{"id":36055,"date":"2025-01-05T02:00:13","date_gmt":"2025-01-04T18:00:13","guid":{"rendered":"https:\/\/17aitech.com\/?p=36055"},"modified":"2025-01-05T02:00:13","modified_gmt":"2025-01-04T18:00:13","slug":"neurips-2024-transformer%e9%95%bf%e5%ba%a6%e5%a4%96%e6%8e%a8%ef%bc%8c%e5%85%a8%e6%96%b0%e4%bd%8d%e7%bd%ae%e7%bc%96%e7%a0%81dape%e5%a4%a7%e5%b9%85%e6%8f%90%e5%8d%87%e6%a8%a1%e5%9e%8b%e6%80%a7","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36055","title":{"rendered":"NeurIPS 2024 | Transformer\u957f\u5ea6\u5916\u63a8\uff0c\u5168\u65b0\u4f4d\u7f6e\u7f16\u7801DAPE\u5927\u5e45\u63d0\u5347\u6a21\u578b\u6027\u80fd"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-12\" target=\"_blank\">NeurIPS 2024 | Transformer\u957f\u5ea6\u5916\u63a8\uff0c\u5168\u65b0\u4f4d\u7f6e\u7f16\u7801DAPE\u5927\u5e45\u63d0\u5347\u6a21\u578b\u6027\u80fd<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9ff75aa2f9a66563b38e3e7991cfc943.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9ff75aa2f9a66563b38e3e7991cfc943.png\"><\/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\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\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>\u672c\u7bc7\u8bba\u6587\u5df2\u88abNeurIPS 2024\u63a5\u6536\uff0c\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\u90d1\u4f20\u9633\u6765\u81ea\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff0c\u5171\u540c\u4f5c\u8005\u5305\u62ec\u65b0\u52a0\u6ce2\u56fd\u7acb\u5927\u5b66\u9ad8\u4f0a\u676d\uff0c\u8bfa\u4e9a\u5b9e\u9a8c\u5ba4\u77f3\u6db5\u3001\u4efb\u6653\u54f2\u3001\u848b\u6b23\u3001\u674e\u9707\u56fd\uff0c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66 \u9ec4\u654f\u658c\u3001 \u674e\u9756\u7476\uff0c\u9999\u6e2f\u5927\u5b66\u718a\u749f\uff0c\u9999\u6e2f\u6d78\u4f1a\u5927\u5b66\u5434\u56fd\u5b9d\uff0c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u674e\u715c<\/strong><\/p>\n<p>\u5728\u5f53\u4eca\u7684\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0cTransformer \u6a21\u578b\u5df2\u6210\u4e3a\u89e3\u51b3\u8bf8\u591a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u7684\u6838\u5fc3\u3002\u7136\u800c\uff0cTransformer \u6a21\u578b\u5728\u5904\u7406\u957f\u6587\u672c\u65f6\u5e38\u5e38\u9047\u5230\u6027\u80fd\u74f6\u9888\u3002\u4f20\u7edf\u7684\u4f4d\u7f6e\u7f16\u7801\u65b9\u6cd5\uff0c\u5982\u7edd\u5bf9\u4f4d\u7f6e\u7f16\u7801\uff08APE\uff09\u548c\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\uff08RPE\uff09\uff0c\u867d\u7136\u5728\u8bb8\u591a\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5176\u56fa\u5b9a\u6027\u9650\u5236\u4e86\u5176\u5728\u5904\u7406\u8d85\u957f\u6587\u672c\u65f6\u7684\u9002\u5e94\u6027\u548c\u7075\u6d3b\u6027\u3002<\/p>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u4f4d\u7f6e\u7f16\u7801\u65b9\u6cd5\uff1aData-Adaptive Positional Encoding\uff08DAPE\uff09\u3002DAPE \u901a\u8fc7\u52a8\u6001\u8c03\u6574\u4f4d\u7f6e\u7f16\u7801\uff0c\u4f7f\u5176\u80fd\u591f\u6839\u636e\u8f93\u5165\u4e0a\u4e0b\u6587\u548c\u5b66\u4e60\u5230\u7684\u56fa\u5b9a\u5148\u9a8c\u8fdb\u884c\u81ea\u9002\u5e94\u8c03\u6574\u3002\u8fd9\u79cd\u521b\u65b0\u65b9\u6cd5\u4e0d\u4ec5\u4fdd\u7559\u4e86\u5c40\u90e8\u548c\u53cd\u5c40\u90e8\u4fe1\u606f\uff0c\u8fd8\u5728\u6a21\u578b\u8bad\u7ec3\u957f\u5ea6\u548c\u957f\u5ea6\u6cdb\u5316\u65b9\u9762\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u6027\u80fd\u3002\u76f8\u5173\u7814\u7a76\u6210\u679c\u5df2\u88ab NeurIPS 2024 \u6536\u5f55\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-31903eb5e19081b2da8ffa5c00d662a9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-31903eb5e19081b2da8ffa5c00d662a9.