{"id":34665,"date":"2024-12-10T18:57:04","date_gmt":"2024-12-10T10:57:04","guid":{"rendered":"https:\/\/17aitech.com\/?p=34665"},"modified":"2024-12-10T18:57:04","modified_gmt":"2024-12-10T10:57:04","slug":"%e4%b8%ad%e7%a7%91%e5%a4%a7%e8%81%94%e5%90%88%e5%8d%8e%e4%b8%ba%e8%af%ba%e4%ba%9a%e6%8f%90%e5%87%baentropy-law%ef%bc%8c%e6%8f%ad%e7%a7%98%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%80%a7%e8%83%bd%e3%80%81%e6%95%b0","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34665","title":{"rendered":"\u4e2d\u79d1\u5927\u8054\u5408\u534e\u4e3a\u8bfa\u4e9a\u63d0\u51faEntropy Law\uff0c\u63ed\u79d8\u5927\u6a21\u578b\u6027\u80fd\u3001\u6570\u636e\u538b\u7f29\u7387\u4ee5\u53ca\u8bad\u7ec3\u635f\u5931\u5173\u7cfb"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-22-12\" target=\"_blank\">\u4e2d\u79d1\u5927\u8054\u5408\u534e\u4e3a\u8bfa\u4e9a\u63d0\u51faEntropy Law\uff0c\u63ed\u79d8\u5927\u6a21\u578b\u6027\u80fd\u3001\u6570\u636e\u538b\u7f29\u7387\u4ee5\u53ca\u8bad\u7ec3\u635f\u5931\u5173\u7cfb<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0cab3214c0dcc66ece72e9cd9b57cdee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0cab3214c0dcc66ece72e9cd9b57cdee.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>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<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u5de5\u4f5c\u7531\u4e2d\u79d1\u5927\u8ba4\u77e5\u667a\u80fd\u5168\u56fd\u91cd\u70b9\u5b9e\u9a8c\u5ba4 IEEE Fellow\u00a0\u9648\u6069\u7ea2\u56e2\u961f\u4e0e<mark data-type=\"institutions\" data-id=\"48d62db6-3e47-4e93-8b9d-b1283a7ea419\">\u534e\u4e3a<\/mark>\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u5b8c\u6210\u3002\u9648\u6069\u7ea2\u6559\u6388\u56e2\u961f\u6df1\u8015<mark data-type=\"tech_tasks\" data-id=\"7904de1e-5ab5-4f0a-aa60-693cb2978766\">\u6570\u636e\u6316\u6398<\/mark>\u3001<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u9886\u57df\uff0c\u5728\u9876\u7ea7\u671f\u520a\u4e0e\u4f1a\u8bae\u4e0a\u53d1\u8868\u591a\u7bc7\u8bba\u6587\uff0c\u8c37\u6b4c\u5b66\u672f\u8bba\u6587\u5f15\u7528\u8d85\u4e24\u4e07\u6b21\u3002\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u662f<mark data-type=\"institutions\" data-id=\"48d62db6-3e47-4e93-8b9d-b1283a7ea419\">\u534e\u4e3a<\/mark>\u516c\u53f8\u4ece\u4e8b<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u57fa\u7840\u7814\u7a76\u7684\u5b9e\u9a8c\u5ba4\uff0c\u79c9\u6301\u7406\u8bba\u7814\u7a76\u4e0e\u5e94\u7528\u521b\u65b0\u5e76\u91cd\u7684\u7406\u5ff5\uff0c\u81f4\u529b\u4e8e\u63a8\u52a8<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u9886\u57df\u7684\u6280\u672f\u521b\u65b0\u548c\u53d1\u5c55\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u6570\u636e\u662f\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLMs\uff09\u6210\u529f\u7684\u57fa\u77f3\uff0c\u4f46\u5e76\u975e\u6240\u6709\u6570\u636e\u90fd\u6709\u76ca\u4e8e\u6a21\u578b\u5b66\u4e60\u3002\u76f4\u89c9\u4e0a\uff0c\u9ad8\u8d28\u91cf\u7684\u6837\u672c\u5728\u6559\u6388 