{"id":34794,"date":"2024-12-13T05:58:01","date_gmt":"2024-12-12T21:58:01","guid":{"rendered":"https:\/\/17aitech.com\/?p=34794"},"modified":"2024-12-13T05:58:01","modified_gmt":"2024-12-12T21:58:01","slug":"fbi-llm%e4%bd%8e%e6%af%94%e7%89%b9%e5%9f%ba%e7%a1%80%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e6%9d%a5%e4%ba%86%ef%bc%8c%e9%a6%96%e4%b8%aa%e5%ae%8c%e5%85%a8%e4%bb%8e%e5%a4%b4%e8%ae%ad%e7%bb%83","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34794","title":{"rendered":"FBI-LLM\u4f4e\u6bd4\u7279\u57fa\u7840\u5927\u8bed\u8a00\u6a21\u578b\u6765\u4e86\uff0c\u9996\u4e2a\u5b8c\u5168\u4ece\u5934\u8bad\u7ec3\u7684\u4e8c\u503c\u5316\u8bed\u8a00\u6a21\u578b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-28-4\" target=\"_blank\">FBI-LLM\u4f4e\u6bd4\u7279\u57fa\u7840\u5927\u8bed\u8a00\u6a21\u578b\u6765\u4e86\uff0c\u9996\u4e2a\u5b8c\u5168\u4ece\u5934\u8bad\u7ec3\u7684\u4e8c\u503c\u5316\u8bed\u8a00\u6a21\u578b<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u4f5c\u8005\u4ecb\u7ecd\uff1a\u8bba\u6587\u4e00\u4f5cLiqun Ma\u76ee\u524d\u662fMBZUAI<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u7cfb\u7684\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u4e3aZhiqiang 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data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLMs\uff09\u8bad\u7ec3\u7684\u6807\u51c6\u6a21\u5f0f\uff0c \u4eca\u5929\u4ecb\u7ecd\u4e00\u7bc7\u6765\u81ea\u963f\u8054\u914b\u4e16\u754c\u7b2c\u4e00\u6240<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u5927\u5b66MBZUAI\u7684VILA\u5b9e\u9a8c\u5ba4\u548cCMU\u8ba1\u7b97\u673a\u7cfb\u5408\u4f5c\u7684\u8bba\u6587\uff0c\u9898\u4e3a\u300aFBI-LLM: Scaling Up Fully Binarized LLMs from Scratch via Autoregressive Distillation\u300b\uff0c\u8be5\u8bba\u6587\u9996\u6b21\u63d0\u51fa\u4e86\u91c7\u7528\u81ea\u56de\u5f52\u84b8\u998f\u7684\u4f18\u5316\u65b9\u5f0f\u4ece\u5934\u8bad\u7ec3<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u7684\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u6027\u80fd\u53ef\u4ee5\u5339\u914d\u6216\u8005\u63a5\u8fd1FP16\u6216\u8005BF16\u8bad\u7ec3\u7684LLMs\uff0c\u540c\u65f6\u6548\u679c\u8fdc\u8d85\u4e4b\u524d\u6240\u6709<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u5c06\u8fd1\u5341\u4e2a\u70b9\u3002\u76ee\u524d\u8be5\u5de5\u4f5c\u7684\u8bad\u7ec3\u4ee3\u7801\uff0c\u6570\u636e\u548c\u6a21\u578b<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u5df2\u5168\u90e8\u5f00\u6e90\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aa01dc7cd1c586912cb5a724c1b22229.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aa01dc7cd1c586912cb5a724c1b22229.png\"><\/a><\/p>\n<ul>\n<li>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2407.07093<\/li>\n<li>\u4ee3\u7801\uff1ahttps:\/\/github.com\/LiqunMa\/FBI-LLM<\/li>\n<\/ul>\n<p><strong>\u6838\u5fc3\u7ed3\u8bba\u548c\u8d21\u732e<\/strong><\/p>\n<ul>\n<li>\u76f8\u6bd4\u4e4b\u524d\u7684<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\uff0c\u4e0d\u4f7f\u7528\u4efb\u4f55\u9884\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3002<\/li>\n<li>\u8bad\u7ec3\u8fc7\u7a0b\u4ec5\u4ec5\u4f7f\u7528\u81ea\u56de\u5f52\u84b8\u998f\u635f\u5931\uff0c\u6ca1\u6709\u52a0\u5165\u5176\u4ed6<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u3002<\/li>\n<li>\u8be5\u5de5\u4f5c\u662f\u4e00\u4e2a\u5168\u91cf<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u4e4b\u524d\u4e00\u4e9b\u65b9\u6cd5\u91c7\u7528\u7684\u5c40\u90e8<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u6216\u8005\u4e09\u503c\u5316\u5927\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p><strong>\u80cc\u666f\u4ecb\u7ecd<\/strong><\/p>\n<p>\u6700\u8fd1\u51e0\u5e74\u53d7\u76ca\u4e8e\u5de8\u5927\u7684<mark data-type=\"concepts\" 