u7cfb\u7edf\u548c\u4ea7\u54c1\uff0c\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u6240\u9700\u7684\u5fae\u89c2\u6307\u6807\u3002<\/p>\n<p><span style=\"height: 57px;line-height: 62px;);background-position: 50% 50%;background-repeat: no-repeat;background-attachment: initial;background-size: 55px;margin-top: 38px;margin-bottom: 10px\">\u603b&nbsp; &nbsp;\u7ed3<\/span> <\/p>\n<p style=\"line-height: 27px;padding-top: 23px;padding-right: 8px;padding-left: 8px\">\u672c\u6587\u4e2d\u6211\u4eec\u63a2\u8ba8\u4e86\u4e94\u4e2a\u5173\u952e\u8981\u70b9\uff1a\u5355\u4e00\u6307\u6807\u53ef\u80fd\u5b58\u5728\u7f3a\u9677\uff0c\u201c\u6211\u662f\u571f\u8c46\u201d\u8fd9\u4e2a\u4f8b\u5b50\u80fd\u6e05\u695a\u5730\u8868\u660e\u8fd9\u4e00\u70b9\u3002\u6a21\u578b\u4e0d\u4ec5\u4ec5\u662f\u72ec\u7acb\u7684 LLM\uff0c\u5b83\u4eec\u662f\u66f4\u5e7f\u6cdb\u7cfb\u7edf\u7684\u4e00\u90e8\u5206\uff0c\u7279\u522b\u662f\u968f\u7740 RAG\u3001\u5de5\u5177\u4f7f\u7528\u6216\u5176\u4ed6\u96c6\u6210\u529f\u80fd\u7684\u589e\u52a0\uff0c\u590d\u6742\u6027\u4e5f\u5728\u589e\u957f\u3002\u6784\u5efa\u80fd\u591f\u9884\u8b66\u7528\u6237\u95ee\u9898\u7684\u6307\u6807\u81f3\u5173\u91cd\u8981\uff0c\u8981\u805a\u7126\u4e8e\u5f71\u54cd\u4ea7\u54c1\u8868\u73b0\u4e14\u4e0e\u4e1a\u52a1\u76ee\u6807\u4e00\u81f4\u7684\u7ef4\u5ea6\u3002\u5728\u4f7f\u7528 LLM \u6539\u8fdb\u4ea7\u54c1\u65f6\uff0c\u4fdd\u6301\u7b80\u5355\u5f88\u91cd\u8981\u3002\u9075\u5faa&#8221;\u5c0f\u6b65\u5feb\u8dd1&#8221;\u7684\u65b9\u6cd5\u8bba\u3002\u6700\u4e0d\u53ef\u53d6\u7684\u505a\u6cd5\u662f\u7528\u4e8c\u5341\u6765\u4e2a\u65e0\u540e\u7eed\u884c\u52a8\u7684\u6307\u6807\u586b\u6ee1\u7cfb\u7edf\u4eea\u8868\u76d8\uff0c\u6700\u7ec8\u8ba9\u81ea\u5df1\u4e0d\u582a\u91cd\u8d1f\u3002\u4e0d\u8981\u8fc7\u5ea6\u590d\u6742\u5316\uff1a\u575a\u6301&#8221;\u5c0f\u6b65\u5feb\u8dd1&#8221;\u7684\u6e10\u8fdb\u7b56\u7565\u3002<\/p>\n<p style=\"margin-bottom: 0px;padding-top: 23px;padding-right: 8px;padding-left: 8px;font-family: Avenir, -apple-system-font, \u5fae\u8f6f\u96c5\u9ed1, sans-serif;font-size: 16px;letter-spacing: normal;line-height: 27px\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; AI \u9886\u57df\u7684\u6bcf\u4e2a\u5e94\u7528\u573a\u666f\u90fd\u6709\u5176\u72ec\u5230\u7684\u6311\u6218\u3002\u5728\u7cfb\u7edf\u627f\u8f7d\u4e86\u751f\u4ea7\u73af\u5883\u7684\u6d41\u91cf\u540e\uff0c\u5f00\u53d1\u8005\u5c31\u9700\u8981\u5f00\u59cb\u76d1\u63a7\u8fb9\u754c\u573a\u666f\u548c\u7279\u6b8a\u6848\u4f8b \u7cfb\u7edf\u5316\u89c6\u89d2\uff1a\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u770b\u4f5c\u662f\u7cfb\u7edf\u7ec4\u4ef6\u800c\u975e\u72ec\u7acb\u5b58\u5728\uff0c\u5176\u6027\u80fd\u4e0e\u53ef\u9760\u6027\u9700\u8981\u5b8c\u5584\u7684\u53ef\u89c2\u6d4b\u4f53\u7cfb\u548c\u9632\u62a4\u673a\u5236\uff0c\u4e14\u8981\u4e0e\u7528\u6237\u9700\u6c42\u548c\u5546\u4e1a\u76ee\u6807\u4fdd\u6301\u52a8\u6001\u5bf9\u9f50 \u6784\u5efa\u80fd\u53ca\u65f6\u53cd\u5e94\u7528\u6237\u95ee\u9898\u7684\u6307\u6807\u544a\u8b66\u673a\u5236\uff0c\u540c\u65f6\u5efa\u7acb\u6307\u6807\u6e05\u7406\u6d41\u7a0b\u4ee5\u6dd8\u6c70\u8fc7\u65f6\u76d1\u63a7\u9879 \u56f4\u7ed5\u4e1a\u52a1\u53d1\u5c55\u65b9\u5411\u6784\u5efa\u6307\u6807\u4f53\u7cfb\uff0c\u65e2\u8981\u5339\u914d\u5f53\u524d\u9636\u6bb5\u76ee\u6807\uff0c\u4e5f\u8981\u6574\u5408\u5386\u53f2\u7ecf\u9a8c\u6559\u8bad \u4e0d\u8981\u5c06\u4e8b\u60c5\u590d\u6742\u5316\u3002\u91c7\u7528\u6e10\u8fdb\u5f0f\u5f00\u53d1\u6a21\u5f0f\uff0c\u5148\u642d\u5efa\u57fa\u7840\u6307\u6807\u6846\u67b6\uff0c\u518d\u5b8c\u5584\u76d1\u63a7\u57fa\u7840\u8bbe\u65bd\uff0c\u6700\u7ec8\u5b9e\u73b0\u7cfb\u7edf\u6210\u719f\u5ea6\u7684\u9636\u68af\u5f0f\u63d0\u5347 Denys Linkov \u5728 QCon \u65e7\u91d1\u5c71\u6280\u672f\u5927\u4f1a\u4e0a\u53d1\u8868\u4e86\u9898\u4e3a\u300a\u6784\u5efa LLM \u7cfb\u7edf\u8bc4\u4f30\u5fae\u89c2\u6307\u6807\u7684\u6846\u67b6\u8bbe\u8ba1\u300b\u7684\u4e13\u9898\u6f14\u8bb2\u3002\u672c\u6587\u6574\u7406\u81ea\u8be5\u6f14\u8bb2\u5185\u5bb9\uff0c\u91cd\u70b9\u63a2\u8ba8\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u51c6\u786e\u6027\u8bc4\u4f30\u6240\u9762\u4e34\u7684\u72ec\u7279\u6311\u6218\uff0c\u5e76\u7cfb\u7edf\u5730\u9610\u8ff0\u4e86\u5982\u4f55\u901a\u8fc7\u521b\u5efa\u3001\u8ddf\u8e2a\u53ca\u52a8\u6001\u4fee\u6b63\u5fae\u89c2\u6307\u6807\u4f53\u7cfb\u6765\u6301\u7eed\u4f18\u5316 LLM \u6a21\u578b\u8868\u73b0\u3002 \u4f60\u662f\u5426\u9047\u5230\u8fc7\u8fd9\u6837\u7684\u573a\u666f\uff1a\u4fee\u6539\u4e86\u7cfb\u7edf\u63d0\u793a\u8bcd\u5374\u5bfc\u81f4\u751f\u4ea7\u73af\u5883\u51fa\u73b0\u95ee\u9898\uff1f\u8fd0\u884c\u4e86\u6240\u6709\u7684\u6d4b\u8bd5\u7528\u4f8b\uff0c\u66f4\u65b0\u6a21\u578b\u524d\u4e5f\u6709\u8fdb\u884c\u5145\u5206\u7684\u8bc4\u4f30\uff0c\u4e00\u5207\u770b\u8d77\u6765\u90fd\u6ca1\u4ec0\u4e48\u95ee\u9898\uff0c\u76f4\u5230\u6709\u4eba\u5728 Discord \u670d\u52a1\u5668\u4e0a @ \u4f60\uff0c\u62b1\u6028\u8bf4\u7cfb\u7edf\u5b8c\u5168\u6302\u6389\u4e86\u3002 \u8fd9\u4e2a\u5173\u4e8e\u5fae\u89c2\u6307\u6807\u7684\u6784\u60f3\uff0c\u6e90\u81ea\u4e8e\u4f5c\u8005\u5728 AI \u4ee3\u7406\u5e73\u53f0 Voiceflow \u4e0a\u4fee\u6539\u7cfb\u7edf\u63d0\u793a\u8bcd\u65f6\u7684\u4eb2\u8eab\u7ecf\u5386\u3002\u4ec5\u4ec5\u662f\u8c03\u6574\u4e86\u4e0e\u6a21\u578b\u4ea4\u4e92\u7684\u63d0\u793a\u8bcd\u6a21\u677f\uff0c\u5374\u610f\u5916\u5f15\u53d1\u4e86\u4e00\u4e2a\u5178\u578b\u6848\u4f8b\uff1a\u67d0\u7528\u6237\u5728\u4f7f\u7528\u5fb7\u8bed\u4e0e\u6a21\u578b\u5bf9\u8bdd\u65f6\uff0c\u524d\u56db\u6b21\u4ea4\u4e92\u4e2d\u6a21\u578b\u90fd\u80fd\u6b63\u786e\u4f7f\u7528\u5fb7\u8bed\u56de\u7b54\uff0c\u4f46\u5728\u7b2c\u4e94\u6b21\u5bf9\u8bdd\u65f6\uff0c\u6a21\u578b\u5374\u7a81\u7136\u5207\u6362\u6210\u4e86\u82f1\u8bed\u7684\u56de\u7b54\u3002\u5ba2\u6237\u5bf9\u6b64\u975e\u5e38\u4e0d\u6ee1\uff0c\u8d28\u7591\u4e3a\u4ec0\u4e48\u6a21\u578b\u5728\u5168\u7a0b\u4f7f\u7528\u5fb7\u8bed\u7684\u5bf9\u8bdd\u4e2d\u4f1a\u7a81\u7136\u6539\u7528\u82f1\u8bed\u3002\u7eb3\u95f7\u7684\u4e0d\u53ea\u662f\u7528\u6237\uff0c\u4f5c\u8005\u4e5f\u6478\u4e0d\u7740\u5934\u8111\u3002 LLM \u5e73\u53f0\u7684\u5f00\u53d1\uff0c\u6216\u8005\u8bf4\u4efb\u4f55\u7c7b\u578b\u7684\u5e73\u53f0\u5f00\u53d1\uff0c\u90fd\u662f\u5145\u6ee1\u6311\u6218\u7684\u3002 \u5982\u4f55\u5b9a\u4e49\u4f18\u8d28\u7684 LLM \u56de\u7b54\uff1f \u5728\u5f00\u53d1 LLM \u5e94\u7528\u65f6\uff0c\u4ec0\u4e48\u624d\u7b97\u662f\u4f18\u8d28\u7684\u6a21\u578b\u56de\u7b54\uff1f\u8fd9\u4e2a\u95ee\u9898\u9887\u5177\u54f2\u5b66\u4ee5\u4e3a\uff0c\u56e0\u4e3a\u4eba\u4eec\u5f88\u96be\u5728\u201c\u4f18\u8d28\u201d\u8fd9\u65b9\u9762\u8fbe\u6210\u7edf\u4e00\u7684\u610f\u89c1\u3002 LLM \u8ff7\u4eba\u7684\u540c\u65f6\u4e5f\u60d1\u4eba\u3002\u5b83\u4eec\u7684\u7b54\u6848\u542c\u8d77\u6765\u603b\u662f\u90a3\u4e48\u5730\u4ee4\u4eba\u4fe1\u670d\uff0c\u5373\u4f7f\u7b54\u6848\u672c\u8eab\u662f\u9519\u8bef\u7684\u3002\u4eba\u4eec\u4e0d\u4ec5\u4ec5\u5bf9\u201c\u4f18\u8d28\u56de\u7b54\u201d\u7684\u8bc4\u5224\u6807\u51c6\u5b58\u5728\u5206\u6b67\uff0c\u6709\u65f6\u751a\u81f3\u90fd\u4e0d\u4f1a\u4ed4\u7ec6\u9605\u8bfb\u6a21\u578b\u8f93\u51fa\u7684\u5185\u5bb9\u3002\u4e3a\u4e86\u8bc4\u4f30\u56de\u7b54\u7684\u8d28\u91cf\uff0c\u5f00\u53d1\u8005\u5f80\u5f80\u4f1a\u91c7\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u6216\u7cbe\u51c6\u5339\u914d\u3001\u4e0e\u6807\u51c6\u6570\u636e\u96c6\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u5bf9\u6bd4\u3001\u7528 LLM \u505a\u8bc4\u5224\uff0c\u6216\u8005\u662f\u7528\u4f20\u7edf\u7684\u6570\u636e\u79d1\u5b66\u8bc4\u4f30\u6307\u6807\u3002 \u5355\u4e00\u6307\u6807\u7684\u5c40\u9650\u6027 \u6545\u4e8b\u4ece\u6211\u7684\u4e00\u6b21\u7ecf\u9a8c\u6559\u8bad\u5f00\u59cb\u3002\u9996\u5148\u662f\u5355\u4e00\u6307\u6807\u7684\u5c40\u9650\u6027\uff0c\u4ee5\u652f\u6491 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u8fdb\u884c\u76f8\u4f3c\u77ed\u8bed\u68c0\u7d22\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\u4e3a\u4f8b\uff0c\u7528 OpenAI \u7684\u6700\u65b0\u6a21\u578b\u4ee5\u53ca\u4e24\u4e2a\u6392\u540d\u9760\u524d\u7684\u5f00\u6e90\u6a21\u578b\u6765\u5bf9\u6bd4\uff0c\u201c\u6211\u559c\u6b22\u5403\u571f\u8c46\uff08I like to eat potatoes\uff09\u201d\u548c\u4e09\u4e2a\u77ed\u53e5\u7684\u5339\u914d\u5ea6\uff0c\u731c\u731c\u770b\u54ea\u4e2a\u77ed\u53e5\u7684\u5339\u914d\u5ea6\u6700\u9ad8\uff1f \u5bf9\u6bd4\u77ed\u53e5\u5982\u4e0b\uff1a I am a potato\uff08\u6211\u662f\u571f\u8c46\uff09 I am a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-53840","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/53840","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/comments?post=53840"}],"version-history":[{"count":0,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/53840\/revisions"}],"wp:attachment":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/media?parent=53840"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/categories?post=53840"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/tags?post=53840"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}