LLM \u4e0a\u9884\u671f\u4f1a\u6709\u66f4\u597d\u7684\u6548\u7387\u3002\u56e0\u6b64\uff0c\u73b0\u6709\u65b9\u6cd5\u901a\u5e38\u4e13\u6ce8\u4e8e\u57fa\u4e8e\u8d28\u91cf\u7684\u6570\u636e\u9009\u62e9\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u4e2d\u7684\u5927\u591a\u6570\u72ec\u7acb\u5730\u8bc4\u4f30\u4e0d\u540c\u7684\u6570\u636e\u6837\u672c\uff0c\u5ffd\u7565\u4e86\u6837\u672c\u4e4b\u95f4\u590d\u6742\u7684\u7ec4\u5408\u6548\u5e94\u3002\u5982\u56fe 1 \u6240\u793a\uff0c\u5373\u4f7f\u6bcf\u4e2a\u6837\u672c\u8d28\u91cf\u5b8c\u7f8e\uff0c\u7531\u4e8e\u5b83\u4eec\u7684\u4e92\u4fe1\u606f\u5197\u4f59\u6216\u4e0d\u4e00\u81f4\u6027\uff0c\u5b83\u4eec\u7684\u7ec4\u5408\u53ef\u80fd\u4ecd\u7136\u6b21\u4f18\u3002\u5c3d\u7ba1\u57fa\u4e8e\u8d28\u91cf\u7684\u5b50\u96c6\u7531\u6240\u6709\u4e09\u4e2a\u4f18\u8d28\u6837\u672c\u7ec4\u6210\uff0c\u4f46\u5b83\u4eec\u7f16\u7801\u7684\u77e5\u8bc6\u5b9e\u9645\u4e0a\u662f\u5197\u4f59\u548c\u51b2\u7a81\u7684\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u53e6\u4e00\u4e2a\u7531\u51e0\u4e2a\u76f8\u5bf9\u8f83\u4f4e\u8d28\u91cf\u4f46\u591a\u6837\u5316\u7684\u6837\u672c\u7ec4\u6210\u7684\u6570\u636e\u5b50\u96c6\u5728\u6559\u6388 LLM \u65b9\u9762\u53ef\u80fd\u4f20\u8fbe\u66f4\u591a\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u57fa\u4e8e\u8d28\u91cf\u7684\u6570\u636e\u9009\u62e9\u5e76\u672a\u5b8c\u5168\u7b26\u5408\u6700\u5927\u5316 LLM \u77e5\u8bc6\u638c\u63e1\u7684\u76ee\u6807\u3002<\/section>\n<section><\/section>\n<section>\u800c\u672c\u6587\u65e8\u5728\u63ed\u793a LLM \u6027\u80fd\u4e0e\u6570\u636e\u9009\u62e9\u4e4b\u95f4\u7684\u5185\u5728\u5173\u7cfb\u3002\u53d7 LLM \u4fe1\u606f\u538b\u7f29\u672c\u8d28\u7684\u542f\u53d1\uff0c\u6211\u4eec\u53d1\u73b0\u4e86\u4e00\u6761 entropy law\uff0c\u5b83\u5c06 LLM \u6027\u80fd\u4e0e<mark data-type=\"tech_tasks\" data-id=\"675e028b-be34-4832-85ce-27db5809a2be\">\u6570\u636e\u538b\u7f29<\/mark>\u7387\u548c\u524d\u51e0\u6b65\u6a21\u578b\u8bad\u7ec3\u7684\u635f\u5931\u52a0\u4ee5\u8054\u7cfb\uff0c\u5206\u522b\u53cd\u6620\u4e86\u6570\u636e\u96c6\u7684\u4fe1\u606f\u5197\u4f59\u7a0b\u5ea6\u548c LLM \u5bf9\u6570\u636e\u96c6\u4e2d\u56fa\u6709\u77e5\u8bc6\u7684\u638c\u63e1\u7a0b\u5ea6\u3002\u901a\u8fc7\u7406\u8bba\u63a8\u5bfc\u548c\u5b9e\u8bc1\u8bc4\u4f30\uff0c\u6211\u4eec\u53d1\u73b0\u6a21\u578b\u6027\u80fd\u4e0e\u8bad\u7ec3\u6570\u636e\u7684\u538b\u7f29\u7387\u5448\u8d1f\u76f8\u5173\uff0c\u800c\u8fd9\u901a\u5e38\u4f1a\u4ea7\u751f\u8f83\u4f4e\u7684\u8bad\u7ec3\u635f\u5931\u3002\u57fa\u4e8e entropy law \u7684\u53d1\u73b0\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u975e\u5e38\u9ad8\u6548\u4e14\u901a\u7528\u7684\u6570\u636e\u9009\u62e9\u65b9\u6cd5\u7528\u4e8e\u8bad\u7ec3 