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data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>LLMs\u7684\u7814\u7a76\u57fa\u4e8e\u6700\u5c0f\u5316\u5c42\u7ea7<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ce5ad1ea2340141e7c6d9815f96639f1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ce5ad1ea2340141e7c6d9815f96639f1.png\"><\/a>\u635f\u5931\u7684\u4f18\u5316\u76ee\u6807\uff0c\u6216\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u5168\u7cbe\u5ea6LLM\u5728\u5176\u57fa\u7840\u4e0a\u7ee7\u7eed\u8bad\u7ec3\uff0c\u7136\u540e\u7528\u5c11\u91cf\u8bad\u7ec3\u6570\u636e\u8fdb\u884c<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7ea0\u6b63\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u9762\u4e34\u5982\u4e0b\u51e0\u4e2a\u95ee\u9898\uff1a<\/p>\n<ul>\n<li>\u4e4b\u524d\u67d0\u4e9b\u65b9\u6cd5\u501f\u52a9\u9884\u8bad\u7ec3\u7684\u5168\u7cbe\u5ea6\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u6765\u51cf\u5c11\u8bad\u7ec3\u8ba1\u7b97\u91cf\u548c\u4f18\u5316\u6b65\u9aa4\uff0c \u7136\u800c<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u8fc7\u7a0b\u4f1a\u6781\u5927\u5730\u538b\u7f29\u539f\u59cb\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7a7a\u95f4\uff0c\u635f\u5bb3\u5168\u7cbe\u5ea6\u6a21\u578b\u4e2d\u5b58\u50a8\u7684\u77e5\u8bc6\uff0c\u56e0\u6b64\u4f9d\u7136\u9700\u8981\u8db3\u591f\u7684\u8bad\u7ec3\u6570\u636e\u6765\u8ba9<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u6a21\u578b\u91cd\u65b0\u5b66\u4e60\u8fd9\u4e9b\u77e5\u8bc6\u5e76\u9002\u5e94<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark><mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684\u6a21\u5f0f\uff1b<\/li>\n<li>\u4ece\u73b0\u6709\u9884\u8bad\u7ec3\u6a21\u578b\u4e2d\u884d\u751f<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u6a21\u578b (\u4f7f\u7528\u9884\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>) \u7684\u65b9\u6848\u4e0d\u5141\u8bb8\u9009\u62e9\u4e0d\u540c\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u89c4\u6a21\u6216\u8bcd\u6c47\u8868\u5927\u5c0f\uff0c\u4ece\u800c\u9650\u5236\u4e86\u6a21\u578b\u7ed3\u6784\u7684\u7075\u6d3b\u6027\u548c\u5b9e\u9645\u5e94\u7528\u3002<\/li>\n<\/ul>\n<p>\u672c\u6587\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u7684<strong>\u5168<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>LLMs<\/strong>\uff08FBI-LLM\uff09\u3002\u4e3a\u4e86\u5b9e\u73b0\u4ece\u5934\u5f00\u59cb\u7a33\u5b9a\u5730\u8bad\u7ec3<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>LLMs\uff0c\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5168\u7cbe\u5ea6\u6559\u5e08\u6a21\u578b\u7684\u81ea\u56de\u5f52\u84b8\u998f\u7684\u65b0\u578b\u8bad\u7ec3\u6a21\u5f0f\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f5c\u8005\u9010\u6b65\u4ece\u5168\u7cbe\u5ea6\u6559\u5e08\u6a21\u578b\u4e2d\u751f\u6210\u84b8\u998f\u4f7f\u7528\u7684\u8f6f\u6807\u7b7e\uff0c\u5e76\u91c7\u7528\u57fa\u4e8e\u81ea\u56de\u5f52\u84b8\u998f\u7684\u65b9\u6848\u6765\u5339\u914d\u6559\u5e08\u6a21\u578b\u5728\u6bcf\u4e2atoken\u4f4d\u7f6e\u7684\u9884\u6d4b\u6982\u7387\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u79cd\u7b80\u5355\u76f4\u63a5\u7684\u81ea\u56de\u5f52\u84b8\u998f\u635f\u5931\uff0c\u53ef\u4ee5\u6210\u529f\u5730\u4ece\u968f\u673a\u521d\u59cb\u5316\u4e2d\u8bad\u7ec3<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>LLMs\u3002\u7531\u4e8e\u8be5\u65b9\u6cd5\u76f8\u6bd4\u4e00\u822cLLM\u8bad\u7ec3\u7684\u6539\u52a8\u4e3b\u8981\u96c6\u4e2d\u5728<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u4e0a\uff0cFBI-LLM\u53ef\u4ee5\u8f7b\u677e\u5730\u878d\u5165\u73b0\u6709\u7684LLM\u9884\u8bad\u7ec3\u8fc7\u7a0b\u3002\u6b64\u5916\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e2d\u7684<