{"id":1430,"date":"2024-09-18T07:29:00","date_gmt":"2024-09-17T23:29:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=1430"},"modified":"2024-09-07T15:05:02","modified_gmt":"2024-09-07T07:05:02","slug":"%e6%83%b3%e8%a6%81%e4%b8%80%e5%8a%b3%e6%b0%b8%e9%80%b8%e5%9c%b0%e6%b6%88%e9%99%a4-ai-%e5%b9%bb%e8%a7%89%ef%bc%8c%e8%af%a5%e5%a6%82%e4%bd%95%e5%81%9a%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2024\/09\/18\/%e6%83%b3%e8%a6%81%e4%b8%80%e5%8a%b3%e6%b0%b8%e9%80%b8%e5%9c%b0%e6%b6%88%e9%99%a4-ai-%e5%b9%bb%e8%a7%89%ef%bc%8c%e8%af%a5%e5%a6%82%e4%bd%95%e5%81%9a%ef%bc%9f\/","title":{"rendered":"\u60f3\u8981\u4e00\u52b3\u6c38\u9038\u5730\u6d88\u9664 AI \u5e7b\u89c9\uff0c\u8be5\u5982\u4f55\u505a\uff1f"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/image-47.png\" alt=\"\" class=\"wp-image-1811\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\" id=\"c286\"><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u5c3d\u7ba1 LLMs \u57fa\u4e8e\u5b58\u50a8\u3001\u68c0\u7d22\u548c\u751f\u6210\uff08RAG\uff09\u7684\u65b9\u6cd5\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u80fd\u591f\u63d0\u4f9b\u51c6\u786e\u7684\u56de\u7b54\uff0c\u4f46\u5728\u9762\u5bf9\u540d\u8bcd\u77ed\u8bed\u78b0\u649e\u65f6\uff0cRAG\u65b9\u6cd5\u53ef\u80fd\u4f1a\u56e0\u4e3a\u8bed\u4e49\u76f8\u4f3c\u6027\u800c\u5931\u6548\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u547d\u540d\u5b9e\u4f53\u8fc7\u6ee4\uff08NEF\uff09\u4f5c\u4e3a\u4e00\u79cd\u89e3\u51b3LLM\u5e7b\u89c9\u7684\u65b9\u6cd5<\/mark>\u3002NEF\u7684\u6838\u5fc3\u5728\u4e8e\u5728\u67e5\u8be2\u65f6\u8fc7\u6ee4\u6389\u4e0e\u76ee\u6807\u5b9e\u4f53\u8bed\u4e49\u76f8\u4f3c\u4f46\u5b9e\u9645\u4e0a\u6307\u5411\u4e0d\u540c\u5b9e\u4f53\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u907f\u514dLLM\u4ea7\u751f\u6df7\u6dc6\uff0c\u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u8be6\u7ec6\u8bb2\u89e3NEF\u7684\u5b9e\u65bd\u65b9\u6cd5\u548c\u539f\u7406\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"6b0f\"><br><strong>\u4e00\u3001NEF\uff08&nbsp;Named Entity Filtering \uff09\u4ecb\u7ecd<strong style=\"color: revert; font-size: 2.3125em;\"> <\/strong><\/strong><\/h2>\n\n\n\n<p id=\"54ca\">\u5f53\u591a\u4e2a\u540d\u5b57\u8bed\u4e49\u76f8\u4f3c\u65f6\uff0cChatGPT 4 \u548c\u5176\u4ed6 LLM \u7ecf\u5e38\u4f1a\u4ea7\u751f\u5e7b\u89c9\u3002\u6bd4\u5982\u4e0b\u9762\u8fd9\u4e2a\u7ecf\u5178\u7684\u4f8b\u5b50\uff1a<strong>\u201cAlfonso\u201d and \u201cAfonso.\u201d<\/strong><\/p>\n\n\n\n<p id=\"62bc\"><strong>\u963f\u65b9\u7d22\u707e\u96be\uff08The Alfonso Debacle\uff09\uff1a<\/strong>\u5982\u679c\u4f60\u95ee\u7684\u662f\u5173\u4e8e &#8220;Alfonso &#8220;\u7684\u95ee\u9898\uff0c\u4f46\u53d1\u9001\u7684\u662f\u5173\u4e8e &#8220;Afonso &#8220;\u7684\u4fe1\u606f\uff0c\u90a3\u4e48\u6cd5\u5f8b\u7855\u58eb\u5f88\u53ef\u80fd\u4f1a\u5c06 &#8220;Afonso&#8221;\u7684\u4fe1\u606f\u5e94\u7528\u5230 &#8220;Alfonso &#8220;\u4e0a&#8211;\u5c3d\u7ba1\u5b83\u4eec\u662f\u4e24\u4e2a\u4e0d\u540c\u7684\u540d\u5b57\u3002<\/p>\n\n\n\n<p id=\"a900\"><strong>\u672c\u6587\u63a5\u4e0b\u6765\u7684\u5185\u5bb9\u5982\u4e0b\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89e3\u91ca\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898 \u3002<\/li>\n\n\n\n<li>\u201c\u963f\u65b9\u7d22\u707e\u96be\u201d\u6f14\u793a\u3002<\/li>\n\n\n\n<li>\u201c\u963f\u65b9\u7d22\u707e\u96be\u201d\u5982\u4f55\u5bfc\u81f4\u90e8\u7f72\u5230\u751f\u4ea7\u4e2d\u7684\u57fa\u4e8e