LLM\uff0c\u540d\u4e3a ZIP\uff0c\u5176\u65e8\u5728\u4f18\u5148\u9009\u62e9\u4f4e\u538b\u7f29\u7387\u7684\u6570\u636e\u5b50\u96c6\u3002ZIP \u5206\u591a\u9636\u6bb5\u3001\u8d2a\u5fc3\u5730\u9009\u62e9\u591a\u6837\u5316\u7684\u6570\u636e\uff0c\u6700\u7ec8\u83b7\u5f97\u4e00\u4e2a\u5177\u6709\u826f\u597d\u591a\u6837\u6027\u7684\u6570\u636e\u5b50\u96c6\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2f909754554963f13d19dd1e512f9e62.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2f909754554963f13d19dd1e512f9e62.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u56e2\u961f\uff1a\u4e2d\u79d1\u5927\u8ba4\u77e5\u667a\u80fd\u5168\u56fd\u91cd\u70b9\u5b9e\u9a8c\u5ba4\u9648\u6069\u7ea2\u56e2\u961f\uff0c<mark data-type=\"institutions\" data-id=\"48d62db6-3e47-4e93-8b9d-b1283a7ea419\">\u534e\u4e3a<\/mark>\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5: https:\/\/arxiv.org\/pdf\/2407.06645<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u94fe\u63a5: https:\/\/github.com\/USTC-StarTeam\/ZIP<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e584b1786bdec3d1fd2b8550bba9d02b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e584b1786bdec3d1fd2b8550bba9d02b.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1<\/sup><\/em><\/section>\n<section><strong>Entropy law<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u5bf9<mark data-type=\"tech_tasks\" data-id=\"675e028b-be34-4832-85ce-27db5809a2be\">\u6570\u636e\u538b\u7f29<\/mark>\u4e0e LLM \u6027\u80fd\u4e4b\u95f4\u7684\u5173\u7cfb\u8fdb\u884c\u7406\u8bba\u5206\u6790\u3002\u76f4\u89c9\u4e0a\uff0c\u8bad\u7ec3\u6570\u636e\u7684\u6b63\u786e\u6027\u548c\u591a\u6837\u6027\u4f1a\u5f71\u54cd\u6700\u7ec8\u6a21\u578b\u7684\u6027\u80fd\u3002\u540c\u65f6\uff0c\u5982\u679c\u6570\u636e\u5b58\u5728\u4e25\u91cd\u7684\u5185\u5728\u51b2\u7a81\u6216\u6a21\u578b\u5bf9\u6570\u636e\u7f16\u7801\u7684\u4fe1\u606f\u638c\u63e1\u4e0d\u4f73\uff0cLLM \u7684\u6027\u80fd\u53ef\u80fd\u4f1a\u6b21\u4f18\u3002\u57fa\u4e8e\u8fd9\u4e9b\u5047\u8bbe\uff0c\u6211\u4eec\u5c06 LLM \u7684\u6027\u80fd\u8868\u793a\u4e3a Z \uff0c\u5176\u9884\u671f\u4f1a\u53d7\u5230\u4ee5\u4e0b\u56e0\u7d20\u7684\u5f71\u54cd\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><mark data-type=\"tech_tasks\" data-id=\"675e028b-be34-4832-85ce-27db5809a2be\">\u6570\u636e\u538b\u7f29<\/mark>\u7387 R\uff1a\u76f4\u89c9\u4e0a\uff0c\u538b\u7f29\u7387\u8d8a\u4f4e\u7684\u6570\u636e\u96c6\u8868\u660e\u4fe1\u606f\u5bc6\u5ea6\u8d8a\u9ad8\u3002<\/section>\n<\/li>\n<li>\n<section>\u8bad\u7ec3\u635f\u5931 L\uff1a\u8868\u793a\u6570\u636e\u5bf9\u6a21\u578b\u6765\u8bf4\u662f\u5426\u96be\u4ee5\u8bb0\u5fc6\u3002\u5728\u76f8\u540c\u7684\u57fa\u7840\u6a21\u578b\u4e0b\uff0c\u9ad8\u8bad\u7ec3\u635f\u5931\u901a\u5e38\u662f\u7531\u4e8e\u6570\u636e\u96c6\u4e2d\u5b58\u5728\u566a\u58f0\u6216\u4e0d\u4e00\u81f4\u7684\u4fe1\u606f\u3002<\/section>\n<\/li>\n<li>\n<section>\u6570\u636e\u4e00\u81f4\u6027 