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740: https:\/\/arxiv.org\/abs\/2405.14722\u00a0<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u5730\u5740: https:\/\/github.com\/chuanyang-Zheng\/DAPE\u00a0<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u80cc\u666f\u4e0e\u6311\u6218<\/strong><\/p>\n<p>Transformer \u6a21\u578b\u7684\u6210\u529f\u79bb\u4e0d\u5f00\u5176\u5f3a\u5927\u7684\u5e8f\u5217\u5904\u7406\u80fd\u529b\uff0c\u4f46\u5728\u8d85\u51fa\u5176\u8bad\u7ec3\u957f\u5ea6\u65f6\uff0c\u5176\u6027\u80fd\u5f80\u5f80\u4f1a\u663e\u8457\u4e0b\u964d\u3002\u8fd9\u4e3b\u8981\u662f\u7531\u4e8e\u4f20\u7edf\u7684\u4f4d\u7f6e\u7f16\u7801\u65b9\u6cd5\uff08\u5982 APE \u548c RPE\uff09\u5728\u5904\u7406\u957f\u6587\u672c\u65f6\u7684\u56fa\u5b9a\u6027\u548c\u7f3a\u4e4f\u9002\u5e94\u6027\uff0c\u5bfc\u81f4\u6a21\u578b\u96be\u4ee5\u6709\u6548\u6355\u6349\u957f\u8ddd\u79bb\u7684\u4f9d\u8d56\u5173\u7cfb\u3002\u6700\u8fd1\u7684\u4e00\u4e9b\u5de5\u4f5c\uff08e.g. Kerple, FIRE, BiPE\uff09\u6307\u51fa transformer \u901a\u8fc7\u5408\u9002\u7684\u4f4d\u7f6e\u7f16\u7801\u53ef\u4ee5\u63d0\u5347\u6a21\u578b\u957f\u5ea6\u5916\u63a8\u7684\u80fd\u529b\uff0c\u4f46\u662f\u5728\u5916\u63a8\u957f\u5ea6\u8fbe\u5230\u8bad\u7ec3\u957f\u5ea6 (512) 16 \u500d (8192) \u7684\u65f6\u5019\uff0c\u4f9d\u7136\u51fa\u73b0\u4e86 perplexity \u7684\u4e0a\u5347\u3002\u76f8\u53cd\u7684\uff0cDAPE \u505a\u5230\u4e86\u5728 128 \u957f\u5ea6\u4e0a\u8bad\u7ec3\uff0c\u5728 8192 \u4e43\u81f3 16384 \u4e0a\u62ff\u5230\u4e86\u66f4\u4f4e\u7684\u56f0\u60d1\u5ea6\uff08perplexity\uff09\u3002<\/p>\n<p><strong>\u65b9\u6cd5<\/strong><\/p>\n<p><strong>Additive Relative Position Encoding<\/strong><\/p>\n<p>\u5bf9\u4e8e\u5927\u591a\u6570\u8fd9\u4e9b\u52a0\u6027\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\uff08RPE\uff09\u65b9\u6cd5\uff0c(softmax \u4e4b\u524d\u7684) \u6ce8\u610f\u529b logits \u7684\u8ba1\u7b97\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u516c\u5f0f\u7edf\u4e00\u8868\u793a\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-475249f942871fe18b0fca96c5eb7858.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-475249f942871fe18b0fca96c5eb7858.png\"><\/a>\uff0c\u5176\u4e2d\uff0c\u504f\u7f6e\u77e9\u9635<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0f8fb0120a52a8b1ea9a778c2943af3e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0f8fb0120a52a8b1ea9a778c2943af3e.png\"><\/a>\u7531\u4f4d\u7f6e\u7f16\u7801\u51fd\u6570 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e8b17af41777b41266d226b92c6a46b0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e8b17af41777b41266d226b92c6a46b0.png\"><\/a>\u751f\u6210\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-abf88326f052efd59f9bf70a6f1838a8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-abf88326f052efd59f9bf70a6f1838a8.png\"><\/a>\u7684 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-01ba523dc9cc24d29ff7cf526bbc86c7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-01ba523dc9cc24d29ff7cf526bbc86c7.png\"><\/a>\u9879\u5b9a\u4e49\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-631ee6f2e44c55e0134ccf9a227a1668.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-631ee6f2e44c55e0134ccf9a227a1668.png\"><\/a>\u3002<\/p>\n<p>\u4e0d\u540c\u7684b\u7684\u516c\u5f0f\u548c\u53c2\u6570\u5316\u65b9\u6cd5\u5bfc\u81f4\u4e86\u5404\u79cd RPE \u7684\u53d8\u4f53\u3002\u4e00\u4e9b\u652f\u6301\u4efb\u610f\u5e8f\u5217\u957f\u5ea6\u7684\u65b9\u6cd5\u5305\u62ec T5 \u7684 RPE\uff0cALiBi\uff0cKerple\uff0cSandwich\uff0c\u4ee5\u53ca FIRE\u3002\u52a0\u6027 RPE \u7684\u793a\u4f8b\u5305\u62ec\uff1a<\/p>\n<p>(1) ALiBi:<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6c29407702197414dcdc9bca55d4e380.