{"id":1087713,"date":"2024-09-24T03:13:49","date_gmt":"2024-09-24T10:13:49","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1087713"},"modified":"2024-09-24T03:15:00","modified_gmt":"2024-09-24T10:15:00","slug":"rag-and-beyond","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/rag-and-beyond\/","title":{"rendered":"\u4e3a\u4ec0\u4e48\u4f60\u7684LLMs\u73a9\u4e0d\u8f6c\u5916\u90e8\u77e5\u8bc6\uff1fRAG\u5206\u7c7b\u5b66\u52a9\u4f60\u8bca\u65ad\uff01"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u7cfb\u7edf\u7ec4\uff08\u4e0a\u6d77\uff09<\/em><\/p>\n\n\n\n<p>\u7f16\u8005\u6309\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6559\u80b2\u3001\u533b\u7597\u3001\u91d1\u878d\u7b49\u591a\u9886\u57df\u7684\u5e94\u7528\u5df2\u5c55\u73b0\u51fa\u5176\u4e0d\u53ef\u5ffd\u89c6\u7684\u4ef7\u503c\u3002\u5982\u4f55\u66f4\u597d\u5730\u7ed3\u5408\u5916\u90e8\u6570\u636e\uff0c\u5982\u4f55\u63d0\u5347\u6a21\u578b\u5904\u7406\u4e13\u4e1a\u9886\u57df\u95ee\u9898\u7684\u53ef\u9760\u6027\uff0c\u662f\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u4e2d\u503c\u5f97\u4e0d\u65ad\u601d\u8003\u7684\u95ee\u9898\u3002\u9488\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u67e5\u8be2\u9700\u6c42\u5206\u5c42\u7684 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https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-1-768x405.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-1-1536x810.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-1-2048x1080.jpg 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-1-240x127.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption 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\u5728\u751f\u6210\u51c6\u786e\u4e14\u76f8\u5173\u6027\u5f3a\u7684\u54cd\u5e94\u65f6\u6240\u7ecf\u5386\u7684\u4e0d\u540c\u8ba4\u77e5\u5904\u7406\u9636\u6bb5\u3002\u4ece\u57fa\u7840\u7684\u4e8b\u5b9e\u68c0\u7d22\u5230\u6df1\u5c42\u6b21\u7684\u9690\u542b\u77e5\u8bc6\u89e3\u91ca\uff0c\u6bcf\u4e00\u5c42\u90fd\u6807\u5fd7\u7740 LLMs \u4efb\u52a1\u590d\u6742\u5ea6\u7684\u9010\u7ea7\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u5c42\u6b21\u5212\u5206\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p><strong>\u2022 Level-1 \u663e\u6027\u4e8b\u5b9e<\/strong>\uff1a\u6b64\u7c7b\u67e5\u8be2\u6d89\u53ca\u76f4\u63a5\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u660e\u786e\u5b58\u5728\u7684\u4e8b\u5b9e\uff0c\u65e0\u9700\u8fdb\u884c\u4efb\u4f55\u5f62\u5f0f\u7684\u989d\u5916\u63a8\u7406\u3002\u8fd9\u6784\u6210\u4e86\u6700\u57fa\u7840\u7684\u67e5\u8be2\u7c7b\u578b\uff0c\u5176\u4e2d\u6a21\u578b\u7684\u4e3b\u8981\u4efb\u52a1\u662f\u7cbe\u786e\u5b9a\u4f4d\u5e76\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u201c2024\u5e74\u590f\u5b63\u5965\u8fd0\u4f1a\u5728\u54ea\u91cc\u4e3e\u884c\uff1f\u201d<\/p>\n\n\n\n<p><strong>\u2022 Level-2 \u9690\u6027\u4e8b\u5b9e<\/strong>\uff1a\u8fd9\u4e9b\u67e5\u8be2\u8981\u6c42\u63ed\u793a\u6570\u636e\u4e2d\u9690\u542b\u7684\u4e8b\u5b9e\uff0c\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u5e38\u8bc6\u63a8\u7406\u6216\u7b80\u5355\u7684\u903b\u8f91\u63a8\u65ad\u3002\u4fe1\u606f\u53ef\u80fd\u5206\u6563\u5728\u4e0d\u540c\u7684\u6570\u636e\u7247\u6bb5\u4e2d\uff0c\u6216\u8005\u9700\u8981\u901a\u8fc7\u7b80\u5355\u7684\u63a8\u7406\u8fc7\u7a0b\u6765\u83b7\u53d6\u3002\u4f8b\u5982\uff0c\u201c\u76ee\u524d\u54ea\u4e2a\u56fd\u5bb6\u6b63\u5728\u4e3e\u529e\u582a\u57f9\u62c9\u6240\u5728\u56fd\u5bb6\u7684\u6267\u653f\u515a\u4f1a\u8bae\uff1f\u201d\u8fd9\u4e2a\u95ee\u9898\u53ef\u4ee5\u901a\u8fc7\u7ed3\u5408\u582a\u57f9\u62c9\u4f4d\u4e8e\u6fb3\u5927\u5229\u4e9a\u7684\u4e8b\u5b9e\u548c\u5f53\u524d\u6267\u653f\u515a\u7684\u4fe1\u606f\u6765\u89e3\u7b54\u3002&nbsp;<\/p>\n\n\n\n<p><strong>\u2022 