C\uff1a\u6570\u636e\u7684\u4e00\u81f4\u6027\u901a\u8fc7\u7ed9\u5b9a\u524d\u6587\u60c5\u51b5\u4e0b\u4e0b\u4e00\u4e2a token \u7684\u6982\u7387\u7684\u71b5\u6765\u53cd\u6620\u3002\u66f4\u9ad8\u7684\u6570\u636e\u4e00\u81f4\u6027\u901a\u5e38\u4f1a\u5e26\u6765\u66f4\u4f4e\u7684\u8bad\u7ec3\u635f\u5931\u3002<\/section>\n<\/li>\n<li>\n<section>\u5e73\u5747\u6570\u636e\u8d28\u91cf Q\uff1a\u53cd\u6620\u4e86\u6570\u636e\u7684\u5e73\u5747\u6837\u672c\u7ea7\u8d28\u91cf\uff0c\u53ef\u4ee5\u901a\u8fc7\u5404\u79cd\u5ba2\u89c2\u548c\u4e3b\u89c2\u65b9\u9762\u6765\u8861\u91cf\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7ed9\u5b9a\u4e00\u5b9a\u91cf\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u6a21\u578b\u6027\u80fd\u53ef\u4ee5\u901a\u8fc7\u4e0a\u8ff0\u56e0\u7d20\u6765\u4f30\u8ba1\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9442a430363e17391ff78d2e77293237.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9442a430363e17391ff78d2e77293237.png\"><\/a><\/p>\n<section>\u5176\u4e2d f \u662f\u4e00\u4e2a\u9690\u51fd\u6570\u3002\u7ed9\u5b9a\u4e00\u4e2a\u7279\u5b9a\u7684\u57fa\u7840\u6a21\u578b\uff0cL \u7684\u89c4\u6a21\u901a\u5e38\u53d6\u51b3\u4e8e R \u548c C\uff0c\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7a8e9e4ce0f706ac1c8fe8bb533722f4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7a8e9e4ce0f706ac1c8fe8bb533722f4.png\"><\/a><\/p>\n<section>\u7531\u4e8e\u5177\u6709\u66f4\u9ad8\u540c\u8d28\u6027\u6216\u66f4\u597d\u6570\u636e\u4e00\u81f4\u6027\u7684\u6570\u636e\u96c6\u66f4\u5bb9\u6613\u88ab\u6a21\u578b\u5b66\u4e60\uff0cL \u9884\u8ba1\u5728 R \u548c C \u4e0a\u662f\u5355\u8c03\u7684\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u4e0a\u8ff0\u516c\u5f0f\u91cd\u5199\u4e3a\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-12ac04a4751bea3ee6c1ab432e2f2ec8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-12ac04a4751bea3ee6c1ab432e2f2ec8.png\"><\/a><\/p>\n<section>\u5176\u4e2d g&#8217; \u662f\u4e00\u4e2a\u53cd\u51fd\u6570\u3002\u901a\u8fc7\u7ed3\u5408\u4e0a\u8ff0\u4e09\u4e2a\u65b9\u7a0b\uff0c\u6211\u4eec\u5f97\u5230\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ce534d9436a75fd5de964c437be88c51.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ce534d9436a75fd5de964c437be88c51.png\"><\/a><\/p>\n<section>\u5176\u4e2d h \u662f\u53e6\u4e00\u4e2a\u9690\u51fd\u6570\u3002\u5982\u679c\u6570\u636e\u9009\u62e9\u65b9\u6cd5\u4e0d\u4f1a\u663e\u8457\u6539\u53d8\u5e73\u5747\u6570\u636e\u8d28\u91cf Q\uff0c\u6211\u4eec\u53ef\u4ee5\u8fd1\u4f3c\u5730\u5c06\u53d8\u91cf Q \u89c6\u4e3a\u5e38\u6570\u3002\u56e0\u6b64\uff0c\u6700\u7ec8\u6027\u80fd\u53ef\u4ee5\u7c97\u7565\u5730\u8868\u793a\u4e3a\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-91470d1a566b5d1d6c6a45b8a370f4bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-91470d1a566b5d1d6c6a45b8a370f4bc.png\"><\/a><\/section>\n<section>\u8fd9\u610f\u5473\u7740\u6a21\u578b\u6027\u80fd\u4e0e<mark