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6c29407702197414dcdc9bca55d4e380.png\"><\/a>\uff0c\u5176\u4e2d\u6807\u91cf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-85b6a9feaf47ffd5488463296f8c4dba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-85b6a9feaf47ffd5488463296f8c4dba.png\"><\/a>\u4e3a\u8d85\u53c2\u6570\uff1b<\/p>\n<p>(2) Kerple:<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3fc03e823107957eaa92b16861015651.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3fc03e823107957eaa92b16861015651.png\"><\/a>\uff0c\u5176\u4e2d <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-397ab7c334d279a29d4f52bdb60e8d3a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-397ab7c334d279a29d4f52bdb60e8d3a.png\"><\/a>\u548c <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1db547d20640a4e2b55b76bb7c3640a6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1db547d20640a4e2b55b76bb7c3640a6.png\"><\/a>\u662f\u4e24\u4e2a\u53ef\u5b66\u4e60\u7684\u53c2\u6570\uff1b<\/p>\n<p>(3) FIRE:<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b52bbe90915c77a35774c23e335f19d4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b52bbe90915c77a35774c23e335f19d4.png\"><\/a>\uff0c\u5176\u4e2d\u4f4d\u7f6e\u7f16\u7801\u51fd\u6570 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3b30a000381ac504f57dfe09a88e38fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3b30a000381ac504f57dfe09a88e38fc.png\"><\/a>\u7531\u53c2\u6570 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-61e81e243de7ca11f5edca8ada487fc0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-61e81e243de7ca11f5edca8ada487fc0.png\"><\/a>\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0b27d4e5e3a39b6f8aadcc03dd90eff4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0b27d4e5e3a39b6f8aadcc03dd90eff4.png\"><\/a>\u662f\u4e00\u4e2a\u8f6c\u6362\u51fd\u6570\uff0c\u65e8\u5728\u4e3a\u5c40\u90e8\u4f4d\u7f6e\u5206\u914d\u66f4\u591a\u7684\u6a21\u578b\u80fd\u529b\u3002<\/p>\n<p><strong>\u4e4b\u524d\u65b9\u6cd5\u7684\u5c40\u9650<\/strong><\/p>\n<p>\u8fd9\u4e9b\u4f4d\u7f6e\u7f16\u7801\u7684\u5171\u540c\u7279\u5f81\u662f\u5b83\u4eec\u662f\u9884\u5b9a\u4e49\u4e14\u9759\u6001\u7684\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u4eec\u5728\u5404\u79cd\u4efb\u52a1\u548c\u6a21\u578b\u4e2d\u90fd\u662f\u56fa\u5b9a\u7684\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u5b83\u4eec\u65e0\u6cd5\u6709\u6548\u9002\u5e94\u4e0d\u540c\u7684\u8f93\u5165\u957f\u5ea6\u548c\u4e0a\u4e0b\u6587\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8fd1\u671f\u7684\u7814\u7a76\u63d0\u51fa\u4e86\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\u7684\u51fd\u6570\u63d2\u503c\u65b9\u6cd5\uff08FIRE\uff09\uff0c\u5b83\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u4ece\u8f93\u5165\u4f4d\u7f6e\u5230\u4f4d\u7f6e\u504f\u7f6e\u7684\u9690\u5f0f\u6620\u5c04\u8fdb\u884c\u5b66\u4e60\u3002\u5c3d\u7ba1 FIRE \u4f7f\u7528\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u6765\u5b66\u4e60\u4f4d\u7f6e\u5d4c\u5165\uff0c\u4f46\u8fd9\u4e9b\u5d4c\u5165\u5728\u8bad\u7ec3\u5b8c\u6210\u540e\u5728\u4e0d\u540c\u4efb\u52a1\u4e2d\u4ecd\u7136\u662f\u56fa\u5b9a\u7684\u3002\u4ece\u76f4\u89c2\u4e0a\u770b\uff0c\u6240\u5b66\u4e60\u7684\u9759\u6001\u4f4d\u7f6e\u7f16\u7801\uff08\u5982 Kerple \u548c FIRE\uff09\u662f\u6240\u6709\u8bad\u7ec3\u6837\u672c\u7684\u5e73\u5747\u6700\u4f18\u89e3\u3002\u56e0\u6b64\uff0c\u5c3d\u7ba1\u5b83\u4eec\u901a\u5e38\u662f\u6709\u6548\u7684\uff0c\u4f46\u5bf9\u4e8e\u4efb\u4f55\u7279\u5b9a\u5b9e\u4f8b\u6765\u8bf4\uff0c\u5b83\u4eec\u672c\u8d28\u4e0a\u662f\u6b21\u4f18\u7684\u3002\u8fd9\u79cd\u9759\u6001\u7279\u6027\u9650\u5236\u4e86\u5b83\u4eec\u5728\u8bad\u7ec3\u4e0a\u4e0b\u6587\u4ee5\u5916\u7684\u5404\u79cd\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u7075\u6d3b\u6027\u548c\u9002\u7528\u6027\u3002<\/p>\n<p><strong>Data-Adaptive