Level-3 \u53ef\u89e3\u91ca\u7684\u63a8\u7406<\/strong>\uff1a\u5728\u8fd9\u4e00\u5c42\u7ea7\uff0c\u67e5\u8be2\u4e0d\u4ec5\u8981\u6c42\u5bf9\u4e8b\u5b9e\u7684\u638c\u63e1\uff0c\u8fd8\u8981\u6c42\u6a21\u578b\u80fd\u591f\u7406\u89e3\u5e76\u5e94\u7528\u4e0e\u6570\u636e\u80cc\u666f\u5bc6\u5207\u76f8\u5173\u7684\u9886\u57df\u7279\u5b9a\u63a8\u7406\u4f9d\u636e\u3002\u4f8b\u5982\uff0c\u5728\u5236\u836f\u9886\u57df\uff0cLLMs \u9700\u8981\u89e3\u8bfb\u7f8e\u56fd\u98df\u54c1\u836f\u54c1\u76d1\u7763\u7ba1\u7406\u5c40\uff08FDA\uff09\u7684\u6307\u5bfc\u6587\u4ef6\uff0c\u4ee5\u8bc4\u4f30\u836f\u54c1\u7533\u8bf7\u662f\u5426\u7b26\u5408\u76d1\u7ba1\u8981\u6c42\u3002\u5728\u5ba2\u6237\u652f\u6301\u573a\u666f\u4e2d\uff0cLLMs \u5fc5\u987b\u9075\u5faa\u9884\u5b9a\u4e49\u7684\u5de5\u4f5c\u6d41\u7a0b\u6765\u6709\u6548\u54cd\u5e94\u7528\u6237\u67e5\u8be2\u3002\u5728\u533b\u5b66\u9886\u57df\uff0cLLMs \u53ef\u4ee5\u5f00\u53d1\u6210\u4e00\u4e2a\u4e13\u95e8\u7ba1\u7406\u80f8\u75db\u7684\u4e13\u5bb6\u7cfb\u7edf\uff0c\u9075\u5faa\u6743\u5a01\u7684\u8bca\u65ad\u624b\u518c\u548c\u6807\u51c6\u5316\u6307\u5357\u3002\u8fd9\u79cd\u80fd\u529b\u786e\u4fdd\u4e86 LLMs \u7684\u8f93\u51fa\u4e0d\u4ec5\u5728\u4e8b\u5b9e\u4e0a\u6b63\u786e\uff0c\u800c\u4e14\u5728\u4e0a\u4e0b\u6587\u4e2d\u4e5f\u76f8\u5173\uff0c\u4e14\u4e25\u683c\u9075\u5b88\u76d1\u7ba1\u548c\u64cd\u4f5c\u89c4\u8303\u3002&nbsp;<\/p>\n\n\n\n<p><strong>\u2022 Level-4 \u9690\u5f0f\u63a8\u7406<\/strong>\uff1a\u8fd9\u4e00\u7ea7\u522b\u7684\u67e5\u8be2\u8fdb\u5165\u4e86\u4e00\u4e2a\u66f4\u5177\u6311\u6218\u6027\u7684\u9886\u57df\uff0c\u5176\u4e2d\u63a8\u7406\u4f9d\u636e\u5e76\u672a\u660e\u786e\u8bb0\u5f55\uff0c\u800c\u662f\u9700\u8981\u901a\u8fc7\u5206\u6790\u5386\u53f2\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u7ed3\u679c\u6765\u63a8\u65ad\u3002\u4f8b\u5982\uff0c\u5728IT\u8fd0\u8425\u9886\u57df\uff0cLLMs \u9700\u8981\u4ece\u4e91\u8fd0\u8425\u56e2\u961f\u89e3\u51b3\u7684\u5386\u53f2\u4e8b\u4ef6\u4e2d\u6316\u6398\u9690\u6027\u77e5\u8bc6\uff0c\u8bc6\u522b\u6210\u529f\u7684\u7b56\u7565\u548c\u51b3\u7b56\u8fc7\u7a0b\u3002\u5728\u8f6f\u4ef6\u5f00\u53d1\u4e2d\uff0cLLMs \u5fc5\u987b\u4ece\u4ee5\u5f80\u7684\u8c03\u8bd5\u9519\u8bef\u8bb0\u5f55\u4e2d\u63d0\u53d6\u51fa\u6307\u5bfc\u6027\u539f\u5219\u3002\u901a\u8fc7\u6574\u5408\u8fd9\u4e9b\u9690\u542b\u7684\u63a8\u7406\u4f9d\u636e\uff0cLLMs \u63d0\u4f9b\u7684\u56de\u7b54\u4e0d\u4ec5\u51c6\u786e\uff0c\u800c\u4e14\u80fd\u591f\u53cd\u6620\u51fa\u7ecf\u9a8c\u4e30\u5bcc\u7684\u4e13\u4e1a\u4eba\u58eb\u7684\u9690\u6027\u77e5\u8bc6\u548c\u95ee\u9898\u89e3\u51b3\u6280\u5de7\u3002<\/p>\n\n\n\n<p>\u5c06\u67e5\u8be2\u5212\u5206\u4e3a\u4e0d\u540c\u5c42\u6b21\uff0c\u65e2\u4f53\u73b0\u4e86 LLMs \u9700\u8981\u7406\u89e3\u7684\u590d\u6742\u6027\u548c\u591a\u6837\u6027\uff0c\u4e5f\u6307\u660e\u4e86\u5404\u4e2a\u5c42\u6b21\u7684\u5173\u6ce8\u70b9\uff0c\u5982\u56fe2\u6240\u793a\u3002\u524d\u4e24\u4e2a\u5c42\u7ea7\u2014\u2014\u663e\u6027\u4e8b\u5b9e\u548c\u9690\u6027\u4e8b\u5b9e\uff0c\u4e3b\u8981\u805a\u7126\u4e8e\u4e8b\u5b9e\u4fe1\u606f\u7684\u68c0\u7d22\uff0c\u65e0\u8bba\u662f\u76f4\u63a5\u5448\u73b0\u7684\u8fd8\u662f\u9700\u8981\u57fa\u672c\u63a8\u7406\u5f97\u51fa\u7684\u3002\u8fd9\u4e9b\u5c42\u7ea7\u8003\u9a8c\u7684\u662f LLMs \u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u548c\u7efc\u5408\u4fe1\u606f\u4ee5\u5f62\u6210\u8fde\u8d2f\u4e8b\u5b9e\u7684\u80fd\u529b\u3002\u4e0e\u6b64\u76f8\u5bf9\uff0c\u540e\u4e24\u4e2a\u5c42\u7ea7\u2014\u2014\u53ef\u89e3\u91ca\u7684\u63a8\u7406\u548c\u9690\u5f0f\u63a8\u7406\uff0c\u5219\u5c06\u91cd\u70b9\u8f6c\u5411\u4e86 