data-type=\"tech_tasks\" data-id=\"675e028b-be34-4832-85ce-27db5809a2be\">\u6570\u636e\u538b\u7f29<\/mark>\u7387\u548c\u8bad\u7ec3\u635f\u5931\u76f8\u5173\u3002\u6211\u4eec\u5c06\u8fd9\u79cd\u5173\u7cfb\u79f0\u4e3a <strong>Entropy law<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e Entropy law\uff0c\u6211\u4eec\u63d0\u51fa\u4e24\u4e2a\u63a8\u8bba\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5982\u679c\u5c06 C \u89c6\u4e3a\u5e38\u6570\uff0c\u8bad\u7ec3\u635f\u5931\u76f4\u63a5\u53d7\u538b\u7f29\u7387\u5f71\u54cd\u3002\u56e0\u6b64\uff0c\u6a21\u578b\u6027\u80fd\u7531\u538b\u7f29\u7387\u63a7\u5236\uff1a\u5982\u679c<mark data-type=\"tech_tasks\" data-id=\"675e028b-be34-4832-85ce-27db5809a2be\">\u6570\u636e\u538b\u7f29<\/mark>\u7387 R \u8f83\u9ad8\uff0c\u90a3\u4e48 Z \u901a\u5e38\u8f83\u5dee\uff0c\u8fd9\u5c06\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\u5f97\u5230\u9a8c\u8bc1\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u76f8\u540c\u7684\u538b\u7f29\u7387\u4e0b\uff0c\u8f83\u9ad8\u8bad\u7ec3\u635f\u5931\u610f\u5473\u7740\u8f83\u4f4e\u7684\u6570\u636e\u4e00\u81f4\u6027\u3002\u56e0\u6b64\uff0c\u6a21\u578b\u5b66\u5230\u7684\u6709\u6548\u77e5\u8bc6\u53ef\u80fd\u66f4\u6709\u9650\u3002\u8fd9\u53ef\u4ee5\u7528\u6765\u9884\u6d4b LLM \u5728\u5177\u6709\u76f8\u4f3c\u538b\u7f29\u7387\u548c\u6837\u672c\u8d28\u91cf\u7684\u4e0d\u540c\u6570\u636e\u4e0a\u7684\u6027\u80fd\u3002\u6211\u4eec\u5c06\u5728\u540e\u7eed\u5c55\u793a\u8fd9\u4e00\u63a8\u8bba\u5728\u5b9e\u8df5\u4e2d\u7684\u5e94\u7528\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>ZIP\uff1a\u9ad8\u5ea6\u8f7b<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u7684\u6570\u636e\u9009\u62e9\u7b97\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u5728 entropy law \u7684\u6307\u5bfc\u4e0b\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 ZIP \u8fd9\u4e00\u6570\u636e\u9009\u62e9\u65b9\u6cd5\uff0c\u901a\u8fc7<mark data-type=\"tech_tasks\" data-id=\"675e028b-be34-4832-85ce-27db5809a2be\">\u6570\u636e\u538b\u7f29<\/mark>\u7387\u6765\u9009\u62e9\u6570\u636e\u6837\u672c\uff0c\u65e8\u5728\u5728\u6709\u9650\u7684\u8bad\u7ec3\u6570\u636e\u9884\u7b97\u4e0b\u6700\u5927\u5316\u6709\u6548\u4fe1\u606f\u91cf\u3002\u51fa\u4e8e\u6548\u7387\u8003\u91cf\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u4e00\u79cd\u8fed\u4ee3\u591a\u9636\u6bb5\u8d2a\u5fc3\u8303\u5f0f\uff0c\u4ee5\u9ad8\u6548\u5730\u83b7\u5f97\u5177\u6709\u76f8\u5bf9\u4f4e\u538b\u7f29\u7387\u7684\u8fd1\u4f3c\u89e3\u3002\u5728\u6bcf\u8f6e\u8fed\u4ee3\u4e2d\uff0c\u6211\u4eec\u9996\u5148\u4f7f\u7528\u5168\u5c40\u9009\u62e9\u9636\u6bb5\u6765\u9009\u62e9\u4e00\u7ec4\u5177\u6709\u4