Positional Encoding<\/strong><\/p>\n<p>\u672c\u6587\u53d7\u9759\u6001\u4f4d\u7f6e\u7f16\u7801\u5c40\u9650\u6027\u7684\u542f\u53d1\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u6570\u636e\u81ea\u9002\u5e94\u4f4d\u7f6e\u7f16\u7801\uff08DAPE\uff09\u65b9\u6cd5\u3002DAPE \u6839\u636e\u8bed\u4e49\u4fe1\u606f\uff08\u5982\u5f53\u524d\u7684\u6ce8\u610f\u529b\u503c\uff09\u548c\u4f4d\u7f6e\u4fe1\u606f\u52a8\u6001\u8c03\u6574\u4f4d\u7f6e\u7f16\u7801\u3002\u7531\u4e8e MLP \u5177\u6709\u666e\u9002\u903c\u8fd1\u80fd\u529b\uff0c\u672c\u6587\u91c7\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a5731c4ed22f2843eef9b9843bae7aff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a5731c4ed22f2843eef9b9843bae7aff.png\"><\/a>\u6765\u6839\u636e\u6ce8\u610f\u529b\u52a8\u6001\u8c03\u6574\u4f4d\u7f6e\u7f16\u7801\u3002\u6211\u4eec\u6ce8\u610f\u5230 DAPE \u4e0e\u6240\u6709\u52a0\u6027\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\u517c\u5bb9\uff0c\u5e76\u5728\u53ef\u89e3\u91ca\u6027\u548c\u6613\u4e8e\u5b9e\u73b0\u65b9\u9762\u5177\u6709\u4f18\u52bf\u3002\u6240\u63d0\u51fa\u7684 DAPE \u7ed3\u5408\u4e86\u8bed\u4e49\u4fe1\u606f\u548c\u4f4d\u7f6e\u4fe1\u606f\uff0c\u4f7f\u5f97\u4f4d\u7f6e\u7f16\u7801\u80fd\u591f\u6839\u636e\u8f93\u5165\u6570\u636e\u8fdb\u884c\u81ea\u9002\u5e94\u8c03\u6574\u3002\u8fd9\u79cd\u9002\u5e94\u6027\u4f7f DAPE \u80fd\u591f\u514b\u670d\u9759\u6001\u7f16\u7801\u7684\u5c40\u9650\u6027\uff0c\u901a\u8fc7\u5bf9\u6bcf\u4e2a\u5177\u4f53\u8f93\u5165\u6570\u636e\u7684\u52a8\u6001\u8c03\u6574\uff0c\u5b9e\u73b0\u76f8\u5bf9\u6700\u4f18\u7684\u6027\u80fd\u3002\u636e\u6211\u4eec\u6240\u77e5\uff0c\u8fd9\u662f\u5728 Transformer \u67b6\u6784\u4e2d\u9996\u6b21\u5f15\u5165\u7684\u57fa\u4e8e\u6570\u636e\u8bed\u4e49\u4f9d\u8d56\u7684\u81ea\u9002\u5e94\u4f4d\u7f6e\u7f16\u7801\u65b9\u6cd5\u3002<\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u4f7f\u7528\u6ce8\u610f\u529b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2b914489088f379f9b631a239f440359.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2b914489088f379f9b631a239f440359.png\"><\/a>\u6765\u8868\u793a\u6ce8\u610f\u529b\u8bed\u4e49\u4fe1\u606f\uff0c\u4f7f\u7528\u4f4d\u7f6e\u504f\u7f6e\u77e9\u9635B\uff08\u4f8b\u5982 ALiBi, Kerple \u548c FIRE\uff09\u6765\u6355\u6349\u4f4d\u7f6e\u4fe1\u606f\u3002\u7136\u540e\uff0c\u6570\u636e\u81ea\u9002\u5e94 PE \u53ef\u8868\u793a\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5080ff549ace22112d6bd709d6ef697c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5080ff549ace22112d6bd709d6ef697c.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aed6e77af1539adace752e450249771e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aed6e77af1539adace752e450249771e.png\"><\/a>\u662f\u4e00\u4e2a\u9690\u5f0f\u51fd\u6570\uff0c\u5b83\u5c06\u8bed\u4e49\u548c\u4f4d\u7f6e\u4fe1\u606f\u6574\u5408\u4e3a\u6240\u9700\u7684\u4f4d\u7f6e\u7f16\u7801\u3002\u56e0\u6b64\uff0c\u7ed3\u5408 DAPE \u7684 softmax \u524d\u6ce8\u610f\u529b logit \u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d6ddf10b73704dd344e9de9c4fb5b509.