RAG \u7684\u771f\u5b9e\u804a\u5929\u673a\u5668\u4eba\u4ea7\u751f\u5e7b\u89c9\uff1f<\/li>\n\n\n\n<li>\u547d\u540d\u5b9e\u4f53\u8fc7\u6ee4\u6cd5\uff08NEF\uff09&#8211;\u4e00\u79cd\u6d88\u9664\u201c\u963f\u65b9\u7d22\u707e\u96be\u201d\u6240\u4ea7\u751f\u7684\u5e7b\u89c9\u7684\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li>\u6700\u540e\uff0c\u6211\u4eec\u5c06\u5bf9\u672c\u6587\u8fdb\u884c\u603b\u7ed3\u3002<\/li>\n<\/ul>\n\n\n\n<p id=\"83f4\">\u672c\u7cfb\u5217\u7684\u76ee\u7684\u662f\u4e3a\u60a8\u63d0\u4f9b\u5b8c\u6574\u7684\u6b65\u9aa4\u96c6\uff0c\u4ee5\u4fbf\u60a8\u5e94\u7528NEF\u6a21\u5f0f\u6765\u5b8c\u5168\u6d88\u9664\u5e7b\u89c9\u3002\u6b22\u8fce\u6765\u5230\u7b2c\u4e00\u6b65\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"0fbd\"><strong>\u4e8c\u3001\u95ee\u9898<\/strong><\/h2>\n\n\n\n<p id=\"8523\">\u6211\u66fe\u5411 ChatGPT 4 \u8be2\u95ee\u6709\u5173 Cruise LLC \u6240\u9762\u4e34\u6311\u6218\u7684\u4fe1\u606f\uff08Cruise \u662f\u4e00\u5bb6\u5f00\u53d1\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u7684\u516c\u53f8\uff09\u3002(\u7136\u800c\uff0cChatGPT 4 \u7684\u56de\u590d\u5374\u5c06 Cruise LLC \u9762\u4e34\u7684\u6311\u6218\u4e0e\u6e38\u8f6e\u4e1a\uff08\u5982\u65c5\u6e38\u8239\u8247\uff09\u9762\u4e34\u7684\u6311\u6218\u7a7f\u63d2\u5728\u4e00\u8d77\u3002\uff09<\/p>\n\n\n\n<p id=\"de0c\">\u8fd9\u91cc\u6709\u4e00\u4e2a\u5f88\u5c11\u88ab\u8ba8\u8bba\u7684\u95ee\u9898\u3002\u8bf7\u6ce8\u610f\uff0cChatGPT \u5e76\u6ca1\u6709\u7a7f\u63d2\u58a8\u897f\u54e5\u5377\u997c\u884c\u4e1a\u6216\u4efb\u4f55\u5176\u4ed6\u884c\u4e1a\u6240\u9762\u4e34\u7684\u6311\u6218\u3002\u76f8\u53cd\uff0c\u8fd9\u79cd\u6df7\u6dc6\u662f\u7cfb\u7edf\u6027\u7684\u3002\u6cd5\u5f8b\u7855\u58eb\u6df7\u6dc6\u7279\u5b9a\u4e3b\u9898\u548c\u8bcd\u8bed\u662f\u6709\u7cfb\u7edf\u539f\u56e0\u7684\u3002<\/p>\n\n\n\n<p id=\"b18a\">\u6211\u4eec\u7a0d\u540e\u5c06\u63a2\u8ba8\u4e3a\u4ec0\u4e48 RAG \u672c\u8eab\u5e76\u4e0d\u80fd\u9632\u6b62\u8fd9\u79cd\u6df7\u6dc6\u3002\u6211\u4eec\u8fd8\u5c06\u63a2\u8ba8\u547d\u540d\u5b9e\u4f53\u8fc7\u6ee4\u5982\u4f55\u5b8c\u5168\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u3002\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u5148\u5173\u6ce8\u963f\u65b9\u7d22\u5927\u6e83\u8d25\uff0c\u4e86\u89e3 ChatGPT 4 \u548c\u5176\u4ed6 LLM \u4ea7\u751f\u5e7b\u89c9\u7684\u539f\u56e0\uff0c\u4ece\u800c\u7406\u89e3\u547d\u540d\u5b9e\u4f53\u8fc7\u6ee4\u662f\u5982\u4f55\u5b8c\u5168\u6d88\u9664\u8fd9\u4e00\u95ee\u9898\u7684\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2970\"><strong>\u4e09\u3001\u963f\u65b9\u7d22\u707e\u96be<\/strong><\/h2>\n\n\n\n<p id=\"8e26\">\u4e00\u5bb6\u540d\u4e3a Vellum \u7684\u516c\u53f8\u53d1\u5e03\u4e86\u4e00\u4e2a ChatGPT-4 \u5e7b\u89c9\u67e5\u8be2\uff1a&#8221;\u8461\u8404\u7259\u7b2c\u4e09\u4efb\u56fd\u738b\u963f\u65b9\u7d22\u4e8c\u4e16\u7684\u6bcd\u4eb2\u662f\u8c01\uff1f&#8221;ChatGPT 4 \u6700\u521d\u7ed9\u51fa\u4e86\u9519\u8bef\u7b54\u6848-\u5361\u65af\u8482\u5229\u4e9a\u7684\u4e4c\u62c9\u5361\u3002(\u60a8\u53ef\u4ee5\u4f7f\u7528 gpt-4-0125-preview \u8fdb\u884c\u9a8c\u8bc1\uff09\u3002OpenAI \u540e\u6765\u5bf9 ChatGPT 4 \u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u4ee5\u63d0\u4f9b\u6b63\u786e\u7b54\u6848&#8211;\u963f\u62c9\u8d21\u7684\u675c\u5c14\u65af\u3002\u7136\u800c\uff0c\u5fae\u8c03\u4e0d\u4ec5\u4f1a\u589e\u52a0\u5176\u4ed6\u5730\u65b9\u7684\u5e7b\u89c9\uff0c\u800c\u4e14\u53ea\u4f1a\u9010\u5b57 &#8220;\u4fee\u6b63 &#8220;\u539f\u59cb\u67e5\u8be2\u3002\u4f8b\u5982\uff0c\u4ee5\u4e0b\u662f\u6211\u8fd1\u671f\uff082024 \u5e74 9 \u6708 2 \u65e5\uff09\u5411 ChatGPT 4 \u63d0\u4ea4\u7684\u67e5\u8be2\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\" id=\"e953\"><img decoding=\"async\" src=\"https:\/\/cdn-images-1.readmedium.com\/v2\/resize:fit:800\/1*pxmr2OpmDgI_p-HQmT3xCw.png\" alt=\"\"\/><\/figure>\n\n\n\n<p id=\"c095\">\u8bf7\u6ce8\u610f\uff0cGPT 4 \u5728\u591a\u4e2a\u5c42\u9762\u4e0a\u51fa\u73b0\u4e86\u5e7b\u89c9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&#8220;\u963f\u65b9\u7d22 &#8220;\u662f\u8461\u8404\u7259\u7684\u7b2c\u4e09\u4efb\u56fd\u738b\u3002\u800c\u4e0d\u662f &#8220;\u963f\u65b9\u7d22&#8221;\u3002\u8461\u8404\u7259\u56fd\u738b\u4e2d\u6ca1\u6709 &#8220;\u963f\u65b9\u7d22\u4e8c\u4e16&#8221;\u3002<\/li>\n\n\n\n<li>&#8220;\u963f\u4e30\u7d22\u4e8c\u4e16 &#8220;\u7684\u6bcd\u4eb2\u662f\u963f\u62c9\u8d21\u7684\u675c\u5c14\u65af\uff0c\u800c\u4e0d\u662f\u5361\u65af\u8482\u5229\u4e9a\u7684\u4e4c\u62c9\u5361\u3002<\/li>\n<\/ul>\n\n\n\n<p id=\"6c34\">\u5c06\u539f\u59cb\u67e5\u8be2\u4e2d\u7684 &#8220;\u963f\u4e30\u7d22\u4e8c\u4e16 &#8220;\u6539\u4e3a &#8220;\u963f\u65b9\u7d22\u4e8c\u4e16 &#8220;\u5f15\u53d1\u4e86\u4eca\u5929\u7684\u5e7b\u89c9\u3002\u8fd9\u8868\u660e\uff0cOpenAI \u7684\u5fae\u8c03\u5e76\u672a\u89e3\u51b3\u6700\u521d\u7684\u95ee\u9898\u3002\u6362\u53e5\u8bdd\u8bf4\uff0cChatGPT 4 \u4ecd\u7136\u5c06 &#8220;Alfonso &#8220;\u548c &#8220;Afonso &#8220;\u89c6\u4e3a\u76f8\u540c\u7684\u4e24\u4e2a\u8bcd\uff08\u9664\u975e\u5b83\u88ab\u5fae\u8c03\u4e3a\u53e6\u4e00\u79cd\u884c\u4e3a\uff09\u3002<\/p>\n\n\n\n<p id=\"e072\">\u6b63\u5982\u4e0a\u9762\u4e2d\u6f14\u793a\u7684\u90a3\u6837\uff0cChatGPT \u5c06 &#8220;Chuck &#8220;\u548c &#8220;Bartholomew &#8220;\u89c6\u4e3a\u5bf9\u4e0d\u540c\u4eba\u7684\u5f15\u7528\uff0c\u4f46\u5374\u5c06 &#8220;Alfonso &#8220;\u548c &#8220;Afonso &#8220;\u89c6\u4e3a\u5bf9\u540c\u4e00\u4e2a\u4eba\u7684\u5f15\u7528\u3002(\u8bf7\u770b\u4e0b\u9762\u7684\u622a\u56fe\uff09\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\" id=\"530f\"><img decoding=\"async\" src=\"https:\/\/cdn-images-1.readmedium.com\/v2\/resize:fit:800\/1*2RPAI_gGOEGVhcsQV1GAXw.png\" alt=\"\"\/><figcaption class=\"wp-element-caption\">ChatGPT 4 treats \u201cChuck\u201d and \u201cBartholomew\u201d as references to two different people.<br>ChatGPT 4 \u5c06 &#8220;Chuck &#8220;\u548c &#8220;Bartholomew &#8220;\u89c6\u4e3a\u4e24\u4e2a\u4e0d\u540c\u7684\u4eba\u3002<\/figcaption><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\" id=\"25e3\"><img decoding=\"async\" src=\"https:\/\/cdn-images-1.readmedium.com\/v2\/resize:fit:800\/1*0JDEXCYg6oMz75a8mMm0mA.png\" alt=\"\"\/><figcaption class=\"wp-element-caption\">ChatGPT 4 treats \u201cAfonso\u201d and \u201cAlfonso\u201d as referring to the same person.