f4e\u538b\u7f29\u7387\u7684\u5019\u9009\u6837\u672c\u6c60\uff0c\u627e\u5230\u4fe1\u606f\u5bc6\u5ea6\u9ad8\u7684\u6837\u672c\u3002\u7136\u540e\uff0c\u6211\u4eec\u91c7\u7528\u7c97\u7c92\u5ea6\u7684\u5c40\u90e8\u9009\u62e9\u9636\u6bb5\uff0c\u9009\u62e9\u4e00\u7ec4\u4e0e\u5df2\u9009\u6837\u672c\u5197\u4f59\u5ea6\u6700\u4f4e\u7684\u8f83\u5c0f\u6837\u672c\u96c6\u3002\u6700\u540e\uff0c\u6211\u4eec\u4f7f\u7528\u7ec6\u7c92\u5ea6\u7684\u5c40\u90e8\u9009\u62e9\u9636\u6bb5\uff0c\u6700\u5c0f\u5316\u8981\u6dfb\u52a0\u6837\u672c\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u3002\u4e0a\u8ff0\u8fc7\u7a0b\u6301\u7eed\u8fdb\u884c\u76f4\u5230\u83b7\u5f97\u8db3\u591f\u7684\u6570\u636e\uff0c\u5177\u4f53\u7b97\u6cd5\u5982\u4e0b\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-387668579a403da272cf2883f2935523.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-387668579a403da272cf2883f2935523.png\"><\/a><\/p>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section><strong>1.ZIP \u9009\u62e9\u7b97\u6cd5\u5bf9\u4e8e\u4e0d\u540c LLM\u3001\u5728\u4e0d\u540c LLM \u5bf9\u9f50\u9636\u6bb5\u7684\u6709\u6548\u6027<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u6bd4\u4e0d\u540c\u7684 SFT \u6570\u636e\u9009\u62e9\u7b97\u6cd5\uff0c\u57fa\u4e8e ZIP \u9009\u62e9\u6570\u636e\u6240\u8bad\u7ec3\u5f97\u5230\u7684\u6a21\u578b\u6027\u80fd\u4e0a\u5c55\u73b0\u51fa\u4f18\u52bf\uff0c\u5e76\u4e14\u5728\u6548\u7387\u4e0a\u4e5f\u5360\u4f18\u3002\u5177\u4f53\u7ed3\u679c\u89c1\u4e0b\u8868\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3e67b771eb628fdb4f299e138edfa390.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-3e67b771eb628fdb4f299e138edfa390.png\"><\/a><\/p>\n<section>\u5f97\u76ca\u4e8e ZIP \u7684\u6a21\u578b\u65e0\u5173\u3001\u5185\u5bb9\u65e0<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u7684\u7279\u6027\uff0c\u5176\u540c\u6837\u4e5f\u53ef\u5e94\u7528\u4e8e\u504f\u597d\u5bf9\u9f50\u9636\u6bb5\u7684\u6570\u636e\u9009\u62e9\u3002\u800c ZIP \u6240\u9009\u62e9\u7684\u6570\u636e\u540c\u6837\u5c55\u73b0\u51fa\u4e86\u8f83\u5927\u7684\u4f18\u52bf\u3002\u5177\u4f53\u7ed3\u679c\u89c1\u4e0b\u8868\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c32d42b1f82561dc6a50aabab0efdd50.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c32d42b1f82561dc6a50aabab0efdd50.png\"><\/a><\/p>\n<section><strong>2.Entropy law \u7684\u5b9e\u9a8c\u9a8c\u8bc1<\/strong><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e SFT \u6570\u636e\u9009\u62e9\u5b9e\u9a8c\uff0c\u6211\u4eec\u57fa\u4e8e\u6a21\u578b\u6548\u679c\u3001<mark data-type=\"tech_tasks\" data-id=\"675e028b-be34-4832-85ce-27db5809a2be\">\u6570\u636e\u538b\u7f29<\/mark>\u7387\u4ee5\u53ca\u6a21\u578b\u5728\u524d\u51e0\u6b65\u8bad\u7ec3\u7684\u635f\u5931\uff0c\u5206\u522b\u62df\u5408\u4e86\u591a\u6761\u5173\u7cfb\u66f2\u7ebf\u3002\u7ed3\u679c\u89c1\u56fe 