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d6ddf10b73704dd344e9de9c4fb5b509.png\"><\/a><\/p>\n<p>\u8fd9\u91cc<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1c011fe2c8547518ba4fe532e2175c5c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1c011fe2c8547518ba4fe532e2175c5c.png\"><\/a>\u662f\u9010\u5143\u7d20\u51fd\u6570\u3002\u5b9e\u9645\u4e0a\uff0c\u6211\u4eec\u91c7\u7528\u4e00\u4e2a\u4e24\u5c42 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e40567bd751e91b1d7dfa173350399f3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e40567bd751e91b1d7dfa173350399f3.png\"><\/a>\u795e\u7ecf\u7f51\u7edc\u6765\u53c2\u6570\u5316<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c9f2e0932df6333fc4d904c081e16dab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c9f2e0932df6333fc4d904c081e16dab.png\"><\/a>\uff0c\u56e0\u4e3a\u5b83\u5177\u6709\u666e\u9002\u903c\u8fd1\u6027\u3002\u6240\u6709\u53c2\u6570\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u76f4\u63a5\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u3002\u8fd9\u79cd\u67b6\u6784\u5141\u8bb8 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8f2d2a8a9dc4d16d7f7bcf71822e88e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8f2d2a8a9dc4d16d7f7bcf71822e88e5.png\"><\/a>\u6839\u636e\u8f93\u5165\u4e0a\u4e0b\u6587\u52a8\u6001\u8c03\u6574\u4f4d\u7f6e\u5d4c\u5165\uff0c\u786e\u4fdd\u7f16\u7801\u65b9\u6cd5\u65e2\u5177\u6709\u81ea\u9002\u5e94\u6027\u53c8\u4f9d\u8d56\u4e8e\u8f93\u5165\u6570\u636e\u3002<\/p>\n<p>\u5728\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u4e2d\uff0cDAPE \u7684\u8bbe\u8ba1\u65e8\u5728\u6355\u6349 token \u4e4b\u95f4\u590d\u6742\u7684\u5173\u7cfb\u3002Arora et al. \u6307\u51fa aassociate recall \u5360\u636e\u4e86 Transformer \u6a21\u578b\u3001\u57fa\u4e8e RNN \u7684\u6a21\u578b\u548c\u5377\u79ef\u6a21\u578b\u4e4b\u95f4\u56f0\u60d1\u5ea6\uff08perplexity\uff09\u5dee\u5f02\u7684\u5927\u90e8\u5206\u3002\u6bd4\u5982\uff0c\u6211\u4eec\u8003\u8651\u4e00\u4e2a\u5728\u957f\u6bb5\u843d\u4e2d \u201cHakuna\u201d \u603b\u662f\u7d27\u8ddf \u201cMatata\u201d \u7684\u4e00\u81f4\u914d\u5bf9\u3002\u8fd9\u79cd\u6a21\u5f0f\u8868\u660e\u6a21\u578b\u5bf9\u4f4d\u7f6e\u4fe1\u606f\u7684\u4f9d\u8d56\u51cf\u5c11\uff0c\u800c\u66f4\u6ce8\u91cd\u589e\u5f3a\u8bcd\u5d4c\u5165\u7684\u76f8\u4f3c\u6027\uff0c\u4ece\u800c\u4f7f\u5f97 \u201cHakuna\u201d \u53ef\u4ee5\u6709\u6548\u5730\u4e0e\u524d\u9762\u7684 \u201cMatata\u201d \u8054\u7cfb\u8d77\u6765\u3002\u540c\u6837\uff0c\u5728\u6d89\u53ca\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u548c\u641c\u7d22\u7684\u4efb\u52a1\u4e2d\uff0c\u6ce8\u610f\u529b\u673a\u5236\u5e94\u8be5\u4f18\u5148\u8003\u8651\u8bed\u4e49\u76f8\u4f3c\u6027\uff0c\u800c\u4e0d\u662f\u88ab\u4e0e\u4f4d\u7f6e\u7f16\u7801\u76f8\u5173\u7684\u4fe1\u606f\u6240\u63a9\u76d6\uff0c\u56e0\u4e3a\u5728\u8f83\u957f\u8ddd\u79bb\u4e0a\u4f4d\u7f6e\u7f16\u7801\u7684\u76f8\u5173\u6027\u53ef\u80fd\u8f83\u4f4e\u3002\u56e0\u6b64\uff0cTransformer \u5e94\u80fd\u591f\u4fdd\u5b58\u4fe1\u606f\u800c\u4e0d\u53d7\u4f4d\u7f6e\u8ddd\u79bb\u7684\u8fc7\u5ea6\u5f71\u54cd\u3002\u76f8\u53cd\uff0c\u4e00\u4e2a\u6ee1\u610f\u7684 PE \u5e94\u8be5\u7ed3\u5408\u8bed\u4e49\u548c\u4f4d\u7f6e\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u57fa\u4e8e\u8bed\u4e49\u4f9d\u8d56\u7684\u4f4d\u7f6e\u7f16\u7801\u65b9\u6cd5\u662f\u66f4\u4f18\u7684\uff0c\u9884\u8ba1\u80fd\u591f\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p><strong>\u76f8\u6bd4\u4e8e\u4e4b\u524d\u7684\u65b9\u6cd5<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5a49d3ec21cdd699eb2fe917988e92c9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5a49d3ec21cdd699eb2fe917988e92c9.png\"><\/a><\/p>\n<p><strong>\u5728\u8bad\u7ec3\u957f\u5ea6\u5185\u66f4\u597d\u7684\u6548\u679c\u3002<\/strong>DAPE \u589e\u5f3a\u4e86\u5728\u5e8f\u5217\u957f\u5ea6\u5185\u90e8\u7684\u8868\u73b0\uff0c\u8868\u660e\u5176\u8f83\u4f4e\u7684\u56f0\u60d1\u5ea6\u53ef\u80fd\u6765\u81ea\u5bf9\u6574\u4e2a\u53e5\u5b50\u7684\u5145\u5206\u5229\u7528\uff0c\u800c\u4e0d\u662f\u5ffd\u89c6\u957f\u8ddd\u79bb\u4fe1\u606f\u3002\u4e0e ALiBi\u3001Kerple \u548c FIRE \u76f8\u6bd4\uff0c\u6539\u8fdb\u540e\u7684\u7248\u672c DAPE-ALiBi\u3001DAPE-Kerple \u548c DAPE-FIRE \u5728\u5e8f\u5217\u957f\u5ea6\u5185\u90e8\u7684\u8868\u73b0\u59cb\u7ec8\u663e\u8457\u66f4\u597d\u3002<strong>\u968f\u7740\u5e8f\u5217\u957f\u5ea6\u7684\u589e\u52a0\uff0cALiBi \u5f80\u5f80\u4ece\u5168\u5c40\u6ce8\u610f\u529b\u8fc7\u6e21\u5230\u51e0\u4e4e\u5c40\u90e8\u7684\u6ce8\u610f\u529b\uff0c\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48 ALiBi \u5728\u8bad\u7ec3\u957f\u5ea6\u5185\u7684\u8868\u73b0\u6bd4\u5927\u591a\u6570\u57fa\u7ebf\u5dee\uff0c\u4f46\u5728\u8d85\u51fa\u8bad\u7ec3\u957f\u5ea6\u540e\u8868\u73b0\u66f4\u597d\u7684\u539f\u56e0\u3002<\/strong>\u7ed3\u679c\u8868\u660e DAPE \u5728\u5e8f\u5217\u957f\u5ea6\u5185\u90e8\u7684\u4f18\u8d8a\u8868\u73b0\u5177\u6709\u7edf\u8ba1\u663e\u8457\u6027\uff0cp \u503c\u5c0f\u4e8e 0.05\u3002\u56e0\u6b64\uff0c\u5728\u4e0d\u540c\u8bad\u7ec3\u957f\u5ea6 (\u957f\u5ea6 128\uff0c512 \u4ee5\u53ca 1024) \u4e2d\u7684\u8868\u73b0\u8868\u660e\uff0cDAPE \u8f83\u4f4e\u7684\u56f0\u60d1\u5ea6\u662f\u7531\u4e8e\u5b83\u6709\u6548\u5229\u7528\u4e86\u6574\u4e2a\u5e8f\u5217\uff0c\u800c\u4e0d\u662f\u4ec5\u5173\u6ce8\u5c40\u90e8\u90e8\u5206\u5e76\u5ffd\u89c6\u957f\u8ddd\u79bb\u4fe1\u606f\u3002<\/p>\n<p><strong>\u5728\u957f\u5ea6\u5916\u63a8\u4e0a\u66f4\u597d\u7684\u6548\u679c<\/strong>\u3002\u4e0e ALiBi\u3001Kerple \u548c FIRE \u76f8\u6bd4\uff0cDAPE \u663e\u8457\u63d0\u5347\u4e86\u957f\u5ea6\u5916\u63a8\uff08length extrapolation\uff09\u6027\u80fd\u3002\u5728\u4e0d\u540c\u957f\u5ea6\u7684\u8bad\u7ec3\u548c\u8bc4\u4f30\u4e2d\uff0cDAPE-Kerple \u660e\u663e\u8d85\u8d8a Kerple \u7b49\u7ade\u4e89\u5bf9\u624b\u3002\u5728 Arxiv \u6570\u636e\u96c6\u4e0a\uff0c\u8bad\u7ec3\u957f\u5ea6\u4e3a 128 \u65f6\uff0cDAPE-Kerple \u5728\u8bc4\u4f30\u957f\u5ea6\u4e3a 8192 \u65f6\u8fbe\u5230\u4e86\u60ca\u4eba\u7684\u4f4e\u56f0\u60d1\u5ea6 5.00\uff0c\u800c Kerple \u7684\u56f0\u60d1\u5ea6\u4e3a 31.93\u3002\u540c\u6837\uff0c\u5728 Books3 \u6570\u636e\u96c6\u4e0a\uff0c\u8bad\u7ec3\u957f\u5ea6\u4e3a 512 \u65f6\uff0cDAPE-Kerple \u5728\u76f8\u540c\u7684\u6269\u5c55\u8bc4\u4f30\u957f\u5ea6\u4e0b\u7684\u56f0\u60d1\u5ea6\u4e3a 17.88\uff0c\u8fdc\u8fdc\u4f18\u4e8e Kerple \u7684 39.31\u3002\u8fd9\u4e9b\u7ed3\u679c\u8bc1\u660e\uff0cDAPE \u901a\u8fc7\u5176\u8bed\u4e49\u9002\u5e94\u6027\u548c\u7075\u6d3b\u6027\uff0c\u6301\u7eed\u63d0\u5347\u4e86\u8d85\u51fa\u8bad\u7ec3\u957f\u5ea6\u7684\u6027\u80fd\uff0c\u8d85\u8d8a\u4e86\u9759\u6001\u4f4d\u7f6e\u7f16\u7801\u65b9\u6cd5\u3002<\/p>\n<p><strong>\u5728\u66f4\u5927\u6a21\u578b\u4e0a\u4e0a\u4fdd\u6301\u66f4\u597d\u7684\u7ed3\u679c<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-148a0470589b68634155193fad312ef9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-148a0470589b68634155193fad312ef9.png\"><\/a><\/p>\n<p>DAPE \u5728\u66f4\u5927\u6a21\u578b\u4e0a\u6709\u6548\u3002\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u589e\u957f\uff08\u5982\u56fe 4 \u6240\u793a\uff09\uff0cDAPE \u5728\u6027\u80fd\u6307\u6807\u4e0a\u6301\u7eed\u5c55\u73b0\u51fa\u63d0\u5347\u3002\u5f53\u6a21\u578b\u89c4\u6a21\u4ece 125M \u589e\u52a0\u5230 350M \u65f6\uff0cDAPE-ALiBi \u5728\u8bc4\u4f30\u5e8f\u5217\u957f\u5ea6\u4e3a 8192\uff08\u8bad\u7ec3\u957f\u5ea6\u4e3a 512\uff09\u65f6\u7684\u56f0\u60d1\u5ea6\u663e\u8457\u4e0b\u964d\uff0c\u4ece 3.82 \u964d\u81f3 3.57\u3002\u8fd9\u4e9b\u6570\u503c\u660e\u663e\u5c0f\u4e8e\u539f\u59cb ALiBi \u7684\u56f0\u60d1\u5ea6\uff0cALiBi \u4ece 4.54 \u964d\u81f3 4.21\uff0c\u8868\u660e\u4e86 DAPE \u7684\u5f3a\u52b2\u6027\u80fd\u63d0\u5347\u3002\u6b64\u5916\uff0cDAPE-Kerple \u5927\u5e45\u51cf\u5c11\u4e86 Kerple \u7684\u56f0\u60d1\u5ea6\uff0c\u4ece\u6700\u521d\u7684 22.76 \u964d\u81f3\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684 3.43\u3002\u5728 2.7B \u548c 6.7B \u7684\u6a21\u578b\u4e0a\uff0cDAPE-Kerple \u4f9d\u7136\u53d6\u5f97\u4e86\u6700\u4f4e\u7684 perplexity\u3002\u8fd9\u4e9b\u7ed3\u679c\u8bc1\u5b9e\u4e86 DAPE \u5373\u4f7f\u5728\u6a21\u578b\u89c4\u6a21\u589e\u5927\u7684\u60c5\u51b5\u4e0b\u4ecd\u80fd\u4fdd\u6301\u5176\u6709\u6548\u6027\uff0c\u5e76\u7ee7\u7eed\u8868\u73b0\u51fa\u8272\uff0c\u4e3b\u8981\u5f97\u76ca\u4e8e\u5176\u91c7\u7528\u4e86\u8bed\u4e49\u81ea\u9002\u5e94\u7684\u4f4d\u7f6e\u7f16\u7801\u65b9\u6cd5\u3002<\/p>\n<p><strong>\u4e0d\u540c hidden dimension \u60c5\u51b5\u4e0b\u7684\u8868\u73b0<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d43ce4e6f3a135980d52ffe4ca0c1fa7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d43ce4e6f3a135980d52ffe4ca0c1fa7.png\"><\/a><\/p>\n<p>\u5373\u4f7f\u662f\u8f83\u5c0f\u7684 hidden dimension \u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ff1800772557ba9db886b87f69d92ac9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ff1800772557ba9db886b87f69d92ac9.png\"><\/a>\u4e5f\u80fd\u63d0\u5347\u6027\u80fd\u3002\u5b9e\u9a8c\u5728 ALiBi \u548c DAPE-ALiBi \u4e0a\u8fdb\u884c\u3002\u5982\u9644\u5f55\u56fe 6 \u6240\u793a\uff0c\u5f53\u8bad\u7ec3\u957f\u5ea6\u4e3a 128\uff0c\u4e14<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e497d8ab02033ff76f744ce8048f42b7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e497d8ab02033ff76f744ce8048f42b7.png\"><\/a>\u8bbe\u7f6e\u4e3a 4 \u65f6\uff0cDAPE-ALiBi \u5728\u8bc4\u4f30\u957f\u5ea6\u4e3a 128 \u65f6\u7684\u56f0\u60d1\u5ea6\u4e3a 8.25\uff0c\u5728\u8bc4\u4f30\u957f\u5ea6\u4e3a 8192 \u65f6\u4e3a 5.67\uff0c\u5747\u4f18\u4e8e ALiBi \u7684 8.31 \u548c 5.85\u3002\u4e0d\u8bba hiddien dimension \u8bbe\u7f6e\u4e3a 4\u300116\u300132 \u6216 64\uff0cDAPE \u7684\u6027\u80fd\u5728\u6240\u6709\u8bc4\u4f30\u957f\u5ea6\u4e0a\u90fd\u4f18\u4e8e\u539f\u59cb ALiBi\u3002\u8fd9\u8868\u660e\u5373\u4f7f\u4f7f\u7528\u8f83\u5c0f\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-82c63196b7d214bb9aae3720d06b63ad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-82c63196b7d214bb9aae3720d06b63ad.png\"><\/a>\uff0cDAPE \u4ecd\u7136\u5177\u6709\u6709\u6548\u6027\u3002<\/p>\n<p><strong>\u5173\u4e8e\u504f\u7f6e\u77e9\u9635 Bias Matrix \u7684\u6d88\u878d\u5b9e\u9a8c<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0afb0ace5b560bfae5731fc5fe151eee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0afb0ace5b560bfae5731fc5fe151eee.png\"><\/a><\/p>\n<p>\u6211\u4eec\u8fdb\u4e00\u6b65\u5bf9\u51fd\u6570 f \u8fdb\u884c\u4e86\u6d88\u878d\u7814\u7a76\uff0c\u8bc1\u660e f \u6709\u52a9\u4e8e\u589e\u5f3a\u504f\u7f6e\u77e9\u9635\u3002DAPE\uff08\u52a8\u6001\u4f4d\u7f6e\u7f16\u7801\uff09\u6539\u8fdb\u4e86\u504f\u7f6e\u77e9\u9635\uff0c\u4f7f\u5f97\u6700\u7ec8\u7684\u6ce8\u610f\u529b\u77e9\u9635<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-87eaa12b4ca530f1dfc76ddadcdabd8f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-87eaa12b4ca530f1dfc76ddadcdabd8f.png\"><\/a>\u5f97\u5230\u4e86\u63d0\u5347\uff0c\u800c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-42ee4cbcefff416c255be5912eb19b54.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-42ee4cbcefff416c255be5912eb19b54.png\"><\/a>\u7528\u4e8e\u8ba1\u7b97<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8b26ddb3087dee2512c1290aef254a3a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8b26ddb3087dee2512c1290aef254a3a.png\"><\/a>\u3002\u5bf9\u4e8e\u672a\u89c1\u8fc7\u7684\u4f4d\u7f6e\uff0c\u504f\u7f6e\u77e9\u9635 B \u90e8\u5206\u53ef\u4ee5\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5904\u7406\uff08FIRE \u5c06\u95ee\u9898\u8f6c\u5316\u4e3a\u63d2\u503c\uff09\uff0c\u4f46\u4e0d\u591f\u51c6\u786e\uff0c\u56e0\u6b64 DAPE \u901a\u8fc7\u6ce8\u610f\u529b\u5f97\u5206\u5e2e\u52a9\u589e\u5f3a\u504f\u7f6e\u77e9\u9635 B\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\u4e24\u70b9\uff1a1).