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u64cd\u4f5c\u4e0e\u6a21\u578b\u8bad\u7ec3\u662f\u5206\u79bb\u7684\uff0c\u56e0\u6b64\u4efb\u4f55\u589e\u5f3aLLM\u8bad\u7ec3\u6548\u7387\u6216\u8005\u6027\u80fd\u7684\u6280\u672f\u90fd\u53ef\u4ee5\u76f4\u63a5\u5e94\u7528\u4e8e\u672c\u6587\u63d0\u51fa\u7684FBI-LLM\u3002<\/p>\n<p>\u4f5c\u8005\u5bf9\u6846\u67b6FBI-LLM\u7684\u6709\u6548\u6027\u8fdb\u884c\u4e86\u8be6\u7ec6\u8bc4\u4f30\uff0c\u8bad\u7ec3\u4e86\u4ece130M\u30011.3B\u52307B\u89c4\u6a21\u7684\u4e0d\u540c\u6a21\u578b\u3002\u4f5c\u8005\u4f7f\u7528\u5e7f\u6cdb\u4f7f\u7528\u7684Transformer\u67b6\u6784\u8fdb\u884cLLMs\u7684\u8bad\u7ec3\uff0c\u7ed3\u679c\u8868\u660e\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u5168<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u7684LLMs\u662f\u5b8c\u5168\u53ef\u884c\u7684\uff0c\u5176\u6027\u80fd\u4e0e\u5168\u7cbe\u5ea6\u6a21\u578b\u76f8\u6bd4\u53ea\u6709\u5f88\u5c0f\u7684\u5dee\u8ddd\u3002<\/p>\n<p>\u4e0e\u5176\u4ed6<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u7ebf\u65b9\u6cd5\u76f8\u6bd4\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u5728\u56f0\u60d1\u5ea6\u548c\u591a\u4e2a\u4e0b\u6e38\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u4e3a\u51fa\u8272\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\u81ea\u56de\u5f52\u84b8\u998f\u662f\u8bad\u7ec3<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>LLMs\u7684\u5173\u952e\uff0c\u6b64\u5916\uff0c\u901a\u8fc7\u5bf9\u9884\u8bad\u7ec3\u66f4\u52a0\u6df1\u5165\u7684\u7814\u7a76\uff08\u5982<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u7ffb\u8f6c\u6bd4\u548c\u68af\u5ea6<mark data-type=\"concepts\" data-id=\"0caf290b-4ff5-445b-8f62-ecc75a6a237f\">\u8303\u6570<\/mark>\uff09\u7684\u5206\u6790\u8868\u660e\uff0c\u4ece\u5168\u7cbe\u5ea6LLMs\u7ee7\u627f<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u4e0e\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>LLMs\u4e4b\u95f4\u6ca1\u6709\u663e\u8457\u5dee\u5f02\u3002<\/p>\n<p><strong>\u672c\u6587\u7684\u8d21\u732e\u53ef\u4ee5\u603b\u7ed3\u5982\u4e0b\uff1a<\/strong>\u9996\u5148\uff0c\u8be5\u8bba\u6587\u9996\u6b21\u8bc1\u660e\u53ef\u4ee5\u6210\u529f\u5730\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u5177\u6709\u4e8c\u503c<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u7684LLMs\uff1b\u5176\u6b21\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u84b8\u998f<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\uff0c\u4ee5\u7a33\u5b9a<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>LLMs\u7684\u8bad\u7ec3\uff0c\u5176\u91c7\u7528\u81ea\u56de\u5f52\u84b8\u998f\u6765\u5339\u914d\u6559\u5e08\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"390f4777-ec4d-4d4e-890b-fcb64dcb764c\">\u6982\u7387\u5206\u5e03<\/mark>\uff1b\u7b2c\u4e09\uff0c\u672c\u6587\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u548c\u5206\u6790\uff0c\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u4e0b\u9762\u4ecb\u7ecd\u4e00\u4e0b\u6587\u7ae0\u5177\u4f53\u7ec6\u8282\u3002<\/p>\n<p><strong>\u6a21\u578b\u7ed3\u6784<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a261380b54dd5590fc559e41e687fb41.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a261380b54dd5590fc559e41e687fb41.png\"><\/a><\/p>\n<p>\u6a21\u578b\u7ed3\u6784\u4e3b\u8981\u57fa\u4e8eLLaMA\u7684\u7ed3\u6784\u3002\u5982\u4e0a\u5de6\u56fe\uff0c\u9996\u5148\u662fLLM \u6a21\u5757\uff0c\u5176\u4e2d\u5305\u542b\u4f7f\u7528\u53ef\u5b66\u4e60\u7684\u03b1\u548c\u03b2\u7ec4\u6210\u7684 FBI-Linear\u5c42\u3002\u53f3\u56fe\u4e3a\u81ea\u56de\u5f52\u84b8\u998f\u548c\u6a21\u578b\u8bad\u7ec3\u76f8\u5173\u8fc7\u7a0b\u3002\u5177\u4f53\u800c\u8a00\uff0c\u7531\u4e8e\u5728LLM \u4e2d\uff0c\u5927\u591a\u6570<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u90fd\u4f4d\u4e8e\u7ebf\u6027\u6a21\u5757\u4e2d\u3002FBI-LM \u5c06\u9664causal head\u4ee5\u5916\u7684\u6240\u6709\u7ebf\u6027\u6a21\u5757\u66ff\u6362\u4e3a FBI-linear\u5c42\u3002\u7531\u4e8ecausal head\u76f4\u63a5\u5f71\u54cd\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\u7684\u8f93\u51fatoken\u5206\u5e03\uff0c\u56e0\u6b64\u5bf9\u5176<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u8fdb\u884c<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u5c06\u663e\u8457\u5f71\u54cd\u6a21\u578b\u8f93\u51fa\u7684\u51c6\u786e\u6027\uff0c\u56e0\u6b64\u672c\u6587\u9009\u62e9\u4fdd\u7559\u5176\u7cbe\u5ea6\u3002<\/p>\n<p>\u6b64\u5916\uff0cLLM \u7684\u53e6\u5916\u4e24\u4e2a\u6838\u5fc3\u6a21\u5757\uff08embedding\u548cLayer Norm\uff09\u4e2d\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u4e5f\u9700\u8981\u4fdd\u6301\u5168\u7cbe\u786e\u3002\u8fd9\u662f\u56e0\u4e3aembedding\u6a21\u5757\u5305\u542b\u6709\u5173\u6240\u6709\u6807\u8bb0\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u5e76\u4e14\u4f5c\u4e3a\u6a21\u578b\u8f93\u5165\u7684\u7b2c\u4e00\u5c42\uff0c\u9700\u8981\u7528\u6765\u786e\u5b9a\u6587\u672c\u7684\u521d\u59cb\u8868\u793a\u5f62\u5f0f\u3002\u53e6\u4e00\u65b9\u9762\uff0cLayer Norm \u76f4\u63a5\u7f29\u653e\u6fc0\u6d3b\u503c\uff0c<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u5176<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u5c06\u663e\u8457\u964d\u4f4e\u6bcf\u5c42\u6fc0\u6d3b\u503c\u7684\u8bed\u4e49\u8868\u8fbe\u80fd\u529b\uff0c\u4e4b\u524d\u5176\u4ed6\u5173\u4e8eLLM<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u7684\u5de5\u4f5c\u548c\u7814\u7a76\u4e5f\u9009\u62e9\u91c7\u7528\u7c7b\u4f3c\u7684\u8bbe\u7f6e\u548c\u505a\u6cd5\u3002<\/p>\n<p><strong>\u6a21\u578b\u8bad\u7ec3\uff1a\u81ea\u56de\u5f52\u84b8\u998f\uff08Autoregressive Distillation\uff09<\/strong><\/p>\n<p>\u7ed9\u5b9a\u4e00\u4e2a\u8bad\u7ec3\u8bed\u6599<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7d00b6aefee20615e2bf40abf40113ce.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7d00b6aefee20615e2bf40abf40113ce.png\"><\/a>\uff0c\u6807\u51c6\u7684\u81ea\u56de\u5f52<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684<mark data-type=\"concepts\" data-id=\"a3ee878c-7013-408b-8e6b-7b1038057f8f\">\u76ee\u6807\u51fd\u6570<\/mark>\u662f\u6700\u5927\u5316\u5982\u4e0b<mark data-type=\"concepts\" data-id=\"c45d003e-8a8f-44f6-b820-9894b1d478d4\">\u4f3c\u7136\u51fd\u6570<\/mark>\uff1a<\/p>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2e610152f6a33628d936dbab5b7bd37a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2e610152f6a33628d936dbab5b7bd37a.png\"><\/a><\/p>\n<\/section>\n<p>\u5176\u4e2dk\u8868\u793a\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u5927\u5c0f\uff0c\u6761\u4ef6\u6982\u7387p\u901a\u8fc7<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u4e3a\u03b8\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u3002\u4e0d\u540c\u4e8e\u4e00\u822c\u7684\u81ea\u56de\u5f52<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u672c\u6587\u4f7f\u7528\u81ea\u56de\u5f52\u84b8\u998f\u8bad\u7ec3 FBI-LLM\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u4e2a\u5168\u7cbe\u5ea6\u9884\u8bad\u7ec3 LLM \u88ab\u7528\u4f5c\u6559\u5e08\u6a21\u578b\uff0c<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u76ee\u6807\u6a21\u578b\u4f5c\u4e3a\u5b66\u751f\u6a21\u578b\u3002\u5047\u8bbe\u6bcf\u4e2a\u8bad\u7ec3\u6570\u636e\u5b9e\u4f8b\u7531\u8f93\u5165token\u5e8f\u5217x^1,\u2026x^m\u7ec4\u6210\uff0c\u6559\u5e08\u6a21\u578b\u5bf9\u4e0b\u4e00\u4e2a\u6807\u8bb0\u7684\u9884\u6d4b\u6982\u7387\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/p>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-415f32e0f0db9830b83d6bbabff889ca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-415f32e0f0db9830b83d6bbabff889ca.png\"><\/a><\/p>\n<\/section>\n<p>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-84488e470514dfa28196ec955e406d1f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-84488e470514dfa28196ec955e406d1f.png\"><\/a>\u8868\u793a\u6700\u540e\u4e00\u5c42 transformer \u6a21\u5757\u7684\u6fc0\u6d3b\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1482bcccad2fef9fe7e489420afb1569.