2 \u4ee5\u53ca\u56fe 3\uff0c\u6211\u4eec\u4ece\u56fe\u4e2d\u53ef\u4ee5\u89c2\u5bdf\u5230\u4e09\u4e2a\u56e0\u7d20\u4e4b\u95f4\u7684\u7d27\u5bc6\u5173\u8054\u3002\u9996\u5148\uff0c\u4f4e\u538b\u7f29\u7387\u6570\u636e\u901a\u5e38\u4f1a\u5e26\u6765\u66f4\u597d\u7684\u6a21\u578b\u6548\u679c\uff0c\u8fd9\u662f\u56e0\u4e3a LLMs \u7684\u5b66\u4e60\u8fc7\u7a0b\u4e0e\u4fe1\u606f\u538b\u7f29\u9ad8\u5ea6\u76f8\u5173\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06 LLM \u89c6\u4e3a<mark data-type=\"tech_tasks\" data-id=\"675e028b-be34-4832-85ce-27db5809a2be\">\u6570\u636e\u538b\u7f29<\/mark>\u5668\uff0c\u90a3\u4e48\u538b\u7f29\u7387\u8f83\u4f4e\u7684\u6570\u636e\u610f\u5473\u7740\u66f4\u591a\u7684\u77e5\u8bc6\u91cf\uff0c\u4ece\u800c\u5bf9\u538b\u7f29\u5668\u66f4\u6709\u4ef7\u503c\u3002\u540c\u65f6\uff0c\u53ef\u4ee5\u89c2\u5bdf\u5230\u8f83\u4f4e\u7684\u538b\u7f29\u7387\u901a\u5e38\u4f34\u968f\u7740\u66f4\u9ad8\u7684\u8bad\u7ec3\u635f\u5931\uff0c\u8fd9\u662f\u56e0\u4e3a\u96be\u4ee5\u538b\u7f29\u7684\u6570\u636e\u643a\u5e26\u4e86\u66f4\u591a\u7684\u77e5\u8bc6\uff0c\u5bf9 LLM \u5438\u6536\u5176\u4e2d\u8574\u542b\u7684\u77e5\u8bc6\u63d0\u51fa\u4e86\u66f4\u5927\u7684\u6311\u6218\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-12ed3be5b6fabeba1e53d2cc984eece2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-12ed3be5b6fabeba1e53d2cc984eece2.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2 Mistral-7B<\/sup><\/em><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b8c1c4ef7c737398051a38193e937f14.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b8c1c4ef7c737398051a38193e937f14.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 3 Llama-3-8B<\/sup><\/em><\/section>\n<section><em><br \/><\/em><\/section>\n<section><strong>3.Entropy law \u7684\u5b9e\u9645\u5e94\u7528<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a entropy law \u5728\u771f\u5b9e\u573a\u666f\u4e2d\u6307\u5bfc LLM \u8bad\u7ec3\u6570\u636e\u589e\u91cf\u66f4\u65b0\u7684\u5e94\u7528\u3002\u5728\u8be5\u4efb\u52a1\u573a\u666f\u4e2d\uff0c\u8bad\u7ec3\u6570\u636e\u91cf\u4fdd\u6301\u76f8\u5bf9\u7a33\u5b9a\uff0c\u53ea\u6709\u4e00\u5c0f\u90e8\u5206\u6570\u636e\u4f1a\u88ab\u4fee\u6539\u3002\u7ed3\u679c\u89c1\u56fe 4\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f2f2a6f6f528b94c6cb74ce907c73895.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f2f2a6f6f528b94c6cb74ce907c73895.png\"><\/a>\u5230<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1501e25ae06afdf094cc738f33f15cce.