<br>ChatGPT 4 \u5c06 &#8220;Afonso &#8220;\u548c &#8220;Alfonso &#8220;\u89c6\u4e3a\u540c\u4e00\u4e2a\u4eba\u3002<\/figcaption><\/figure>\n<\/div>\n\n\n<p id=\"ae3a\">\u4f5c\u4e3a\u4eba\u7c7b\uff0c\u6211\u4eec\u77e5\u9053\u4e24\u4e2a\u4e0d\u540c\u7684\u540d\u5b57\u6307\u7684\u662f\u4e24\u4e2a\u4e0d\u540c\u7684\u4eba\u3002\u4f5c\u4e3a\u4eba\u7c7b\uff0c\u6211\u4eec\u77e5\u9053\u516c\u53f8 &#8220;Cruise &#8220;\u4e0d\u540c\u4e8e\u666e\u901a\u540d\u8bcd &#8220;cruise&#8221;\u3002<\/p>\n\n\n\n<p id=\"d06e\">\u4f46LLM \u7684\u4e0b\u4e00\u4e2a\u6807\u8bb0\u9009\u62e9\u662f\u57fa\u4e8e\u540d\u8bcd\u77ed\u8bed\u8def\u5f84\uff08Noun-Phrase Routes\uff09\uff0c\u800c\u8fd9\u4e3b\u8981\u662f\u7531\u8bed\u4e49\u76f8\u4f3c\u6027\u9a71\u52a8\u7684\u3002\u8fd9\u5f88\u81ea\u7136\uff0c\u56e0\u4e3a\u5411\u91cf\u5d4c\u5165\u662f LLM \u552f\u4e00\u7684\u64cd\u4f5c\u4f9d\u636e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"07d4\"><strong>\u56db\u3001RAG \u4e0e\u6b64\u6709\u5173\u5417\uff1f<\/strong><\/h2>\n\n\n\n<p id=\"2e0d\">\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u6b63\u5728\u4e3a\u82f9\u679c\u516c\u53f8\u521b\u5efa\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\u3002LLM \u4f1a\u628a &#8220;iPhone 8 &#8220;\u548c &#8220;iPhone 11 &#8220;\u6df7\u4e3a\u4e00\u8c08\u5417\uff1f\u5f88\u6709\u53ef\u80fd\u4f1a\u3002\u56e0\u6b64\uff0c\u5982\u679c\u60a8\u7684\u77e5\u8bc6\u5e93\u4e2d\u5305\u542b\u591a\u4e2a iPhone \u578b\u53f7\u7684\u4fe1\u606f\uff0c\u60a8\u5c31\u4f1a\u4ea7\u751f\u5e7b\u89c9\u3002<\/p>\n\n\n\n<p id=\"dade\">\u4e8b\u5b9e\u4e0a\uff0c\u8fd9\u662f\u4e3a\u62e5\u6709\u591a\u79cd\u578b\u53f7\u548c\u7248\u672c\u7684\u516c\u53f8\u6784\u5efa\u804a\u5929\u673a\u5668\u4eba\u65f6\u666e\u904d\u5b58\u5728\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p id=\"8013\">\u5e0c\u671b\u8fd9\u80fd\u8ba9\u60a8\u660e\u767d\u4e3a\u4ec0\u4e48 RAG \u6709\u65f6\u50cf\u9b54\u6cd5\u4e00\u6837\u6709\u6548\uff0c\u6709\u65f6\u5374\u60e8\u906d\u5931\u8d25\u3002\u5982\u679c\u60a8\u7684\u77e5\u8bc6\u5e93\u53ea\u5305\u542b\u90ae\u8f6e\u6709\u9650\u8d23\u4efb\u516c\u53f8\u7684\u4fe1\u606f\uff0c\u90a3\u4e48\u5c31\u4e0d\u80fd\u5c06\u8be5\u516c\u53f8\u4e0e\u90ae\u8f6e\u4e1a\u6df7\u4e3a\u4e00\u8c08\u3002RAG \u5c31\u50cf\u9b54\u672f\u4e00\u6837\u795e\u5947\u3002<\/p>\n\n\n\n<p id=\"96ba\">\u7136\u800c\uff0c\u4e00\u65e6\u52a0\u5165\u540d\u8bcd\u77ed\u8bed\u78b0\u649e\uff08\u8bed\u4e49\u76f8\u4f3c\u4f46\u6307\u5411\u4e0d\u540c\u5b9e\u4f53\u7684\u540d\u8bcd\u77ed\u8bed\uff09\uff0cRAG \u5c31\u4f1a\u7acb\u5373\u5d29\u6e83\u3002<\/p>\n\n\n\n<p id=\"c049\">\u8bf7\u770b Reddit \u7528\u6237\u62a5\u544a\u7684\u8fd9\u4e2a\u592a\u5e38\u89c1\u7684\u7ecf\u5386\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>I\u2019ve been experimenting with an [ChatGPT] Assistant designed to act as a technical support assistant for a business. I loaded it up with a tremendous amount of technical and product information, and have been getting really mixed results. Some questions answered wonderfully, others completely wrong. So I decided to break it down to the basics.&nbsp;<strong>I uploaded a product brochure, and then I simply ask \u201chow many widgets come in a box for SKU #X.\u201d<\/strong><\/em><br>\u6211\u4e00\u76f4\u5728\u8bd5\u7528\u4e00\u4e2a [ChatGPT] \u52a9\u624b\uff0c\u5b83\u88ab\u8bbe\u8ba1\u4e3a\u4f01\u4e1a\u7684\u6280\u672f\u652f\u6301\u52a9\u624b\u3002\u6211\u7ed9\u5b83\u52a0\u8f7d\u4e86\u5927\u91cf\u7684\u6280\u672f\u548c\u4ea7\u54c1\u4fe1\u606f\uff0c\u7ed3\u679c\u559c\u5fe7\u53c2\u534a\u3002\u6709\u4e9b\u95ee\u9898\u56de\u7b54\u5f97\u5f88\u597d\uff0c\u6709\u4e9b\u5219\u5b8c\u5168\u9519\u8bef\u3002\u56e0\u6b64\uff0c\u6211\u51b3\u5b9a\u628a\u5b83\u5206\u89e3\u6210\u6700\u57fa\u672c\u7684\u5185\u5bb9\u3002\u6211\u4e0a\u4f20\u4e86\u4e00\u4efd\u4ea7\u54c1\u624b\u518c\uff0c\u7136\u540e\u7b80\u5355\u5730\u95ee &#8220;SKU #X \u4e00\u76d2\u6709\u591a\u5c11\u5c0f\u90e8\u4ef6&#8221;\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p id=\"7258\"><strong><em>It correctly answered this question repeatedly. Great. However, whenever I add various other content, results start going haywire.