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1482bcccad2fef9fe7e489420afb1569.png\"><\/a>\u8868\u793a\u7528\u4e8e\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\u6982\u7387\u7684\u7ebf\u6027\u8f93\u51fa\u5c42\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u3002<\/p>\n<p>\u5b66\u751f\u6a21\u578b\u4e0e\u6559\u5e08\u6a21\u578b\u8f93\u51fa\u4e4b\u95f4\u7684<mark data-type=\"concepts\" data-id=\"1786086f-5b63-4eee-b9ed-dad4d64cdc86\">\u4ea4\u53c9\u71b5<\/mark>\u88ab\u8ba1\u7b97\u4e3a\u6bcf\u4e00\u6b65\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\u65f6\u7684\u6700\u7ec8<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u3002\u5b83\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/p>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e819689a24da43431c8750b8308880df.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e819689a24da43431c8750b8308880df.png\"><\/a><\/p>\n<\/section>\n<p>\u5176\u4e2dn\u8868\u793a\u8f93\u5165\u6807\u8bb0\u7684\u6570\u91cf\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-703da4784a39cf1bbacf2f9333a1a186.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-703da4784a39cf1bbacf2f9333a1a186.png\"><\/a>\u8868\u793a\u6559\u5e08\u6a21\u578b\u9884\u6d4b\u7684\u7b2ci\u6b65\u8bcd\u6c47\u8868\u4e0a\u7684\u6807\u8bb0\u5206\u5e03\uff0c\u800c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-576e3305be20590a3831c5646f62549e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-576e3305be20590a3831c5646f62549e.png\"><\/a>\u662f\u5b66\u751f\u6a21\u578b\u7684\u76f8\u5e94\u9884\u6d4b\u5206\u5e03\u3002<\/p>\n<p><strong>\u8bad\u7ec3\u6570\u636e<\/strong><\/p>\n<p>\u672c\u6587\u4f7f\u7528\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u8ddf\u4e00\u822c\u7684LLM\u8bad\u7ec3\u76f8\u4f3c\uff0c\u5305\u542b Refined-Web \u3001StarCoder \u00a0\u548c RedPajama-v1\u7684\u6df7\u5408\u6570\u636e\u96c6\uff0c\u603b\u5171\u5305\u542b 1.26T tokens\u3002<\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u9996\u5148\u662f\u5bf9\u73b0\u6709\u7684<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark> LLM \u548c FBI-LLM \u5728 Wikitext2 \u7684\u56f0\u60d1\u5ea6 (Perplexity) \u6bd4\u8f83\u3002\u4e0e\u5176\u4ed6<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark> LLM \u76f8\u6bd4\uff0cFBI-LLM \u5728\u76f8\u540c\u89c4\u6a21\u5927\u5c0f\u7684\u6a21\u578b\u4e0a\u83b7\u5f97\u76f8\u4f3c\u6216\u66f4\u4f4e\u7684\u56f0\u60d1\u7a0b\u5ea6\u3002<\/p>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ccc35d43ff7715deff1c65ff143a13c2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ccc35d43ff7715deff1c65ff143a13c2.png\"><\/a><\/p>\n<\/section>\n<p>\u5176\u6b21\u662f\u5728\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u8868\u73b0\uff0c\u5982\u4e0b\u8868\u6240\u793a\uff0c\u7531\u4e8e 130M \u5927\u5c0f\u7684FBI-LLM\u6ca1\u6709\u5bf9\u5e94\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6a21\u578b\uff0c\u672c\u6587\u5c06 130M \u6a21\u578b\u4e0e\u4e4b\u524d 700M \u89c4\u6a21\u7684 BitNetb1.58 \u8fdb\u884c\u6bd4\u8f83\u3002\u5c3d\u7ba1\u6a21\u578b\u89c4\u6a21\u76f8\u5dee\u4e94\u500d\uff0c<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark><mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u7a0b\u5ea6\u4e5f\u5b58\u5728\u8f83\u5927\u7684\u5dee\u5f02\uff0c\u4f46FBI\u7684\u6a21\u578b\u5728 