{"id":34490,"date":"2024-12-07T14:56:29","date_gmt":"2024-12-07T06:56:29","guid":{"rendered":"https:\/\/17aitech.com\/?p=34490"},"modified":"2024-12-07T14:56:29","modified_gmt":"2024-12-07T06:56:29","slug":"%e9%84%82%e7%bb%b4%e5%8d%97%e9%99%a2%e5%a3%ab%e9%a2%86%e8%a1%94%e6%96%b0%e4%bd%9c%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b8%8d%e6%ad%a2%e6%9c%89rag%e3%80%81%e5%8f%82%e6%95%b0%e5%ad%98%e5%82%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34490","title":{"rendered":"\u9102\u7ef4\u5357\u9662\u58eb\u9886\u8854\u65b0\u4f5c\uff1a\u5927\u6a21\u578b\u4e0d\u6b62\u6709RAG\u3001\u53c2\u6570\u5b58\u50a8\uff0c\u8fd8\u6709\u7b2c3\u79cd\u8bb0\u5fc6"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-10-6\" target=\"_blank\">\u9102\u7ef4\u5357\u9662\u58eb\u9886\u8854\u65b0\u4f5c\uff1a\u5927\u6a21\u578b\u4e0d\u6b62\u6709RAG\u3001\u53c2\u6570\u5b58\u50a8\uff0c\u8fd8\u6709\u7b2c3\u79cd\u8bb0\u5fc6<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"34\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>2.4B \u7684\u00a0Memory<sup>3<\/sup>\u6bd4\u66f4\u5927\u7684 LLM \u548c RAG \u6a21\u578b\u83b7\u5f97\u4e86\u66f4\u597d\u7684\u6027\u80fd\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u56e0\u5176\u975e\u51e1\u7684\u6027\u80fd\u800c\u83b7\u5f97\u4e86\u524d\u6240\u672a\u6709\u7684\u5173\u6ce8\u3002\u7136\u800c\uff0c LLM \u7684\u8bad\u7ec3\u548c\u63a8\u7406\u6210\u672c\u9ad8\u6602\uff0c\u4eba\u4eec\u4e00\u76f4\u5728\u5c1d\u8bd5\u901a\u8fc7\u5404\u79cd\u4f18\u5316\u65b9\u6cd5\u6765\u964d\u4f4e\u6210\u672c\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u6765\u81ea\u4e0a\u6d77\u7b97\u6cd5\u521b\u65b0\u7814\u7a76\u9662\u3001\u5317\u4eac\u5927\u5b66\u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u53d7\u4eba\u7c7b\u5927\u8111\u8bb0\u5fc6\u5c42\u6b21\u7ed3\u6784\u7684\u542f\u53d1\uff0c\u4ed6\u4eec\u901a\u8fc7\u4e3a LLM \u914d\u5907\u663e\u5f0f\u8bb0\u5fc6\uff08\u4e00\u79cd\u6bd4\u6a21\u578b\u53c2\u6570\u548c RAG \u66f4\u4fbf\u5b9c\u7684\u8bb0\u5fc6\u683c\u5f0f\uff09\u6765\u964d\u4f4e\u8fd9\u4e00\u6210\u672c\u3002\u4ece\u6982\u5ff5\u4e0a\u8bb2\uff0c\u7531\u4e8e\u5176\u5927\u90e8\u5206\u77e5\u8bc6\u90fd\u5916\u5316\u4e3a\u663e\u5f0f\u8bb0\u5fc6\uff0c\u56e0\u800c LLM \u53ef\u4ee5\u4eab\u53d7\u66f4\u5c11\u7684\u53c2\u6570\u5927\u5c0f\u3001\u8bad\u7ec3\u6210\u672c\u548c\u63a8\u7406\u6210\u672c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-66727f52bea27ac897564e3cab17c445.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-66727f52bea27ac897564e3cab17c445.