<\/em><\/strong><em>&nbsp;(Source:<\/em><br>\u5b83\u591a\u6b21\u6b63\u786e\u56de\u7b54\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u597d\u6781\u4e86\u3002\u4f46\u662f\uff0c\u6bcf\u5f53\u6211\u6dfb\u52a0\u5176\u4ed6\u5404\u79cd\u5185\u5bb9\u65f6\uff0c\u7ed3\u679c\u5c31\u4f1a\u51fa\u73b0\u6df7\u4e71\u3002(\u6765\u6e90\uff1a<br>(https:\/\/www.reddit.com\/r\/ChatGPTPro\/comments\/17xsch4\/ unexpected_behavior_of_gpt_assistant_with\/\uff0c\u6700\u540e\u8bbf\u95ee\u65e5\u671f\u4e3a 2024 \u5e74 3 \u6708 4 \u65e5\uff0c\u62ec\u53f7\u4e3a\u540e\u52a0)\u3002<\/p>\n<\/blockquote>\n\n\n\n<p id=\"66ac\"><br>\u4f46 RAG \u7684\u8bed\u4e49\u76f8\u4f3c\u6027\u641c\u7d22\u96be\u9053\u4e0d\u80fd\u89e3\u51b3\u77e2\u91cf\u6570\u636e\u5e93\u68c0\u7d22\u4e2d\u7684\u8fd9\u4e2a\u95ee\u9898\u5417\uff1f\u7edd\u5bf9\u4e0d\u80fd\u3002\u8bf7\u5141\u8bb8\u6211\u89e3\u91ca\u4e00\u4e0b\u3002\u4e8b\u5b9e\u4e0a\uff0c\u4e0b\u9762\u7684\u90e8\u5206\u4e0d\u4ec5\u662f\u7b2c 1 \u8bfe\u7684\u5173\u952e\uff0c\u800c\u4e14\u662f\u5168\u90e8\u5185\u5bb9\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"d7a3\"><strong>\u4e94\u3001\u201d\u963f\u65b9\u7d22\u707e\u96be\u201c\u80cc\u540e\u7684\u79d8\u5bc6<\/strong><\/h2>\n\n\n\n<p id=\"9699\">\u8bf7\u8ba4\u771f\u5b66\u4e60\u672c\u8282\u5185\u5bb9\u3002\u4e00\u65e6\u60a8\u5b8c\u5168\u638c\u63e1\uff0c\u5b83\u5c06\u5f15\u5bfc\u60a8\u5f00\u53d1\u51fa 100% \u51c6\u786e\u7684\u804a\u5929\u673a\u5668\u4eba\u3002<\/p>\n\n\n\n<p id=\"23ba\">\u91cd\u8981\u7684\u89c1\u89e3\u6765\u81ea\u4e8e\u63d0\u51fa\u91cd\u8981\u7684\u95ee\u9898\u3002\u5173\u4e8e\u963f\u65b9\u7d22\u5927\u707e\u96be\u7684\u91cd\u8981\u95ee\u9898\u662f\uff1a\u4e3a\u4ec0\u4e48 ChatGPT 4 \u59cb\u7ec8\u9009\u62e9\u963f\u65b9\u7d22\u4e03\u4e16\u7684\u6bcd\u4eb2\u800c\u4e0d\u662f\u963f\u65b9\u7d22\u4e8c\u4e16\u7684\u6bcd\u4eb2\uff0c\u5373\u4f7f\u67e5\u8be2\u4e2d\u63d0\u5230\u4e86\u963f\u65b9\u7d22\u4e8c\u4e16\uff1f<\/p>\n\n\n\n<p id=\"c630\">\u5728 OpenAI \u5bf9\u7b54\u6848\u8fdb\u884c\u5fae\u8c03\u4e4b\u524d\uff0cChatGPT 4 \u901a\u5e38\u4f1a\u7ed9\u51fa\u963f\u65b9\u7d22\u4e03\u4e16\u7684\u6bcd\u4eb2\uff0c\u800c\u4e0d\u662f\u963f\u65b9\u7d22\u4e8c\u4e16\u3002\u4e3a\u4ec0\u4e48\u4f1a\u8fd9\u6837\uff1f<\/p>\n\n\n\n<p id=\"37cf\">\u82b1\u70b9\u65f6\u95f4\u60f3\u60f3\u8fd9\u4e2a\u95ee\u9898\u3002\u4e8b\u5b9e\u4e0a\uff0c&#8221;\u540d\u8bcd\u77ed\u8bed\u4f18\u52bf\u6a21\u578b &#8220;\u5c31\u662f\u5728\u6570\u767e\u6b21\u67e5\u8be2\u4e2d\u63d0\u51fa\u540c\u6837\u95ee\u9898\u7684\u7ed3\u679c\u3002\u901a\u8fc7\u641c\u7d22\u6bcf\u4e2a\u67e5\u8be2\u7684\u7b54\u6848\uff0c\u6211\u4eec\u53d1\u73b0\u4e86\u4e00\u79cd\u6a21\u5f0f\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6bcf\u6b21\u90fd\u4f1a\u51fa\u73b0\u76f8\u540c\u7684\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p id=\"a1da\">\u8ba9\u6211\u7ed9\u4f60\u4e00\u4e2a\u63d0\u793a\u3002\u8bf7\u770b\u7f51\u9875\u4e0a\u5173\u4e8e\u963f\u65b9\u7d22\u4e03\u4e16\u7684\u8fd9\u6bb5\u8bdd\uff1a&#8221;\u963f\u65b9\u7d22\u7684\u6bcd\u4eb2\u662f\u4e4c\u62c9\u5361\uff081079-1126 \u5e74\uff09\uff0c\u88ab\u79f0\u4e3a\u9c81\u83bd\u8005\uff0c\u662f\u5361\u65af\u8482\u5229\u4e9a\u7684\u5973\u738b&#8230;&#8230;&#8221;<\/p>\n\n\n\n<p