BoolQA \u548c OpenbookQA \u4e0a\u7684\u8868\u73b0\u4ecd\u7136\u4f18\u4e8e BitNet b1.58\u3002<\/p>\n<p>\u5bf9\u4e8e 1.3B \u89c4\u6a21\u7684<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u6a21\u578b\uff0cFBI-LLM \u5728\u5927\u591a\u6570\u4e0b\u6e38\u4efb\u52a1\u548c\u56f0\u60d1\u5ea6\u4e2d\u90fd\u53d6\u5f97\u4e86\u6700\u4f73\u6027\u80fd\uff0c\u751a\u81f3\u63a5\u8fd1\u6216\u8d85\u8fc7\u4e86\u67d0\u4e9b 7B \u89c4\u6a21\u7684<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u6a21\u578b\uff08\u5982 BiLLM-LLaMA2-7B\uff09\u7684\u6027\u80fd\u3002\u4e0e\u76f8\u540c\u89c4\u6a21\u7684\u5168\u7cbe\u5ea6\u6a21\u578b\u76f8\u6bd4\uff0c FBI-LLM 1.3B \u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u53ef\u4ee5\u8fbe\u5230\u5176 87% \u7684\u6027\u80fd\u3002\u5728 7B \u89c4\u6a21\u4e2d\uff0cFBI\u6a21\u578b\u4f9d\u7136\u663e\u8457\u4f18\u4e8e\u4e4b\u524d\u51e0\u4e4e\u6240\u6709\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u7ebf\u6a21\u578b\uff0c\u5177\u4f53\u6765\u8bf4\uff0cFBI-LLM\u76f8\u6bd4\u4e4b\u524d\u6700\u597d\u7684\u65b9\u6cd5\u5e73\u5747\u63d0\u5347\u4e86\u5c06\u8fd1\u5341\u4e2a\u70b9\u3002<\/p>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-05250ea7b54b786c2685598962df5c90.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-05250ea7b54b786c2685598962df5c90.png\"><\/a><\/p>\n<\/section>\n<p>\u6b64\u5916\uff0c\u7531\u4e8e\u8ba1\u7b97\u8d44\u6e90\u7684\u9650\u5236\uff0cFBI-LLM 7B\u5f53\u524d\u6c47\u62a5\u7684\u7ed3\u679c\u5e76\u4e0d\u662f\u6700\u7ec8\u7ed3\u679c\u3002\u4f5c\u8005\u53ea\u4f7f\u7528\u4e86\u6574\u4e2a \u6570\u636e\u96c6\u7684 8.6%\uff0831 \u4e2a\u5757\uff09\u3002\u4e0b\u56fe\u5c55\u793a\u4e86FBI-LLM-7B\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0b\u6e38\u4efb\u52a1<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u548c\u56f0\u60d1\u5ea6\u7684\u53d8\u5316\u3002\u663e\u7136\uff0c\u4ece\u76ee\u524d\u7684\u8bad\u7ec3\u8fdb\u5ea6\u6765\u770b\uff0cFBI-LLM-7B\u7684\u6027\u80fd\u5c06\u6301\u7eed\u63d0\u9ad8\uff0c\u66f4\u8fdb\u4e00\u6b65\u7684\u8bad\u7ec3\u53ef\u80fd\u4f1a\u5f97\u5230\u66f4\u597d\u7684\u6548\u679c\u3002<\/p>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f58dbc648fb75638779d14b79887ea2a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f58dbc648fb75638779d14b79887ea2a.png\"><\/a><\/p>\n<\/section>\n<p><strong>\u6a21\u578b\u5206\u6790\u548c\u53ef\u89c6\u5316<\/strong><\/p>\n<p><strong><mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u5927\u6a21\u578b\u662f \u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u8fd8\u662f\u4ece\u9884\u8bad\u7ec3\u7684 LLM \u63a5\u7740\u8bad\u7ec3\uff1f<\/strong><\/p>\n<p>\u76f4\u89c2\u5730\u8bf4\uff0c\u4ece\u9884\u8bad\u7ec3\u7684 LLM \u7ee7\u7eed\u8bad\u7ec3\u53ef\u4ee5\u8ba9<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u6a21\u578b\u4ece\u5168\u7cbe\u5ea6\u539f\u59cb\u6a21\u578b\u4e2d\u7ee7\u627f\u77e5\u8bc6\uff0c\u4ece\u800c\u53ef\u80fd\u6bd4\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u3002\u4e3a\u4e86\u8bba\u8bc1\u8fd9\u4e00\u5047\u8bbe\uff0c\u672c\u6587\u8fdb\u884c\u4e86\u5168\u9762\u7684\u6d88\u878d\u548c\u5206\u6790\u5b9e\u9a8c\uff0c\u4ee5\u8bb0\u5f55\u548c\u6bd4\u8f83\u6a21\u578b\u5728\u4e24\u79cd\u4e0d\u540c\u8bad\u7ec3\u6a21\u5f0f\u4e0b\u7684\u884c\u4e3a\u3002<\/p>\n<p>\u4ece\u4e0b\u56fe (a) \u4e2d\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u5728\u8bad\u7ec3\u521d\u671f\uff0c\u4e24\u79cd\u8bad\u7ec3\u65b9\u5f0f\u7684 FF ratio \u8d8b\u52bf\u57fa\u672c\u4fdd\u6301\u4e00\u81f4\u3002\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4e24\u79cd\u65b9\u6cd5\u7684 FF ratio \u90fd\u5904\u4e8e\u76f8\u4f3c\u7684\u5927\u5c0f\u4e0a\uff0c\u5e76\u4e14\u6570\u503c\u76f8\u5bf9\u8f83\u5c0f\u3002\u8be5\u7ed3\u679c\u8868\u660e\uff0c\u4e24\u79cd\u4e0d\u540c\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u521d\u59cb\u5316\u65b9\u6cd5\u5bf9<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u4f18\u5316\u8fc7\u7a0b\u7684\u5f71\u54cd\u6ca1\u6709\u663e\u8457\u5dee\u5f02\u3002\u4e0b\u56fe (b) \u5c55\u793a\u4e86\u4e24\u79cd\u8bad\u7ec3\u6a21\u5f0f\u4e0b\u7684\u8bad\u7ec3\u635f\u5931\u53d8\u5316\u3002\u5728\u8bad\u7ec3\u7684\u521d\u59cb\u9636\u6bb5\uff0c\u4e24\u79cd\u65b9\u6cd5\u7684\u8bad\u7ec3\u635f\u5931\u57fa\u672c\u76f8\u540c\uff0c\u8868\u660e\u6a21\u578b\u7684\u8bad\u7ec3\u635f\u5931\u4e0d\u4f1a\u663e\u8457\u53d7\u521d\u59cb\u5316\u65b9\u6cd5\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u867d\u7136\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u7684\u635f\u5931\u5728\u4e2d\u95f4\u9636\u6bb5\u6bd4\u7ee7\u7eed\u8bad\u7ec3\u7684\u635f\u5931\u7565\u9ad8\uff0c\u4f46\u8fc7\u4e00\u6bb5\u65f6\u95f4\u540e\uff0c\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u7684\u635f\u5931\u518d\u6b21\u4e0e\u63a5\u7740\u8bad\u7ec3\u7684\u635f\u5931\u76f8\u5f53\uff0c\u751a\u81f3\u53d8\u5f97\u6bd4\u7ee7\u7eed\u8bad\u7ec3\u7684\u635f\u5931\u66f4\u4e3a\u7a33\u5b9a\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u5927\u7ea6\u7b2c 1000 \u6b65\u65f6\uff0c\u5982\u56fe (a) \u6240\u793a\uff0c\u5f53\u4ece\u9884\u8bad\u7ec3\u7684 LLM \u7ee7\u7eed\u8bad\u7ec3\u65f6\uff0cFF ratio \u5f00\u59cb\u51fa\u73b0\u660e\u663e\u7684\u6ce2\u52a8\u3002\u540c\u6837\uff0c\u5728\u56fe (b) \u6240\u793a\u7684\u7b2c 1700 \u6b65\u5de6\u53f3\uff0c\u8bad\u7ec3\u635f\u5931\u4e5f\u9047\u5230\u4e86\u7c7b\u4f3c\u7684\u95ee\u9898\u3002<\/p>\n<p>\u8fd9\u4e9b\u53d1\u73b0\u6311\u6218\u4e86\u4e4b\u524d\u76f8\u5173\u5de5\u4f5c\u7684\u4e00\u4e9b\u5047\u8bbe\uff0c\u5373\u4ece\u9884\u8bad\u7ec3\u7684 LLM<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u5f00\u59cb\u8bad\u7ec3<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u5927\u6a21\u578b\u5c06\u8d4b\u4e88<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>LLM\u7ee7\u627f\u4e4b\u524d\u9884\u8bad\u7ec3\u7684\u77e5\u8bc6\uff0c\u4ece\u800c\u63d0\u9ad8\u6027\u80fd\u3002\u7136\u800c\uff0c\u672c\u6587\u7ed3\u679c\u548c\u5206\u6790\u6697\u793a\u4e86<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>LLM\u5bf9<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u521d\u59cb\u5316\u7684\u65b9\u5f0f\u4e0d\u654f\u611f\uff0c\u6216\u8005\u8bf4\u968f\u673a<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u521d\u59cb\u5316\u53cd\u800c\u66f4\u597d\u3002\u5bf9\u4e8e\u539f\u56e0\uff0c\u672c\u6587\u63a8\u6d4b<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u548c\u5168\u7cbe\u5ea6LLM\u91c7\u7528\u4e0d\u540c\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7ec4\u5408\u548c\u914d\u7f6e\u6765\u7f16\u7801\u8bed\u4e49\uff0c\u8fd9\u5bfc\u81f4\u5176<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7a7a\u95f4\u6a21\u5f0f\u5b58\u5728\u5b9e\u8d28\u6027\u5dee\u5f02\u3002\u4e3a\u4e86\u9002\u5e94\u8fd9\u79cd\u6a21\u5f0f\uff0c\u901a\u8fc7\u4ece\u9884\u8bad\u7ec3\u7684 LLM \u7ee7\u7eed\u8bad\u7ec3\u6765\u4f18\u5316<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u7684\u8fc7\u7a0b\u53ef\u80fd\u9700\u8981\u66f4\u5927\u5e45\u5ea6\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u6570\u503c\u8c03\u6574\u548c\u53d8\u6362\uff0c\u4ece\u800c\u7834\u574f\u9884\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u6a21\u5f0f\u7ed3\u6784\uff0c\u7ee7\u800c\u7834\u574f\u5176\u4e2d\u4fdd\u5b58\u7684\u77e5\u8bc6\u3002\u8fd9\u4e2a\u7406\u8bba\u53ef\u4ee5\u90e8\u5206\u5730\u89e3\u91ca\u4e3a\u4ec0\u4e48\u5728\u8bad\u7ec3\u671f\u95f4\u4e0e\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u76f8\u6bd4\uff0c\u7ee7\u7eed