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1501e25ae06afdf094cc738f33f15cce.png\"><\/a>\u662f\u9010\u6e10\u589e\u91cf\u66f4\u65b0\u7684 5 \u4e2a\u6570\u636e\u7248\u672c\uff0c\u51fa\u4e8e\u4fdd\u5bc6\u8981\u6c42\uff0c\u4ec5\u63d0\u4f9b\u4e0d\u540c\u538b\u7f29\u7387\u4e0b\u6a21\u578b\u6548\u679c\u7684\u76f8\u5bf9\u5173\u7cfb\u3002\u6839\u636e entropy law \u9884\u6d4b\uff0c\u5047\u8bbe\u6bcf\u6b21\u589e\u91cf\u66f4\u65b0\u540e\u6570\u636e\u8d28\u91cf\u6ca1\u6709\u663e\u8457\u4e0b\u964d\uff0c\u53ef\u4ee5\u9884\u671f\u968f\u7740<mark data-type=\"tech_tasks\" data-id=\"675e028b-be34-4832-85ce-27db5809a2be\">\u6570\u636e\u538b\u7f29<\/mark>\u7387\u7684\u964d\u4f4e\uff0c\u6a21\u578b\u6027\u80fd\u4f1a\u6709\u6240\u63d0\u5347\u3002\u8fd9\u4e00\u9884\u6d4b\u4e0e\u56fe\u4e2d\u6570\u636e\u7248\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-23a2834ce51a25fa85936e50891088fa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-23a2834ce51a25fa85936e50891088fa.png\"><\/a>\u5230<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2790260d2d649b5160ed6283e22bda33.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2790260d2d649b5160ed6283e22bda33.png\"><\/a>\u7684\u7ed3\u679c\u4e00\u81f4\u3002\u7136\u800c\uff0c\u6570\u636e\u7248\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2c3e88fbcafbb267152f0d3c8d8c9dbd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2c3e88fbcafbb267152f0d3c8d8c9dbd.png\"><\/a>\u663e\u793a\u51fa\u635f\u5931\u548c<mark data-type=\"tech_tasks\" data-id=\"675e028b-be34-4832-85ce-27db5809a2be\">\u6570\u636e\u538b\u7f29<\/mark>\u7387\u7684\u5f02\u5e38\u589e\u52a0\uff0c\u8fd9\u9884\u793a\u4e86\u7531\u4e8e\u8bad\u7ec3\u6570\u636e\u4e00\u81f4\u6027\u4e0b\u964d\u5bfc\u81f4\u7684\u6a21\u578b\u6027\u80fd\u4e0b\u964d\u7684\u6f5c\u5728\u53ef\u80fd\u3002\u8fd9\u4e00\u9884\u6d4b\u901a\u8fc7\u968f\u540e\u7684\u6a21\u578b\u6027\u80fd\u8bc4\u4f30\u8fdb\u4e00\u6b65\u5f97\u5230\u8bc1\u5b9e\u3002\u56e0\u6b64\uff0centropy law \u53ef\u4ee5\u4f5c\u4e3a LLM \u8bad\u7ec3\u7684\u6307\u5bfc\u539f\u5219\uff0c\u65e0\u9700\u5728\u5b8c\u6574\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u6a21\u578b\u76f4\u5230<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\uff0c\u4fbf\u53ef\u9884\u6d4b LLM \u8bad\u7ec3\u5931\u8d25\u7684\u6f5c\u5728\u98ce\u9669\u3002\u9274\u4e8e\u8bad\u7ec3 LLM \u7684\u9ad8\u6602\u6210\u672c\uff0c\u8fd9\u4e00\u70b9\u5c24\u5176\u91cd\u8981\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b55295553144be705ca9f908ef0dea62.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b55295553144be705ca9f908ef0dea62.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 4<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-22-12\" target=\"_blank\">\u4e2d\u79d1\u5927\u8054\u5408\u534e\u4e3a\u8bfa\u4e9a\u63d0\u51faEntropy Law\uff0c\u63ed\u79d8\u5927\u6a21\u578b\u6027\u80fd\u3001\u6570\u636e\u538b\u7f29\u7387\u4ee5\u53ca\u8bad\u7ec3\u635f\u5931\u5173\u7cfb<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4e2d\u79d1\u5927\u8054\u5408\u534e\u4e3a\u8bfa\u4e9a\u63d0\u51fa [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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