id=\"a940\">\u73b0\u5728\uff0c\u8bf7\u5e26\u7740\u6700\u521d\u7684\u7591\u95ee\u6765\u601d\u8003\u8fd9\u53e5\u8bdd\uff1a&#8221;\u8461\u8404\u7259\u7b2c\u4e09\u4efb\u56fd\u738b\u963f\u4e30\u7d22\u4e8c\u4e16\u7684\u6bcd\u4eb2\u662f\u8c01\uff1f&#8221;\u4e3a\u4ec0\u4e48\u4e0a\u8ff0\u9648\u8ff0\u4f1a\u662f\u4e00\u6761\u5982\u6b64\u5438\u5f15\u4eba\u7684\u8def\u7ebf\uff1f\u8bb0\u4f4f\uff0c\u91cd\u70b9\u662f\u540d\u8bcd\u77ed\u8bed\u3002\u6bd5\u7adf\uff0c\u5b83\u4eec\u51b3\u5b9a\u4e86\u8def\u7ebf\u3002<\/p>\n\n\n\n<p id=\"da2b\">\u5e0c\u671b\u60a8\u82b1\u65f6\u95f4\u7814\u7a76\u4e86\u7591\u95ee\u53e5\u4e2d\u7684\u540d\u8bcd\u77ed\u8bed\u548c\u9648\u8ff0\u53e5\u4e2d\u7684\u540d\u8bcd\u77ed\u8bed\u3002\u60a8\u603b\u80fd\u5728\u8fd9\u91cc\u627e\u5230\u7b54\u6848\u3002<\/p>\n\n\n\n<p id=\"82d6\">\u4f60\u6ce8\u610f\u5230\u67e5\u8be2\u548c\u963f\u65b9\u7d22\u7f51\u9875\u58f0\u660e\u4e2d\u90fd\u6709 &#8220;\u6bcd\u4eb2 &#8220;\u8fd9\u4e2a\u8bcd\u5417\uff1f\u4f60\u6ce8\u610f\u5230 &#8220;\u6bcd\u4eb2 &#8220;\u7d27\u6328\u7740 &#8220;\u963f\u65b9\u7d22 &#8220;\u4e86\u5417\uff1f\u4ece LLM \u7684\u89d2\u5ea6\u6765\u770b\uff0c&#8221;Alfonso &#8220;\u4e0e &#8220;Afonso &#8220;\u57fa\u672c\u76f8\u540c\uff0c\u800c &#8220;mother &#8220;\u5219\u76f4\u63a5\u5339\u914d\u3002\u56e0\u6b64\uff0c\u5982\u679c &#8220;\u963f\u65b9\u7d22 &#8220;\u65c1\u8fb9\u6ca1\u6709 &#8220;\u6bcd\u4eb2&#8221;\uff0c\u90a3\u4e48 LLM \u5c31\u4f1a\u9009\u62e9 &#8220;\u963f\u65b9\u7d22&#8221;\/&#8221;\u6bcd\u4eb2 &#8220;\u7ec4\u5408\u3002(\u8fd9\u6b63\u662f ChatGPT 4 \u6240\u505a\u7684\u4e8b\u60c5\uff0c\u76f4\u5230\u5b83\u88ab\u4e13\u95e8\u5fae\u8c03\u4e3a\u4e0d\u8fd9\u6837\u505a\u4e3a\u6b62\uff09\u3002<\/p>\n\n\n\n<p id=\"9357\">\u82b1\u70b9\u65f6\u95f4\u6bd4\u8f83\u4e00\u4e0b\u963f\u65b9\u7d22\u4e03\u4e16\u7684 &#8220;\u6bcd\u4eb2 &#8220;\u4e00\u8bcd\u4e0e\u963f\u65b9\u7d22\u4e8c\u4e16\u7684 &#8220;\u6bcd\u4eb2 &#8220;\u4e00\u8bcd\u7684\u4f4d\u7f6e\u3002\u8bf7\u6ce8\u610f\uff0c\u5728\u540e\u4e00\u4e2a\u94fe\u63a5\u4e2d\uff0c&#8221;\u6bcd\u4eb2 &#8220;\u4e00\u8bcd\u4e0e &#8220;\u963f\u4e30\u7d22 &#8220;\u7684\u5173\u8054\u5ea6\u6781\u4f4e\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u5728\u8fd9\u4e2a\u67e5\u8be2\u4e2d\uff0c\u963f\u65b9\u7d22\u8def\u7ebf\u6bd4\u963f\u4e30\u7d22\u8def\u7ebf\u66f4\u80dc\u4e00\u7b79\u3002\u8fd9\u4e5f\u662f\u6240\u6709\u95ee\u9898\u7684\u5173\u952e\u6240\u5728\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"0cfe\"><strong>\u516d\u3001\u5982\u4f55\u89e3\u51b3\u590d\u6742\u7684\u95ee\u9898<\/strong>\uff1f<\/h2>\n\n\n\n<p id=\"7624\">\u90a3\u4e48\uff0c\u8fd9\u4e0e\u6211\u4eec\u7684\u82f9\u679c iPhone \u4f8b\u5b50\u6709\u4ec0\u4e48\u5173\u7cfb\u5462\uff1f\u8003\u8651\u5230\u6709\u4eba\u8be2\u95ee\u6709\u5173 iPhone 11 \u7684\u7279\u5b9a\u529f\u80fd\u3002\u5982\u679c\u8be5\u529f\u80fd\u4e0e iPhone 8 \u7684\u7ed3\u5408\u66f4\u4e3a\u7a81\u51fa\uff0c\u90a3\u4e48\u5373\u4f7f\u6307\u5b9a\u7684\u662f iPhone 11\uff0c\u4e5f\u6709\u53ef\u80fd\u7ed9\u51fa iPhone 8 \u7684\u529f\u80fd\u63cf\u8ff0\uff08\u5c31\u50cf\u5373\u4f7f\u6307\u5b9a\u7684\u662f\u963f\u65b9\u7d22\u4e8c\u4e16\uff0c\u4e5f\u4f1a\u7ed9\u51fa\u963f\u65b9\u7d22\u4e03\u4e16\u7684\u4fe1\u606f\u4e00\u6837\uff09\u3002<\/p>\n\n\n\n<p