LLMs \u5b66\u4e60\u548c\u5e94\u7528\u6570\u636e\u80cc\u540e\u903b\u8f91\u7684\u80fd\u529b\u3002\u8fd9\u4e9b\u5c42\u7ea7\u8981\u6c42\u66f4\u9ad8\u5c42\u6b21\u7684\u8ba4\u77e5\u4ecb\u5165\uff0cLLMs \u5fc5\u987b\u8981\u4e48\u4e0e\u4e13\u5bb6\u7684\u601d\u7ef4\u65b9\u5f0f\u4fdd\u6301\u4e00\u81f4\uff0c\u8981\u4e48\u4ece\u975e\u7ed3\u6784\u5316\u7684\u5386\u53f2\u6570\u636e\u4e2d\u63d0\u70bc\u51fa\u6d1e\u89c1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"902\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-2-1024x902.png\" alt=\"\u6570\u636e\u589e\u5f3a\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e2d\u7684\u67e5\u8be2\u7ea7\u522b\u603b\u7ed3\" class=\"wp-image-1087731\" style=\"width:511px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-2-1024x902.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-2-300x264.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-2-768x677.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-2-1536x1353.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-2-2048x1805.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-2-204x180.png 204w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u6570\u636e\u589e\u5f3a\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e2d\u7684\u67e5\u8be2\u7ea7\u522b\u603b\u7ed3<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5bf9\u4e8e\u663e\u6027\u4e8b\u5b9e\u67e5\u8be2\uff0c\u51c6\u786e\u7684\u56de\u7b54\u4f9d\u8d56\u4e8e\u5728\u5e9e\u5927\u7684\u5916\u90e8\u6570\u636e\u5e93\u4e2d\u7cbe\u786e\u5b9a\u4f4d\u5177\u4f53\u7684\u5916\u90e8\u6570\u636e\u4fe1\u606f\uff1b\u800c\u5bf9\u4e8e\u9690\u6027\u4e8b\u5b9e\u67e5\u8be2\uff0c\u7b54\u6848\u901a\u5e38\u9700\u8981\u4ece\u591a\u4e2a\u76f8\u4e92\u5173\u8054\u7684\u4e8b\u5b9e\u4e2d\u7efc\u5408\u5f97\u51fa\uff0c\u56e0\u6b64\uff0c\u5168\u9762\u68c0\u7d22\u5e76\u6574\u5408\u6709\u6548\u4fe1\u606f\u6210\u4e3a\u4e86\u8fd9\u4e00\u7c7b\u67e5\u8be2\u7684\u5173\u952e\u6311\u6218\u3002\u53ef\u89e3\u91ca\u7684\u63a8\u7406\u67e5\u8be2\u4efb\u52a1\u662f\u5c06\u591a\u6837\u7684\u5916\u90e8\u903b\u8f91\u5173\u7cfb\u8f93\u5165\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u786e\u4fdd\u5176\u7cbe\u786e\u9075\u5faa\u8fd9\u4e9b\u903b\u8f91\u6307\u5bfc\u6765\u751f\u6210\u56de\u5e94\uff1b\u800c\u5bf9\u4e8e\u9690\u5f0f\u63a8\u7406\u67e5\u8be2\uff0c\u4ece\u5916\u90e8\u793a\u4f8b\u6216\u77e5\u8bc6\u5e93\u4e2d\u63d0\u70bc\u5e76\u8bc6\u522b\u51fa\u89e3\u51b3\u95ee\u9898\u7684\u7b56\u7565\u5219\u6210\u4e3a\u81f3\u5173\u91cd\u8981\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u9488\u5bf9\u4e0d\u540c\u5c42\u7ea7\u67e5\u8be2\u7684\u5b9a\u5236\u5316\u89e3\u51b3\u65b9\u6848\">\u9488\u5bf9\u4e0d\u540c\u5c42\u7ea7\u67e5\u8be2\u7684\u5b9a\u5236\u5316\u89e3\u51b3\u65b9\u6848<\/h2>\n\n\n\n<p>\u6570\u636e\u589e\u5f3a\u578b\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u7684\u56db\u4e2a\u5c42\u7ea7\u5404\u5177\u7279\u70b9\uff0c\u9762\u4e34\u7684\u6311\u6218\u4e5f\u5404\u6709\u4e0d\u540c\uff0c\u56e0\u6b64\uff0c\u6bcf\u4e2a\u5c42\u7ea7\u90fd\u9700\u8981\u91cf\u8eab\u5b9a\u5236\u89e3\u51b3\u65b9\u6848\uff0c\u5982\u56fe3\u6240\u793a\u3002\u5bf9\u4e8e\u6d89\u53ca\u9759\u6001\u5e38\u8bc6\u7684\u67e5\u8be2\uff0c\u91c7\u7528\u94fe\u5f0f\u63a8\u7406\u7684\u901a\u7528\u578b\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u6709\u6548\u5e94\u5bf9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-3-1024x538.png\" alt=\"\u6570\u636e\u589e\u5f3a\u578b\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e2d\u4e0d\u540c\u67e5\u8be2\u5c42\u7ea7\u7684\u4e3b\u8981\u6280\u672f\u603b\u7ed3\" class=\"wp-image-1087734\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-3-1024x538.