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2407.01178<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aMemory<sup>3<\/sup> : Language Modeling with Explicit Memory<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4f5c\u4e3a\u521d\u6b65\u7684\u6982\u5ff5\u8bc1\u660e\uff0c\u7814\u7a76\u8005\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u4e86\u4e00\u4e2a 2.4B \u7684 LLM\uff0c\u5b83\u6bd4\u66f4\u5927\u7684 LLM \u548c RAG \u6a21\u578b\u83b7\u5f97\u4e86\u66f4\u597d\u7684\u6027\u80fd\uff0c\u5e76\u5b9e\u73b0\u4e86\u6bd4 RAG \u66f4\u9ad8\u7684\u89e3\u7801\u901f\u5ea6\u3002\u8fd9\u4e2a\u6a21\u578b\u88ab\u547d\u540d\u4e3a Memory<sup>3<\/sup>\uff0c\u56e0\u4e3a\u5728 LLM \u4e2d\uff0c\u663e\u5f0f\u8bb0\u5fc6\u662f\u7ee7\u9690\u5f0f\u8bb0\u5fc6\uff08\u6a21\u578b\u53c2\u6570\uff09\u548c\u5de5\u4f5c\u8bb0\u5fc6\uff08\u4e0a\u4e0b\u6587\u952e\u503c\uff09\u4e4b\u540e\u7684\u7b2c\u4e09\u79cd\u8bb0\u5fc6\u5f62\u5f0f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a6843341d2d71ff65fd1f2439323aaf2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a6843341d2d71ff65fd1f2439323aaf2.png\"><\/a><\/section>\n<section>\u5177\u4f53\u800c\u8a00\uff0c\u672c\u6587\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u7684\u8bb0\u5fc6\u683c\u5f0f\uff0c\u5373\u663e\u5f0f\u8bb0\u5fc6\uff0c\u5176\u7279\u70b9\u662f\u5199\u5165\u6210\u672c\u548c\u8bfb\u53d6\u6210\u672c\u76f8\u5bf9\u8f83\u4f4e\u3002\u5982\u56fe 1 \u6240\u793a\uff0c\u6a21\u578b\u9996\u5148\u5c06\u77e5\u8bc6\u5e93\uff08\u6216\u4efb\u4f55\u6587\u672c\u6570\u636e\u96c6\uff09\u8f6c\u6362\u4e3a\u663e\u5f0f\u8bb0\u5fc6\uff0c\u5b9e\u73b0\u4e3a\u7a00\u758f\u6ce8\u610f\u529b\u952e &#8211; \u503c\uff0c\u7136\u540e\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8c03\u7528\u8fd9\u4e9b\u5185\u5b58\u5e76\u5c06\u5176\u96c6\u6210\u5230\u81ea\u6ce8\u610f\u529b\u5c42\u4e2d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aa8876f218e0c155de511483d0124a34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aa8876f218e0c155de511483d0124a34.png\"><\/a><\/section>\n<section>\u65b0\u7684\u8bb0\u5fc6\u683c\u5f0f\u5b9a\u4e49\u4e86\u65b0\u7684\u8bb0\u5fc6\u5c42\u6b21\u7ed3\u6784\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e7486f1ce7f626bcc76ddba26f4d52c9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e7486f1ce7f626bcc76ddba26f4d52c9.