<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3e4c8eab4e44a34f761a5f8225de553c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3e4c8eab4e44a34f761a5f8225de553c.png\"><\/a>\u4f18\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3f8a4d5901566358ce2c6ac5d46c4575.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3f8a4d5901566358ce2c6ac5d46c4575.png\"><\/a>\uff0c\u8fd9\u8868\u660e\u901a\u8fc7\u63d0\u9ad8\u504f\u7f6e\u77e9\u9635\u7684\u8868\u8fbe\u80fd\u529b\u53ef\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6548\u679c\uff1b2). DAPE \u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d068f028e5866fab5098b37a2178afb4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d068f028e5866fab5098b37a2178afb4.png\"><\/a>\u4f18\u4e8e\u7b80\u5355\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d766609ff926ca6efefb1657d9a14d0a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d766609ff926ca6efefb1657d9a14d0a.png\"><\/a>\uff0c\u8fd9\u8868\u660e\u4e0a\u4e0b\u6587\u81ea\u9002\u5e94\u662f\u91cd\u8981\u7684\u3002<\/p>\n<p><strong>\u5728 CHE \u57fa\u51c6\u4e0a\u7684\u8868\u73b0<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9ac1a1354fb1a808825d43e818142d9b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9ac1a1354fb1a808825d43e818142d9b.png\"><\/a><\/p>\n<p>DAPE \u5728\u9700\u8981\u4f4d\u7f6e\u4fe1\u606f\u7684\u4efb\u52a1\u4e2d\u8868\u73b0\u66f4\u597d\u3002DAPE\uff08\u4e0e Kerple \u548c FIRE \u7ed3\u5408\uff09\u5728 11 \u9879\u9700\u8981\u4f4d\u7f6e\u4fe1\u606f\u7684\u4efb\u52a1\u4e2d\u6709 10 \u9879\u8868\u73b0\u6700\u4f73\uff0c\u5e76\u5728 Solve Equation \u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u7b2c\u4e8c\u597d\u7684\u8868\u73b0\u3002\u8fd9\u51f8\u663e\u4e86 DAPE \u901a\u8fc7\u8bed\u4e49\u9002\u5e94\u6027\u5904\u7406\u9700\u8981\u4f4d\u7f6e\u4fe1\u606f\u7684\u4efb\u52a1\u7684\u6709\u6548\u6027\u3002<\/p>\n<p><strong>\u53ef\u89c6\u5316\u7ed3\u679c<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d807d277f680742b84c6c92d51f41eec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d807d277f680742b84c6c92d51f41eec.png\"><\/a><\/p>\n<p>DAPE \u5c55\u73b0 local pattern \u548c anti-local pattern. \u6211\u4eec\u5728\u56fe 1 \u4e2d\u7ed8\u5236\u4e86\u7b2c 8192 \u4e2a\u4f4d\u7f6e\u7684\u67e5\u8be2 token \u7684\u5b66\u4e60\u4f4d\u7f6e\u7f16\u7801\u504f\u7f6e\uff0c\u6db5\u76d6\u4e86\u6240\u9009\u5c42\u4e2d\u7684\u6240\u6709\u6ce8\u610f\u529b\u5934\u3002\u6211\u4eec\u60f3\u5f3a\u8c03 DAPE \u7684\u4e24\u4e2a\u7279\u70b9\u3002\u9996\u5148\uff0c\u4e0e\u56fa\u5b9a\u7684\u5c40\u90e8\u5f52\u7eb3\u504f\u7f6e\uff08\u5982 Kerple \u548c ALiBi\uff09\u76f8\u6bd4\uff0cDAPE \u7684\u504f\u7f6e\u77e9\u9635\u5728\u4e0d\u540c\u7684\u6ce8\u610f\u529b\u5934\u4e2d\uff0c\u80fd\u591f\u5b66\u4e60\u5230\u65e2\u5305\u542b\u5c40\u90e8\u6ce8\u610f\u529b\u6a21\u5f0f\uff0c\u53c8\u5305\u542b \u201c\u53cd\u5c40\u90e8\u201d \u6ce8\u610f\u529b\u6a21\u5f0f (DAPE Bias Head-8)\uff0c\u5f3a\u8c03\u66f4\u8fdc\u7684 key\uff08\u7c7b\u4f3c\u4e8e 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\u7684\u65b9\u6cd5\uff0c\u63d0\u9ad8\u5176\u8ba1\u7b97\u6548\u7387\u548c\u9002\u5e94\u6027\uff0c\u63a2\u7d22\u5176\u5728\u66f4\u591a\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6f5c\u529b\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-12\" target=\"_blank\">NeurIPS 2024 | Transformer\u957f\u5ea6\u5916\u63a8\uff0c\u5168\u65b0\u4f4d\u7f6e\u7f16\u7801DAPE\u5927\u5e45\u63d0\u5347\u6a21\u578b\u6027\u80fd<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:NeurIPS 202 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