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-3-300x158.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-3-768x403.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-3-240x126.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-3.png 1342w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u6570\u636e\u589e\u5f3a\u578b\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e2d\u4e0d\u540c\u67e5\u8be2\u5c42\u7ea7\u7684\u4e3b\u8981\u6280\u672f\u603b\u7ed3<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u5904\u7406\u663e\u6027\u4e8b\u5b9e\u67e5\u8be2\u65f6\uff0c\u5176\u5173\u952e\u6311\u6218\u5728\u4e8e\u5982\u4f55\u5728\u6570\u636e\u5e93\u4e2d\u7cbe\u786e\u5730\u5b9a\u4f4d\u4e8b\u5b9e\uff0c\u56e0\u6b64\uff0c\u57fa\u7840\u7684 RAG\uff08Retrieval-Augmented Generation\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u65b9\u6cd5\u6210\u4e3a\u4e86\u9996\u9009\u7b56\u7565\u3002\u5bf9\u4e8e\u9690\u6027\u4e8b\u5b9e\u67e5\u8be2\uff0c\u8fd9\u7c7b\u67e5\u8be2\u8981\u6c42\u6574\u5408\u591a\u4e2a\u76f8\u5173\u4e8b\u5b9e\uff0c\u6240\u4ee5\u91c7\u7528\u8fed\u4ee3\u5f0f\u7684 RAG \u65b9\u6cd5\u6216\u57fa\u4e8e\u56fe\u7ed3\u6784\u3001\u6811\u7ed3\u6784\u7684 RAG \u5b9e\u73b0\u66f4\u4e3a\u9002\u5b9c\uff0c\u56e0\u4e3a\u5b83\u4eec\u80fd\u591f\u540c\u65f6\u68c0\u7d22\u72ec\u7acb\u4e8b\u5b9e\u5e76\u5efa\u7acb\u6570\u636e\u70b9\u4e4b\u95f4\u7684\u8054\u7cfb\u3002\u5728\u9700\u8981\u5e7f\u6cdb\u6570\u636e\u4e92\u8054\u7684\u60c5\u51b5\u4e0b\uff0cText-to-SQL \u6280\u672f\u5219\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\uff0c\u5b83\u53ef\u4ee5\u901a\u8fc7\u6570\u636e\u5e93\u5de5\u5177\u6765\u589e\u5f3a\u5916\u90e8\u6570\u636e\u7684\u641c\u7d22\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u53ef\u89e3\u91ca\u63a8\u7406\u67e5\u8be2\uff0c\u8fd0\u7528\u63d0\u793a\u8c03\u4f18\u548c\u94fe\u5f0f\u63a8\u7406\u63d0\u793a\u6280\u672f\u53ef\u4ee5\u589e\u5f3a LLMs \u5bf9\u5916\u90e8\u6307\u4ee4\u7684\u9075\u5faa\u5ea6\u3002\u800c\u6700\u5177\u6311\u6218\u6027\u7684\u9690\u85cf\u63a8\u7406\u67e5\u8be2\uff0c\u5219\u9700\u8981\u4ece\u5927\u91cf\u6570\u636e\u4e2d\u81ea\u52a8\u63d0\u70bc\u51fa\u95ee\u9898\u89e3\u51b3\u7b56\u7565\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u79bb\u7ebf\u5b66\u4e60\u3001\u4e0a\u4e0b\u6587\u5b66\u4e60\u4ee5\u53ca\u6a21\u578b\u7684\u5fae\u8c03\u5c31\u6210\u4e3a\u4e86\u89e3\u51b3\u95ee\u9898\u7684\u5173\u952e\u624b\u6bb5\u3002<\/p>\n\n\n\n<p>\u603b\u4f53\u800c\u8a00\uff0c\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\uff0c\u5f00\u53d1\u8005\u4f5c\u4e3a\u9886\u57df\u4e13\u5bb6\u5728\u7740\u624b\u5f00\u53d1\u7279\u5b9a\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e4b\u524d\u6df1\u5165\u6d1e\u5bdf\u9884\u671f\u4efb\u52a1\uff0c\u660e\u786e\u76f8\u5173\u67e5\u8be2\u7684\u590d\u6742\u6027\uff0c\u5e76\u9009\u53d6\u6070\u5f53\u7684\u6280\u672f\u624b\u6bb5\u6765\u89e3\u51b3\u95ee\u9898\u5341\u5206\u5fc5\u8981\u3002\u8fd9\u4e9b\u65b9\u6cd5\u4e3b\u8981\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u4e09\u79cd\u673a\u5236\u5411 LLMs \u6ce8\u5165\u77e5\u8bc6\uff0c\u5982\u56fe4\u6240\u793a\uff1a<\/p>\n\n\n\n<p>a) \u6839\u636e\u67e5\u8be2\u9700\u6c42\uff0c\u4ece\u9886\u57df\u6570\u636e\u4e2d\u63d0\u53d6\u90e8\u5206\u5185\u5bb9\u4f5c\u4e3a LLMs \u7684\u4e0a\u4e0b\u6587\u8f93\u5165\uff1b<\/p>\n\n\n\n<p>b) \u8bad\u7ec3\u4e00\u4e2a\u89c4\u6a21\u8f83\u5c0f\u7684\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u6570\u636e\u4e0a\u8bad\u7ec3\u540e\uff0c\u7528\u4e8e\u5f15\u5bfc\u5916\u90e8\u4fe1\u606f\u7684\u6574\u5408\uff0c\u5e76\u6700\u7ec8\u8f93\u5165\u81f3 