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u4ecb\u7ecd\u4e86\u4e00\u79cd\u652f\u6301\u77e5\u8bc6\u5916\u5316\u7684\u8bb0\u5fc6\u7535\u8def\u7406\u8bba\uff0c\u5e76\u63d0\u51fa\u4e86\u53ef\u4ee5\u8ba9\u5b58\u50a8\u6613\u4e8e\u5904\u7406\u7684\u8bb0\u5fc6\u7a00\u758f\u673a\u5236\u548c\u4fc3\u8fdb\u8bb0\u5fc6\u5f62\u6210\u7684\u4e24\u9636\u6bb5\u9884\u8bad\u7ec3\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>\u603b\u7ed3\u800c\u8a00\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Memory<sup>3<\/sup> \u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5229\u7528\u663e\u5f0f\u8bb0\u5fc6\uff0c\u51cf\u8f7b\u4e86\u6a21\u578b\u53c2\u6570\u8bb0\u5fc6\u7279\u5b9a\u77e5\u8bc6\u7684\u8d1f\u62c5\uff1b<\/section>\n<\/li>\n<li>\n<section>\u663e\u5f0f\u8bb0\u5fc6\u662f\u4ece\u6784\u5efa\u7684\u77e5\u8bc6\u5e93\u4e2d\u7f16\u7801\u800c\u6765\u7684\uff0c\u5176\u4e2d\u7a00\u758f\u8bb0\u5fc6\u683c\u5f0f\u4fdd\u6301\u4e86\u771f\u5b9e\u7684\u5b58\u50a8\u5927\u5c0f\uff1b<\/section>\n<\/li>\n<li>\n<section>\u7814\u7a76\u8005\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5177\u6709 2.4B \u975e\u5d4c\u5165\u53c2\u6570\u7684\u00a0Memory<sup>3<\/sup> \u6a21\u578b\uff0c\u5176\u6027\u80fd\u8d85\u8fc7\u4e86\u66f4\u5927\u89c4\u6a21\u7684 SOTA \u6a21\u578b\u3002\u5b83\u8fd8\u6bd4 RAG \u5177\u6709\u66f4\u597d\u7684\u6027\u80fd\u548c\u66f4\u5feb\u7684\u63a8\u7406\u901f\u5ea6\uff1b<\/section>\n<\/li>\n<li>\n<section>\u6b64\u5916\uff0cMemory<sup>3<\/sup> \u63d0\u9ad8\u4e86\u4e8b\u5b9e\u6027\u5e76\u51cf\u8f7b\u4e86\u5e7b\u89c9\uff0c\u5e76\u80fd\u591f\u5feb\u901f\u9002\u5e94\u4e13\u4e1a\u4efb\u52a1\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u65b9\u6cd5\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u8bb0\u5fc6\u7535\u8def\u7406\u8bba\u6709\u52a9\u4e8e\u786e\u5b9a\u54ea\u4e9b\u77e5\u8bc6\u53ef\u4ee5\u5b58\u50a8\u4e3a\u663e\u5f0f\u8bb0\u5fc6\uff0c\u4ee5\u53ca\u54ea\u79cd\u6a21\u578b\u67b6\u6784\u9002\u5408\u8bfb\u53d6\u548c\u5199\u5165\u663e\u5f0f\u8bb0\u5fc6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f27822b1cc9fd604260dc2addf0dea9b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f27822b1cc9fd604260dc2addf0dea9b.png\"><\/a><\/section>\n<section>\u7814\u7a76\u8005\u5c06\u8f93\u5165\u8f93\u51fa\u5173\u7cfb\u4f5c\u4e3a\u7535\u8def\u7684\u5185\u90e8\u673a\u5236\uff0c\u5e76\u5c06\u77e5\u8bc6\u5b9a\u4e49\u4e3a\u8f93\u5165\u8f93\u51fa\u5173\u7cfb\u53ca\u5176\u7535\u8def\u3002\u901a\u8fc7\u64cd\u7eb5\u8fd9\u4e9b\u7535\u8def\uff0c\u4eba\u4eec\u53ef\u4ee5\u4ece LLM \u4e2d\u5206\u79bb\u51fa\u8bb8\u591a\u77e5\u8bc6\uff0c\u540c\u65f6\u4fdd\u6301\u5176\u529f\u80fd\u5b8c\u597d\u65e0\u635f\u3002<\/section>\n<section><\/section>\n<section>Memory<sup>3<\/sup>\uff1a\u5728\u67b6\u6784\u65b9\u9762\uff0c\u672c\u6587\u7684\u76ee\u6807\u662f\u4e3a Transformer LLM \u8bbe\u8ba1\u4e00\u4e2a\u663e\u5f0f\u7684\u8bb0\u5fc6\u673a\u5236\uff0c\u4f7f\u5176\u5199\u5165\u6210\u672c\u548c\u8bfb\u53d6\u6210\u672c\u90fd\u6bd4\u8f83\u4f4e\u3002\u6b64\u5916\uff0c\u672c\u6587\u5e0c\u671b\u5c06\u5bf9 Transformer \u67b6\u6784\u7684\u4fee\u6539\u9650\u5236\u5728\u5c3d\u53ef\u80fd\u5c0f\u7684\u8303\u56f4\u5185\uff0c\u4e0d\u6dfb\u52a0\u4efb\u4f55\u65b0\u7684\u53ef\u8bad\u7ec3\u53c2\u6570\uff0c\u8fd9\u6837\u5927\u591a\u6570\u73b0\u6709\u7684 Transformer LLM \u90fd\u53ef\u4ee5\u5728\u51e0\u4e4e\u4e0d\u8fdb\u884c\u5fae\u8c03\u7684\u60c5\u51b5\u4e0b\u8f6c\u6362\u4e3a\u00a0Memory<sup>3<\/sup> \u6a21\u578b\u3002\u7b80\u5355\u7684\u8bbe\u8ba1\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<section>\u5199\u5165\u6210\u672c\uff1a\u5728\u63a8\u7406\u4e4b\u524d\uff0cLLM \u5c06\u6bcf\u4e2a\u53c2\u8003\u5199\u5165\u663e\u5f0f\u8bb0\u5fc6\uff0c\u4fdd\u5b58\u5728\u9a71\u52a8\u5668\u4e0a\u3002\u8bb0\u5fc6\u662f\u4ece\u81ea\u6ce8\u610f\u529b\u5c42\u7684\u952e\u503c\u5411\u91cf\u4e2d\u9009\u62e9\u7684\uff0c\u56e0\u6b64\u5199\u5165\u8fc7\u7a0b\u4e0d\u6d89\u53ca\u8bad\u7ec3\u3002\u6bcf\u4e2a\u5f15\u7528\u90fd\u662f\u72ec\u7acb\u5904\u7406\u7684\uff0c\u907f\u514d\u4e86\u957f\u4e0a\u4e0b\u6587\u6ce8\u610f\u529b\u7684\u6210\u672c\u3002<\/section>\n<section><\/section>\n<section>\u8bfb\u53d6\u6210\u672c\uff1a\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u663e\u5f0f\u8bb0\u5fc6\u4ece\u9a71\u52a8\u5668\u4e2d\u68c0\u7d22\uff0c\u5e76\u4e0e\u901a\u5e38\u7684\u4e0a\u4e0b\u6587\u952e\u503c\u4e00\u8d77\u7531\u81ea\u6ce8\u610f\u529b\u8bfb\u53d6\u3002\u6bcf\u4e2a\u8bb0\u5fc6\u7531\u6765\u81ea\u5c11\u91cf\u6ce8\u610f\u529b\u5934\u7684\u6781\u5c11\u91cf\u952e\u503c\u7ec4\u6210\uff0c\u4ece\u800c\u5927\u5927\u51cf\u5c11\u4e86\u989d\u5916\u7684\u8ba1\u7b97\u3001GPU \u5b58\u50a8\u3001\u9a71\u52a8\u5668\u5b58\u50a8\u548c\u52a0\u8f7d\u65f6\u95f4\u3002\u5b83\u5141\u8bb8 LLM \u9891\u7e41\u68c0\u7d22\u8bb8\u591a\u53c2\u8003\uff0c\u800c\u5bf9\u89e3\u7801\u901f\u5ea6\u7684\u5f71\u54cd\u6709\u9650\u3002<\/section>\n<section><\/section>\n<section>\u63a8\u7406\u8fc7\u7a0b\u5982\u56fe 9 \u6240\u793a\uff0c\u6bcf\u5f53 LLM \u751f\u6210 64 \u4e2a token \u65f6\uff0c\u5b83\u5c31\u4f1a\u4e22\u5f03\u5f53\u524d\u8bb0\u5fc6\uff0c\u4f7f\u7528\u8fd9 