id=\"8919\">\u8bf7\u6ce8\u610f\uff0c\u8fd9\u4e2a\u95ee\u9898\u53ef\u4ee5\u4e00\u76f4\u8ffd\u6eaf\u5230\u5206\u5757\u68c0\u7d22\u3002\u4fe1\u606f\u5757\u68c0\u7d22\u901a\u5e38\u5305\u62ec\u8bed\u4e49\u76f8\u4f3c\u6027\u641c\u7d22\uff08\u5982\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u7684\u4f59\u5f26\u76f8\u4f3c\u6027\u641c\u7d22\uff09\u3002\u5728\u4e0a\u9762\u7684\u4f8b\u5b50\u4e2d\uff0ciPhone 8 \u5757\u7684\u8bed\u4e49\u76f8\u4f3c\u6027\u8981\u9ad8\u4e8e iPhone 11 \u5757\u3002\u8fd9\u5c31\u7ed9\u68c0\u7d22\u548c\u91cd\u65b0\u6392\u5e8f\u5e26\u6765\u4e86\u95ee\u9898\u3002<\/p>\n\n\n\n<p id=\"c486\">\u56e0\u6b64\uff0cRAG \u4e0d\u4ec5\u4e0d\u80fd\u89e3\u51b3\u95ee\u9898\uff0c\u751a\u81f3\u662f\u95ee\u9898\u7684\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"8a59\"><strong>\u4e03\u3001NEF\uff1a\u7b80\u5355\u800c\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848<\/strong><\/h2>\n\n\n\n<p id=\"0dd7\">NEF\u6a21\u5f0f\u7684\u6700\u5927\u4eae\u70b9\u5c31\u5728\u8fd9\u91cc\u3002\u4e00\u65e6\u4f60\u77e5\u9053\u4e86\u95ee\u9898\u6240\u5728\uff0c\u89e3\u51b3\u95ee\u9898\u5c31\u53d8\u5f97\u8f7b\u800c\u6613\u4e3e\u3002\u6d88\u9664\u5e7b\u89c9\u4f3c\u4e4e\u662f\u4e0d\u53ef\u80fd\u7684\uff0c\u552f\u4e00\u7684\u539f\u56e0\u5c31\u662f\u4eba\u4eec\u627e\u9519\u4e86\u5730\u65b9\u3002\u8bf7\u5141\u8bb8\u6211\u6f14\u793a\u4e00\u4e0b\u3002<\/p>\n\n\n\n<p id=\"d148\">\u8003\u8651\u4e00\u4e0b Alfonso \u548c Afonso\u3002\u5982\u679c\u67e5\u8be2\u662f\u5173\u4e8e\u963f\u65b9\u7d22\u7684\uff0c\u90a3\u4e48\u5c31\u9700\u8981\u8fc7\u6ee4\u6389\u5bf9\u8bed\u4e49\u76f8\u4f3c\u7684\u4efb\u4f55\u5176\u4ed6\u540d\u5b57\u7684\u5f15\u7528\u3002\u901a\u8fc7\u5220\u9664 Alfonso VII \u5757\uff0cLLM \u5c31\u65e0\u6cd5\u5c06\u4e24\u8005\u6df7\u4e3a\u4e00\u8c08\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5b83\u4e0d\u4f1a\u4ea7\u751f\u5e7b\u89c9\u3002<\/p>\n\n\n\n<p id=\"0b1a\">\u4ee5 iPhone 8 \u548c iPhone 11 \u4e3a\u4f8b\u3002\u5982\u679c\u67e5\u8be2\u7684\u662f iPhone 11\uff0c\u90a3\u4e48\u5c31\u9700\u8981\u5220\u9664\u6240\u6709\u4e0e iPhone 8 \u6709\u5173\u7684\u5757\u3002\u73b0\u5728\uff0cLLM \u65e0\u6cd5\u5c06\u4e24\u8005\u6df7\u4e3a\u4e00\u8c08\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5b83\u4e0d\u80fd\u4ea7\u751f\u5e7b\u89c9\u3002<\/p>\n\n\n\n<p id=\"3819\">\u8003\u8651 Cruise LLC \u548c\u90ae\u8f6e\u4e1a\u3002\u5982\u679c\u67e5\u8be2\u4e0e Cruise LLC \u6709\u5173\uff0c\u5219\u5fc5\u987b\u8fc7\u6ee4\u6389\u6240\u6709\u5176\u4ed6\u8bed\u4e49\u76f8\u4f3c\u7684\u540d\u8bcd\u77ed\u8bed\uff08\u5305\u62ec\u5339\u914d\u5ea6\u4e3a 100% \u7684\u666e\u901a\u540d\u8bcd &#8220;cruise&#8221;\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"9ba7\"><strong>\u516b\u3001\u5b9e\u65bd NEF<\/strong><\/h2>\n\n\n\n<p id=\"2c59\">\u9996\u5148\uff0c\u60a8\u9700\u8981\u4e00\u4e2a\u826f\u597d\u7684\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09\u5e93\u3002Python \u7684 Spacy \u5c31\u5f88\u4e0d\u9519\u3002\u5728\u4ee5\u540e\u7684\u6587\u7ae0\u4e2d\uff0c\u6211\u5c06\u4ecb\u7ecd\u5982\u4f55\u5c06 Python \u7684 Spacy \u4e0e LLM \u7ed3\u5408\u8d77\u6765\uff0c\u5b9e\u73b0\u63a5\u8fd1 100% \u7684\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u7387\u3002\u73b0\u5728\uff0c\u60a8\u53ef\u4ee5\u4ece Spacy \u5f00\u59cb\u3002<\/p>\n\n\n\n<p id=\"a34a\">\u5176\u6b21\uff0c\u60a8\u9700\u8981\u8bc6\u522b\u68c0\u7d22\u5230\u7684\u8bed\u5757\u4e2d\u7684\u6240\u6709\u540d\u8bcd\u77ed\u8bed\uff08\u4ee5\u8003\u8651\u5230 Cruise \u548c cruise \u7b49\u51b2\u7a81\uff09\u3002\u540c\u6837\uff0cSpacy \u4e5f\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n\n\n\n<p id=\"bc51\">\u4e3a\u7b80\u5355\u8d77\u89c1\uff0c\u6211\u5c06\u547d\u540d\u5b9e\u4f53\u63d0\u53d6\u548c\u540d\u8bcd\u77ed\u8bed\u63d0\u53d6\u90fd\u79f0\u4e3a &#8220;\u540d\u8bcd\u77ed\u8bed\u8bc6\u522b\uff08NPI\uff09&#8221;\u3002<\/p>\n\n\n\n<p id=\"6ed4\">\u60a8\u53ef\u4ee5\u5728\u67e5\u8be2\u65f6\u6267\u884c NPI\uff0c\u4e5f\u53ef\u4ee5\u5728\u5b58\u50a8\u65f6\u6267\u884c NPI\u3002\u5728\u67e5\u8be2\u65f6\u8fdb\u884c NPI \u7684\u6210\u672c\u8f83\u4f4e\uff0c\u4f46\u4f1a\u5927\u5927\u964d\u4f4e\u83b7\u5f97\u54cd\u5e94\u7684\u901f\u5ea6\u3002\u4f46\u662f\uff0c\u5982\u679c\u5728\u5b58\u50a8\u8fc7\u7a0b\u4e2d\u5c06 NPI 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id=\"1e96\">\u4ece\u8868\u9762\u4e0a\u770b\uff0c\u4ea7\u751f\u5e7b\u89c9\u7684\u539f\u56e0\u4f3c\u4e4e\u5404\u4e0d\u76f8\u540c\u3002\u4f8b\u5982\uff0c\u5bf9\u65f6\u95f4\u7684\u5f15\u7528\u7ecf\u5e38\u4f1a\u5f15\u8d77\u5e7b\u89c9\uff0c\u5f15\u6587\u4e5f\u662f\u5982\u6b64\u3002\u7136\u800c\uff0c\u6b63\u5982\u672c\u8bfe\u5c06\u8981\u4ecb\u7ecd\u7684\u90a3\u6837\uff0c\u300a\u540d\u8bcd\u77ed\u8bed\u8def\u5f84\u78b0\u649e\u300b\u4e0d\u4ec5\u89e3\u91ca\u4e86\u6bcf\u4e2a\u95ee\u9898\uff0c\u800c\u4e14\u5e78\u8fd0\u7684\u662f\u8fd8\u63d0\u4f9b\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u7684\u7b80\u5355\u7b54\u6848\u3002<\/p>\n\n\n\n<p id=\"e62a\">\u56e0\u6b64\uff0c\u6bcf\u8282\u8bfe\u90fd\u5e94\u9075\u5faa\u4e00\u4e2a\u5171\u540c\u7684\u53e3\u8bc0\uff08\u73b0\u5728\u6211\u660e\u767d\u4e3a\u4ec0\u4e48\u4eba\u4eec\u8bf4\u6211\u5199\u5f97\u50cf\u804a\u5929\u673a\u5668\u4eba\u4e86\uff09\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u627e\u51fa\u5bfc\u81f4\u5e7b\u89c9\u7684\u5e38\u89c1\u95ee\u9898<\/li>\n\n\n\n<li>\u8bc1\u660e\u539f\u56e0\u662f\u540d\u8bcd\u77ed\u8bed\u8def\u7ebf\u78b0\u649e<\/li>\n\n\n\n<li>\u6839\u636e\u540d\u8bcd\u77ed\u8bed\u8def\u7ebf\u6f14\u793a\uff0c\u8ba8\u8bba\u5982\u4f55\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"cc6a\"><strong>\u5341\u3001\u89c2\u70b9\u603b\u7ed3<\/strong><\/h2>\n\n\n\n<p id=\"2b4f\">\u5c3d\u7ba1\u57fa\u4e8e\u5b58\u50a8\u3001\u68c0\u7d22\u548c\u751f\u6210\uff08RAG\uff09\u7684\u65b9\u6cd5\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u80fd\u591f\u63d0\u4f9b\u51c6\u786e\u7684\u56de\u7b54\uff0c\u4f46\u5728\u9762\u5bf9\u540d\u8bcd\u77ed\u8bed\u78b0\u649e\u65f6\uff0cRAG\u65b9\u6cd5\u53ef\u80fd\u4f1a\u56e0\u4e3a\u8bed\u4e49\u76f8\u4f3c\u6027\u800c\u5931\u6548\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u547d\u540d\u5b9e\u4f53\u8fc7\u6ee4\uff08NEF\uff09\u4f5c\u4e3a\u4e00\u79cd\u89e3\u51b3LLM\u5e7b\u89c9\u7684\u65b9\u6cd5\u3002NEF\u7684\u6838\u5fc3\u5728\u4e8e\u5728\u67e5\u8be2\u65f6\u8fc7\u6ee4\u6389\u4e0e\u76ee\u6807\u5b9e\u4f53\u8bed\u4e49\u76f8\u4f3c\u4f46\u5b9e\u9645\u4e0a\u6307\u5411\u4e0d\u540c\u5b9e\u4f53\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u907f\u514dLLM\u4ea7\u751f\u6df7\u6dc6\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u8fd8\u63d0\u4f9b\u4e86\u5b9e\u65bdNEF\u7684\u5177\u4f53\u6b65\u9aa4\uff0c\u5305\u62ec\u4f7f\u7528Python\u7684Spacy\u5e93\u8fdb\u884c\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u548c\u540d\u8bcd\u77ed\u8bed\u63d0\u53d6\uff0c\u5e76\u5728\u67e5\u8be2\u65f6\u6216\u5b58\u50a8\u65f6\u8fdb\u884c\u8fc7\u6ee4\u3002<\/p>\n\n\n\n<ul 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