LLMs\uff1b<\/p>\n\n\n\n<p>c) \u76f4\u63a5\u5229\u7528\u5916\u90e8\u7684\u9886\u57df\u77e5\u8bc6\u5bf9\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ece\u800c\u5c06\u5176\u8f6c\u5316\u4e3a\u9886\u57df\u4e13\u5bb6\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"967\" height=\"1024\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-4-967x1024.jpg\" alt=\"\u5c06\u7279\u5b9a\u9886\u57df\u6570\u636e\u6ce8\u5165\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e09\u79cd\u65b9\u5f0f\" class=\"wp-image-1087737\" style=\"width:477px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-4-967x1024.jpg 967w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-4-283x300.jpg 283w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-4-768x813.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-4-170x180.jpg 170w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/rag-and-beyond-4.jpg 1309w\" sizes=\"auto, (max-width: 967px) 100vw, 967px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u5c06\u7279\u5b9a\u9886\u57df\u6570\u636e\u6ce8\u5165\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e09\u79cd\u65b9\u5f0f<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u8fd9\u4e09\u79cd\u7b56\u7565\u5728\u6570\u636e\u91cf\u3001\u8bad\u7ec3\u65f6\u95f4\u548c\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\u4e0a\u5404\u6709\u4e0d\u540c\uff0c\u4e14\u9700\u6c42\u9010\u6e10\u589e\u52a0\u3002\u901a\u8fc7\u4e0a\u4e0b\u6587\u8fdb\u884c\u77e5\u8bc6\u6ce8\u5165\u7684\u65b9\u6cd5\u5728\u89e3\u91ca\u6027\u548c\u7a33\u5b9a\u6027\u65b9\u9762\u8868\u73b0\u66f4\u4e3a\u4f18\u5f02\uff0c\u4f46\u53d7\u9650\u4e8e\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u5927\u5c0f\u548c\u6f5c\u5728\u4fe1\u606f\u4e22\u5931\uff0c\u5c24\u5176\u662f\u4e2d\u95f4\u4fe1\u606f\u7684\u7f3a\u5931\uff0c\u8fd9\u4e00\u65b9\u6cd5\u4e5f\u9762\u4e34\u4e00\u5b9a\u7684\u5c40\u9650\u6027\u3002\u56e0\u6b64\uff0c\u8be5\u65b9\u6cd5\u66f4\u9002\u7528\u4e8e\u53ef\u4ee5\u901a\u8fc7\u7b80\u77ed\u6587\u672c\u89e3\u91ca\u7684\u6570\u636e\u573a\u666f\uff0c\u5bf9\u6a21\u578b\u7684\u68c0\u7d22\u548c\u77e5\u8bc6\u63d0\u53d6\u80fd\u529b\u63d0\u51fa\u4e86\u8f83\u9ad8\u8981\u6c42\u3002\u5c0f\u578b\u6a21\u578b\u65b9\u6cd5\u7684\u4f18\u52bf\u5728\u4e8e\u8bad\u7ec3\u65f6\u95f4\u77ed\uff0c\u4e14\u80fd\u591f\u5904\u7406\u5927\u91cf\u6570\u636e\uff0c\u4f46\u6548\u679c\u4f9d\u8d56\u4e8e\u6a21\u578b\u7684\u80fd\u529b\uff0c\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1\uff0cLLMs \u7684\u6027\u80fd\u53ef\u80fd\u4f1a\u53d7\u5230\u9650\u5236\uff0c\u4e14\u968f\u7740\u6570\u636e\u91cf\u7684\u589e\u52a0\uff0c\u53ef\u80fd\u9700\u8981\u989d\u5916\u7684\u8bad\u7ec3\u6210\u672c\u3002\u5fae\u8c03\u65b9\u6cd5\u80fd\u591f\u5229\u7528\u5927\u6a21\u578b\u5904\u7406\u5927\u91cf\u7279\u5b9a\u9886\u57df\u6570\u636e\u7684\u80fd\u529b\uff0c\u4f46\u5bf9 LLMs \u7684\u5f71\u54cd\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u6240\u4f7f\u7528\u7684\u6570\u636e\u8d28\u91cf\u3002\u4f7f\u7528\u9886\u57df\u5916\u7684\u4e8b\u5b9e\u6570\u636e\u8fdb\u884c\u5fae\u8c03\u53ef\u80fd\u4f1a\u65e0\u610f\u4e2d\u5bfc\u81f4 LLMs \u4ea7\u751f\u66f4\u591a\u9519\u8bef\u8f93\u51fa\uff0c\u751a\u81f3\u53ef\u80fd\u4f7f\u5176\u4e27\u5931\u539f\u6709\u7684\u9886\u57df\u77e5\u8bc6\uff0c\u5e76\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u5ffd\u89c6\u672a\u9047\u5230\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u5728\u5c06\u6570\u636e\u6ce8\u5165 LLMs \u65f6\uff0c\u9009\u62e9\u5408\u9002\u7684\u7b56\u7565\u9700\u8981\u5bf9\u6570\u636e\u6e90\u6709\u6df1\u523b\u7684\u7406\u89e3\uff0c\u5e76\u57fa\u4e8e\u6b64\u505a\u51fa\u660e\u667a\u7684\u9009\u62e9\u3002\u5e76\u4e14\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u6570\u636e\u589e\u5f3a\u7684 