64 \u4e2a token \u4f5c\u4e3a\u67e5\u8be2\u6587\u672c\u6765\u68c0\u7d22 5 \u4e2a\u65b0\u8bb0\u5fc6\uff0c\u5e76\u7ee7\u7eed\u4f7f\u7528\u8fd9\u4e9b\u8bb0\u5fc6\u8fdb\u884c\u89e3\u7801\u3002\u540c\u6837\uff0c\u5728\u5904\u7406\u63d0\u793a\u65f6\uff0cLLM \u4f1a\u4e3a\u6bcf 64 \u4e2a token \u5757\u68c0\u7d22 5 \u4e2a\u8bb0\u5fc6\u3002\u6bcf\u4e2a\u5757\u90fd\u4f1a\u5173\u6ce8\u81ea\u5df1\u7684\u8bb0\u5fc6\uff0c\u5e76\u4e14\u4e0d\u540c\u5757\u4e4b\u95f4\u7684\u8bb0\u5fc6\u53ef\u80fd\u4f1a\u6709\u6240\u4e0d\u540c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0d11740718cb610a97674fc57810b395.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0d11740718cb610a97674fc57810b395.png\"><\/a><\/section>\n<section>\u5199\u5165\u4e0e\u8bfb\u53d6\u8bb0\u5fc6\uff1a\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cLLM \u53ef\u4ee5\u901a\u8fc7\u5176\u81ea\u6ce8\u610f\u529b\u5c42\u76f4\u63a5\u8bfb\u53d6\u68c0\u7d22\u5230\u7684\u663e\u5f0f\u8bb0\u5fc6\uff0c\u65b9\u6cd5\u662f\u5c06\u5b83\u4eec\u4e0e\u4e0a\u4e0b\u6587\u952e\u503c\u8fde\u63a5\u8d77\u6765\uff08\u56fe 9\uff09\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u7b2c l \u5c42\u7684\u6bcf\u4e2a\u6ce8\u610f\u529b\u5934 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2351d868199557435d7fe5d8a38e6d72.png\"><\/a><\/section>\n<section>\u56fe 14 \u7ed8\u5236\u4e86\u6301\u7eed\u8bad\u7ec3\u9636\u6bb5\u8bad\u7ec3\u635f\u5931\u548c\u5b66\u4e60\u7387\u65f6\u95f4\u8868\u3002\u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f9c847f3f99e97a4dd3ac0a5f5ec50ac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f9c847f3f99e97a4dd3ac0a5f5ec50ac.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u8bc4\u4f30\u4e86\u00a0Memory<sup>3<\/sup> 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ce56ccfafc65f0106d58f036fca8b988.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ce56ccfafc65f0106d58f036fca8b988.png\"><\/a><\/section>\n<section>\u63a5\u4e0b\u6765\u4f5c\u8005\u8bc4\u4f30\u4e86\u00a0Memory<sup>3<\/sup> \u7684\u5bf9\u8bdd\u6280\u5de7\uff0c\u7ed3\u679c\u5217\u4e8e\u8868 18 \u4e2d\uff0c\u8868\u660e\u6a21\u578b\u4ee5\u66f4\u5c11\u7684\u53c2\u6570\u80dc\u8fc7 Vicuna-7B\u3001Falcon-40B-Instruct \u548c ChatGLM2-6B\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2b30f4316e2461e896ad00955d239d62.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2b30f4316e2461e896ad00955d239d62.png\"><\/a><\/section>\n<section>\u76ee\u524d\uff0cLLM 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