\u9884\u8bad\u7ec3\u7684<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u53cd\u800c\u8ba9<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>LLM\u53d8\u5f97\u66f4\u4e0d\u7a33\u5b9a\u3002<\/p>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e6a3121dcfc8b714e86003206cbc1baa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e6a3121dcfc8b714e86003206cbc1baa.png\"><\/a><\/p>\n<\/section>\n<p><strong>\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\u5206\u6790<\/strong><\/p>\n<p><mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark>\u548c\u5168\u7cbe\u5ea6LLM\u8bad\u7ec3\u5728\u4e4b\u524d\u4e00\u4e9b\u5de5\u4f5c\u4e2d\u90fd\u88ab\u53d1\u73b0\u8868\u73b0\u51fa\u4e0d\u7a33\u5b9a\u7684\u8bad\u7ec3\u884c\u4e3a\u3002 FBI-LLM \u4e5f\u6709\u7c7b\u4f3c\u7684\u95ee\u9898\uff0c\u5177\u4f53\u8868\u73b0\u4e3a\u5728\u8bad\u7ec3 1.3B \u548c 7B FBI-LLM \u65f6\u8bad\u7ec3\u635f\u5931\u7a81\u7136\u6fc0\u589e\uff0c\u6709\u65f6\u5728\u6b64\u4e4b\u540e\u7ee7\u7eed\u8bad\u7ec3\u6a21\u578b\u4e5f\u65e0\u6cd5<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u3002\u672c\u6587\u91c7\u7528\u7c7b\u4f3c\u4e8e PaLM\u7684\u89e3\u51b3\u65b9\u6848\uff1a\u5982\u679c\u635f\u5931\u503c\u4e0d\u518d\u8d8b\u4e8e<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\uff0c\u6a21\u578b\u5c06\u6062\u590d\u5230\u524d\u4e00\u4e2a\u68c0\u67e5\u70b9\uff0c\u5e76\u8df3\u8fc7\u89e6\u53d1\u4e0d\u7a33\u5b9a\u635f\u5931\u7684\u6570\u636e\u5757\u4ee5\u7ee7\u7eed\u8bad\u7ec3\u3002\u4f7f\u7528\u6b64\u65b9\u6cd5\uff0c\u6a21\u578b\u5728\u76f8\u540c\u7684\u8bad\u7ec3\u6b65\u9aa4\u4e2d\u4e0d\u518d\u9047\u5230\u95ee\u9898\u3002\u6839\u636e\u8be5\u8bba\u6587\u7684\u89c2\u5bdf\uff0c\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3 7B FBI \u6a21\u578b\u5927\u7ea6\u6709 6% \u7684\u6982\u7387\u5bfc\u81f4\u51fa\u73b0\u635f\u5931\u5cf0\u503c\u3002\u5bf9\u4e8e 1.3B \u6a21\u578b\uff0c\u7531\u4e8e\u5176\u6a21\u578b\u80fd\u529b\u8f83\u4f4e\uff0c\u8bad\u7ec3\u66f4\u52a0\u4e0d\u7a33\u5b9a\uff0c\u635f\u5931\u5cf0\u503c\u7684\u51fa\u73b0\u6982\u7387\u7ea6\u4e3a 15%\u3002\u8fd9\u4e0e\u5728\u5168\u7cbe\u5ea6 LLM \u4e2d\u770b\u5230\u7684\u9884\u8bad\u7ec3\u884c\u4e3a\u76f8\u4f3c\uff0c\u800c\u5c16\u5cf0\u7684\u6982\u7387\u660e\u663e\u66f4\u9ad8\uff0c\u8fd9\u53ef\u80fd\u4e0e<mark data-type=\"tech_methods\" data-id=\"1ac7632e-407b-44a8-af4b-c7d8513d36c7\">\u4e8c\u503c\u5316<\/mark><mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684\u6709\u9650\u8868\u8fbe\u80fd\u529b\u6709\u5173\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0cFBI\u8df3\u8fc7\u4e86\u53d1\u751f\u635f\u5931\u5cf0\u503c\u4e14\u6ca1\u6cd5\u901a\u8fc7\u540e\u7eed\u8bad\u7ec3\u6062\u590d\u7684\u6570\u636e\u5757\u3002<\/p>\n<p><strong>\u5b58\u50a8\u6548\u7387\u5206\u6790<\/strong><\/p>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-35cabaf5fbfea13f9e11ee451be1ec55.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-35cabaf5fbfea13f9e11ee451be1ec55.png\"><\/a><\/p>\n<\/section>\n<p>\u4e0a\u8868\u663e\u793a\u4e86\u4e0d\u540c\u89c4\u6a21\u7684FBI-LLM\u4e0e\u76f8\u540c\u7ed3\u6784\u7684\u5168\u7cbe\u5ea6LLaMA\u76f8\u6bd4\u6240\u9700\u7684\u7406\u8bba\u5b58\u50a8\u7a7a\u95f4\uff0c\u540c\u65f6\u8fd8\u8be6\u7ec6\u7ed9\u51fa\u4e86 FBI-LLM \u5f15\u5165\u7684\u9644\u52a0<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff08\u03b1 \u548c \u03b2\uff09\u7684\u6bd4\u4f8b\u3002\u8868\u4e2d\u7684\u6bd4\u8f83\u8868\u660e\uff0cFBI-LLM\u53ef\u4ee5\u5b9e\u73b0\u9ad8\u538b\u7f29\u6bd4\uff0c\u5927\u5927\u51cf\u8f7b\u4e86LLMs\u7684\u5b58\u50a8\u8d1f\u62c5\u3002\u5c3d\u7ba1 FBI-LLM \u5f15\u5165\u7684\u7528\u4e8e\u7f29\u653e\u548c\u79fb\u52a8\u7684\u989d\u5916<mark data-type=\"concepts\" 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