LLM \u5e94\u7528\u901a\u5e38\u6d89\u53ca\u591a\u79cd\u7c7b\u578b\u7684\u67e5\u8be2\uff0c\u8fd9\u5c31\u8981\u6c42\u5f00\u53d1\u8005\u8bbe\u8ba1\u51fa\u4e00\u4e2a\u5408\u9002\u7684\u67b6\u6784\uff0c\u5c06\u591a\u79cd\u65b9\u6cd5\u878d\u5408\u5728\u4e00\u8d77\uff0c\u4ee5\u6709\u6548\u5730\u5e94\u5bf9\u8fd9\u4e9b\u590d\u6742\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u7684 RAG \u4efb\u52a1\u5206\u7c7b\u5b66\u65b9\u6cd5\u5df2\u7ecf\u5728\u5b9e\u9645\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e2d\u4f53\u73b0\u51fa\u5176\u4ef7\u503c\u3002\u5728\u8fd1\u671f<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/reme\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548c\u4e0a\u6d77\u5e02\u7cbe\u795e\u536b\u751f\u4e2d\u5fc3\u7684\u8054\u5408\u7814\u7a76<\/a>\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u5f00\u53d1\u4e86\u4e2a\u6027\u5316\u8ba4\u77e5\u8bad\u7ec3\u6846\u67b6\u201c\u5fc6\u6211\u201c\uff08ReMe\uff09\uff0c\u4e3a\u5e2e\u52a9\u8ba4\u77e5\u969c\u788d\u60a3\u8005\u8fdb\u884c\u8ba4\u77e5\u8bad\u7ec3\u5e26\u6765\u66f4\u5177\u4fbf\u6377\u6027\u3001\u4e92\u52a8\u6027\u3001\u76f4\u89c2\u6027\u548c\u4e2a\u6027\u5316\u7684\u5de5\u5177\u3002\u8be5\u5de5\u5177\u7684\u8bbe\u8ba1\u6b63\u662f\u7ed3\u5408\u4e86 RAG \u7b49\u6280\u672f\uff0c\u4f7f\u591a\u6a21\u6001\u5927\u6a21\u578b\u66f4\u597d\u5730\u6574\u5408\u4e86\u76f8\u5173\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\uff0c\u5e76\u4f18\u5316\u4e86\u667a\u80fd\u4ee3\u7406\u7684\u884c\u4e3a\u903b\u8f91\u548c\u6027\u80fd\uff0c\u5c55\u73b0\u51fa\u4e86\u8be5\u65b9\u6cd5\u7684\u5de8\u5927\u8d21\u732e\u3002<\/p>\n\n\n\n<p><strong>Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely<\/strong><\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2409.14924\">https:\/\/arxiv.org\/abs\/2409.14924<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u7cfb\u7edf\u7ec4\uff08\u4e0a\u6d77\uff09 \u7f16\u8005\u6309\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6559\u80b2\u3001\u533b\u7597\u3001\u91d1\u878d\u7b49\u591a\u9886\u57df\u7684\u5e94\u7528\u5df2\u5c55\u73b0\u51fa\u5176\u4e0d\u53ef\u5ffd\u89c6\u7684\u4ef7\u503c\u3002\u5982\u4f55\u66f4\u597d\u5730\u7ed3\u5408\u5916\u90e8\u6570\u636e\uff0c\u5982\u4f55\u63d0\u5347\u6a21\u578b\u5904\u7406\u4e13\u4e1a\u9886\u57df\u95ee\u9898\u7684\u53ef\u9760\u6027\uff0c\u662f\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u4e2d\u503c\u5f97\u4e0d\u65ad\u601d\u8003\u7684\u95ee\u9898\u3002\u9488\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u67e5\u8be2\u9700\u6c42\u5206\u5c42\u7684 RAG \u4efb\u52a1\u5206\u7c7b\u6cd5\uff0c\u4ece\u663e\u5f0f\u4e8b\u5b9e\u3001\u9690\u5f0f\u4e8b\u5b9e\u3001\u53ef\u89e3\u91ca\u7684\u63a8\u7406\u3001\u9690\u5f0f\u63a8\u74064\u4e2a\u5c42\u7ea7\u51fa\u53d1\uff0c\u76f4\u6307\u5927\u6a21\u578b\u5e94\u7528\u5728\u4e0d\u540c\u8ba4\u77e5\u5904\u7406\u9636\u6bb5\u6240\u9762\u4e34\u7684\u96be\u70b9\u548c\u5b9a\u5236\u5316\u7684\u89e3\u51b3\u624b\u6bb5\u3002\u8be5\u7814\u7a76\u53ef\u4ee5\u4f7f\u5927\u6a21\u578b\u66f4\u597d\u5730\u6574\u5408\u4e13\u6709\u9886\u57df\u77e5\u8bc6\uff0c\u4fdd\u8bc1\u5176\u5728\u7279\u5b9a\u9886\u57df\u4e2d\u53d1\u6325\u6700\u524d\u6cbf\u7684\u80fd\u529b\uff0c\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u4e0a\u6d77\u5e02\u7cbe\u795e\u536b\u751f\u4e2d\u5fc3\u9488\u5bf9\u4e2a\u6027\u5316\u8ba4\u77e5\u8bad\u7ec3\u5c55\u5f00\u7684\u8054\u5408\u7814\u7a76\u4e2d\u53d1\u6325\u4e86\u5173\u952e\u4f5c\u7528\u3002 \u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u7ed3\u5408\u5916\u90e8\u6570\u636e\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u5b8c\u6210\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u65f6\u5c55\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u6027\u80fd\u3002\u8fd9\u4e9b\u5916\u90e8\u6570\u636e\u65e2\u80fd\u591f\u63d0\u5347 LLMs \u7684\u4e13\u4e1a\u6027\u548c\u65f6\u6548\u6027\uff0c\u8fd8\u964d\u4f4e\u4e86\u6a21\u578b\u4ea7\u751f\u5e7b\u89c9\u7684\u98ce\u9669\uff0c\u540c\u65f6\u589e\u5f3a\u4e86\u5176\u53ef\u63a7\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002\u5c24\u5176\u662f\u5f53\u6a21\u578b\u7ed3\u5408\u4e86\u65e0\u6cd5\u7eb3\u5165\u521d\u59cb\u8bad\u7ec3\u8bed\u6599\u5e93\u7684\u79c1\u6709\u6570\u636e\u6216\u7279\u5b9a\u573a\u666f\u6570\u636e\u65f6\uff0c\u8fd9\u4e9b\u4f18\u52bf\u66f4\u52a0\u660e\u663e\u3002 \u7136\u800c\uff0c\u8981\u5c06\u7ed3\u5408\u5916\u90e8\u6570\u636e\u7684 LLMs \u6709\u6548\u5730\u5e94\u7528\u4e8e\u4e0d\u540c\u7684\u4e13\u4e1a\u9886\u57df\uff0c\u76ee\u524d\u4ecd\u9762\u4e34\u91cd\u5927\u6311\u6218\u3002\u8fd9\u4e9b\u6311\u6218\u8303\u56f4\u5e7f\u6cdb\uff0c\u4e0d\u4ec5\u5305\u62ec\u6784\u5efa\u6570\u636e\u7ba1\u9053\uff08\u5982\u6570\u636e\u5904\u7406\u548c\u7d22\u5f15\uff09\u4ee5\u53ca\u51c6\u786e\u6355\u6349\u7528\u6237\u67e5\u8be2\u7684\u771f\u5b9e\u610f\u56fe\uff0c\u8fd8\u6d89\u53ca\u5230\u5982\u4f55\u5145\u5206\u6316\u6398 LLMs \u7684\u6f5c\u529b\u4ee5\u5b9e\u73b0\u590d\u6742\u7684\u667a\u80fd\u63a8\u7406\u3002 \u5728\u4e0e\u9886\u57df\u4e13\u5bb6\u548c\u5f00\u53d1\u8005\u8fdb\u884c\u6df1\u5165\u8ba8\u8bba\uff0c\u5e76\u7ec6\u81f4\u5206\u6790\u5f53\u524d\u7684\u6311\u6218\u540e\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u8ba4\u8bc6\u5230\uff0c\u6570\u636e\u589e\u5f3a\u578b LLM \u5e94\u7528\u5e76\u975e\u662f\u4e00\u52b3\u6c38\u9038\u7684\u89e3\u51b3\u65b9\u6848\u3002\u7531\u4e8e\u5b9e\u9645\u9700\u6c42\u590d\u6742\u591a\u53d8\uff0c\u5c24\u5176\u662f\u5728\u4e13\u4e1a\u9886\u57df\uff0c\u6570\u636e\u4e0e\u6240\u9700\u63a8\u7406\u96be\u5ea6\u4e4b\u95f4\u7684\u5173\u7cfb\u53ef\u80fd\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u6240\u4ee5\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u5927\u6a21\u578b\u65f6\uff0c\u8868\u73b0\u4e0d\u4f73\u5f80\u5f80\u662f\u56e0\u4e3a\u672a\u80fd\u51c6\u786e\u628a\u63e1\u4efb\u52a1\u7684\u91cd\u70b9\uff0c\u6216\u8005\u4efb\u52a1\u672c\u8eab\u9700\u8981\u591a\u79cd\u80fd\u529b\u7684\u878d\u5408\uff0c\u8981\u62c6\u5206\u5904\u7406\u540e\u624d\u80fd\u66f4\u6709\u6548\u5730\u89e3\u51b3\u3002 \u56e0\u6b64\uff0c\u5982\u56fe1\u6240\u793a\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u201cRAG \u4efb\u52a1\u5206\u7c7b\u6cd5\u201d\uff0c\u6839\u636e\u7528\u6237\u5bf9\u5916\u90e8\u6570\u636e\u67e5\u8be2\u7684\u9700\u6c42\u7c7b\u578b\uff0c\u5c06\u5176\u5206\u4e3a\u56db\u4e2a\u7ea7\u522b\uff0c\u5e76\u5bf9\u8fd9\u56db\u4e2a\u7ea7\u522b\u67e5\u8be2\u7684\u4e3b\u8981\u96be\u70b9\u4ee5\u53ca\u89e3\u51b3\u8fd9\u4e9b\u96be\u9898\u7684\u6280\u672f\u624b\u6bb5\u8fdb\u884c\u4e86\u5f52\u7eb3\u603b\u7ed3\u3002 \u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\uff0c\u53ea\u8981\u6df1\u5165\u7406\u89e3\u5404\u4e2a\u5c42\u9762\u7684\u9700\u6c42\u4ee5\u53ca\u4e0e\u4e4b\u76f8\u4f34\u7684\u72ec\u7279\u6311\u6218\uff0c\u5c31\u80fd\u987a\u5229\u6784\u5efa\u51fa\u5e94\u7528\uff0c\u5e76\u901a\u8fc7\u4e0d\u65ad\u6539\u8fdb\u6765\u6ee1\u8db3\u6700\u7ec8\u7684\u4efb\u52a1\u9700\u6c42\u3002\u4e3a\u6b64\uff0c\u4ed6\u4eec\u7cbe\u5fc3\u7f16\u5236\u4e86\u4e00\u4efd\u8be6\u5c3d\u7684\u8c03\u7814\u62a5\u544a\uff0c\u65e8\u5728\u7cbe\u786e\u754c\u5b9a\u4e0d\u540c\u5c42\u6b21\u7684\u67e5\u8be2\u9700\u6c42\uff0c\u8bc6\u522b\u6bcf\u4e2a\u5c42\u6b21\u6240\u9762\u4e34\u7684\u72ec\u7279\u6311\u6218\uff0c\u5e76\u8be6\u8ff0\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\u7684\u76f8\u5173\u5de5\u4f5c\u4e0e\u52aa\u529b\u3002\u8be5\u8c03\u7814\u62a5\u544a\u5e0c\u671b\u5e2e\u52a9\u8bfb\u8005\u6784\u5efa\u5bf9\u6570\u636e\u589e\u5f3a\u578b LLM \u5e94\u7528\u7684\u5168\u9762\u8ba4\u8bc6\uff0c\u6210\u4e3a\u5f00\u53d1\u6b64\u7c7b\u5e94\u7528\u7684\u5b9e\u7528\u6307\u5357\u3002 \u5728\u6570\u636e\u589e\u5f3a\u578b LLM \u5e94\u7528\u7684\u6846\u67b6\u4e0b\uff0c\u7814\u7a76\u5458\u4eec\u9996\u5148\u6839\u636e\u590d\u6742\u6027\u548c\u6240\u9700\u6570\u636e\u7684\u4ea4\u4e92\u6df1\u5ea6\uff0c\u5bf9\u67e5\u8be2\u8fdb\u884c\u4e86\u7cfb\u7edf\u5316\u7684\u5206\u5c42\u3002\u8fd9\u79cd\u5206\u5c42\u65b9\u6cd5\u6709\u52a9\u4e8e\u66f4\u6df1\u5165\u5730\u7406\u89e3 LLMs \u5728\u751f\u6210\u51c6\u786e\u4e14\u76f8\u5173\u6027\u5f3a\u7684\u54cd\u5e94\u65f6\u6240\u7ecf\u5386\u7684\u4e0d\u540c\u8ba4\u77e5\u5904\u7406\u9636\u6bb5\u3002\u4ece\u57fa\u7840\u7684\u4e8b\u5b9e\u68c0\u7d22\u5230\u6df1\u5c42\u6b21\u7684\u9690\u542b\u77e5\u8bc6\u89e3\u91ca\uff0c\u6bcf\u4e00\u5c42\u90fd\u6807\u5fd7\u7740 LLMs \u4efb\u52a1\u590d\u6742\u5ea6\u7684\u9010\u7ea7\u63d0\u5347\u3002 \u5177\u4f53\u7684\u5c42\u6b21\u5212\u5206\u5982\u4e0b\uff1a \u2022 Level-1 \u663e\u6027\u4e8b\u5b9e\uff1a\u6b64\u7c7b\u67e5\u8be2\u6d89\u53ca\u76f4\u63a5\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u660e\u786e\u5b58\u5728\u7684\u4e8b\u5b9e\uff0c\u65e0\u9700\u8fdb\u884c\u4efb\u4f55\u5f62\u5f0f\u7684\u989d\u5916\u63a8\u7406\u3002\u8fd9\u6784\u6210\u4e86\u6700\u57fa\u7840\u7684\u67e5\u8be2\u7c7b\u578b\uff0c\u5176\u4e2d\u6a21\u578b\u7684\u4e3b\u8981\u4efb\u52a1\u662f\u7cbe\u786e\u5b9a\u4f4d\u5e76\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u201c2024\u5e74\u590f\u5b63\u5965\u8fd0\u4f1a\u5728\u54ea\u91cc\u4e3e\u884c\uff1f\u201d \u2022 Level-2 \u9690\u6027\u4e8b\u5b9e\uff1a\u8fd9\u4e9b\u67e5\u8be2\u8981\u6c42\u63ed\u793a\u6570\u636e\u4e2d\u9690\u542b\u7684\u4e8b\u5b9e\uff0c\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u5e38\u8bc6\u63a8\u7406\u6216\u7b80\u5355\u7684\u903b\u8f91\u63a8\u65ad\u3002\u4fe1\u606f\u53ef\u80fd\u5206\u6563\u5728\u4e0d\u540c\u7684\u6570\u636e\u7247\u6bb5\u4e2d\uff0c\u6216\u8005\u9700\u8981\u901a\u8fc7\u7b80\u5355\u7684\u63a8\u7406\u8fc7\u7a0b\u6765\u83b7\u53d6\u3002\u4f8b\u5982\uff0c\u201c\u76ee\u524d\u54ea\u4e2a\u56fd\u5bb6\u6b63\u5728\u4e3e\u529e\u582a\u57f9\u62c9\u6240\u5728\u56fd\u5bb6\u7684\u6267\u653f\u515a\u4f1a\u8bae\uff1f\u201d\u8fd9\u4e2a\u95ee\u9898\u53ef\u4ee5\u901a\u8fc7\u7ed3\u5408\u582a\u57f9\u62c9\u4f4d\u4e8e\u6fb3\u5927\u5229\u4e9a\u7684\u4e8b\u5b9e\u548c\u5f53\u524d\u6267\u653f\u515a\u7684\u4fe1\u606f\u6765\u89e3\u7b54\u3002&nbsp; \u2022 Level-3 \u53ef\u89e3\u91ca\u7684\u63a8\u7406\uff1a\u5728\u8fd9\u4e00\u5c42\u7ea7\uff0c\u67e5\u8be2\u4e0d\u4ec5\u8981\u6c42\u5bf9\u4e8b\u5b9e\u7684\u638c\u63e1\uff0c\u8fd8\u8981\u6c42\u6a21\u578b\u80fd\u591f\u7406\u89e3\u5e76\u5e94\u7528\u4e0e\u6570\u636e\u80cc\u666f\u5bc6\u5207\u76f8\u5173\u7684\u9886\u57df\u7279\u5b9a\u63a8\u7406\u4f9d\u636e\u3002\u4f8b\u5982\uff0c\u5728\u5236\u836f\u9886\u57df\uff0cLLMs \u9700\u8981\u89e3\u8bfb\u7f8e\u56fd\u98df\u54c1\u836f\u54c1\u76d1\u7763\u7ba1\u7406\u5c40\uff08FDA\uff09\u7684\u6307\u5bfc\u6587\u4ef6\uff0c\u4ee5\u8bc4\u4f30\u836f\u54c1\u7533\u8bf7\u662f\u5426\u7b26\u5408\u76d1\u7ba1\u8981\u6c42\u3002\u5728\u5ba2\u6237\u652f\u6301\u573a\u666f\u4e2d\uff0cLLMs \u5fc5\u987b\u9075\u5faa\u9884\u5b9a\u4e49\u7684\u5de5\u4f5c\u6d41\u7a0b\u6765\u6709\u6548\u54cd\u5e94\u7528\u6237\u67e5\u8be2\u3002\u5728\u533b\u5b66\u9886\u57df\uff0cLLMs 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