{"id":9696,"date":"2024-07-31T21:05:36","date_gmt":"2024-07-31T13:05:36","guid":{"rendered":"https:\/\/17aitech.com\/?p=9696"},"modified":"2024-08-13T03:04:04","modified_gmt":"2024-08-12T19:04:04","slug":"acl-2024-%e6%8f%90%e5%8d%87%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%8c%81%e7%bb%ad%e5%ad%a6%e4%b9%a0%e6%80%a7%e8%83%bd%ef%bc%8c%e5%93%88%e5%b7%a5%e5%a4%a7%e3%80%81%e5%ba%a6%e5%b0%8f%e6%bb%a1%e6%8f%90%e5%87%ba","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=9696","title":{"rendered":"ACL 2024 | \u63d0\u5347\u5927\u6a21\u578b\u6301\u7eed\u5b66\u4e60\u6027\u80fd\uff0c\u54c8\u5de5\u5927\u3001\u5ea6\u5c0f\u6ee1\u63d0\u51fa\u5171\u4eab\u6ce8\u610f\u529b\u6846\u67b6SAPT"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-05-29-2\" target=\"_blank\" rel=\"noopener\">ACL 2024 | \u63d0\u5347\u5927\u6a21\u578b\u6301\u7eed\u5b66\u4e60\u6027\u80fd\uff0c\u54c8\u5de5\u5927\u3001\u5ea6\u5c0f\u6ee1\u63d0\u51fa\u5171\u4eab\u6ce8\u610f\u529b\u6846\u67b6SAPT<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-ec96f5127ba6f787ca0b04274d17c393.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-ec96f5127ba6f787ca0b04274d17c393.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<p><strong>\u672c\u8bba\u6587\u4f5c\u8005\u8d75\u4f1f\u7fd4\u662f\u54c8\u5c14\u6ee8\u5de5\u4e1a\u5927\u5b66\u793e\u4f1a\u8ba1\u7b97\u4e0e<mark data-type=\"tech_tasks\" data-id=\"197e8428-4002-4317-a18f-993da43b426f\">\u4fe1\u606f\u68c0\u7d22<\/mark>\u7814\u7a76\u4e2d\u5fc3 2021 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https:\/\/circle-hit.github.io\/<\/strong><\/p>\n<p>\u5728\u5927\u6a21\u578b\u5b9e\u9645\u90e8\u7f72\u843d\u5730\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5982\u4f55\u8d4b\u4e88\u5927\u6a21\u578b\u6301\u7eed\u5b66\u4e60\u7684\u80fd\u529b\u662f\u4e00\u4e2a\u81f3\u5173\u91cd\u8981\u7684\u6311\u6218\u3002\u8fd9\u4f7f\u5176\u80fd\u591f\u52a8\u6001\u9002\u5e94\u65b0\u7684\u4efb\u52a1\u5e76\u4e0d\u65ad\u83b7\u5f97\u65b0\u7684\u77e5\u8bc6\u3002\u5927\u6a21\u578b\u7684\u6301\u7eed\u5b66\u4e60\u4e3b\u8981\u9762\u4e34\u4e24\u4e2a\u91cd\u5927\u6311\u6218\uff0c\u5206\u522b\u662f\u707e\u96be\u6027\u9057\u5fd8\u548c\u77e5\u8bc6\u8fc1\u79fb\u3002\u707e\u96be\u6027\u9057\u5fd8\u662f\u6307\u6a21\u578b\u5728\u5b66\u4e60\u65b0\u4efb\u52a1\u65f6\uff0c\u4f1a\u5fd8\u8bb0\u5176\u5df2\u638c\u63e1\u7684\u65e7\u4efb\u52a1\u3002\u77e5\u8bc6\u8fc1\u79fb\u5219\u6d89\u53ca\u5230\u5982\u4f55\u5728\u5b66\u4e60\u65b0\u4efb\u52a1\u65f6\u6709\u6548\u5730\u5e94\u7528\u65e7\u4efb\u52a1\u7684\u77e5\u8bc6\u6765\u63d0\u5347\u65b0\u4efb\u52a1\u5b66\u4e60\u7684\u6548\u679c\u3002<\/p>\n<p>\u4e3a\u4e86\u6709\u6548\u5e94\u5bf9\u4ee5\u4e0a\u96be\u9898\uff0c\u54c8\u5de5\u5927\u8054\u5408\u5ea6\u5c0f\u6ee1\u63a8\u51fa\u9488\u5bf9\u5927\u6a21\u578b\u7684\u5171\u4eab\u6ce8\u610f\u529b\u6301\u7eed\u5b66\u4e60\u6846\u67b6 SAPT\uff0c\u76f8\u5e94\u8bba\u6587\u5df2\u88ab<mark data-type=\"tech_tasks\" data-id=\"c8ff5114-6cbb-49ca-8a89-3ee2826be0b4\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\u9876\u7ea7\u4f1a\u8bae ACL 2024 \u63a5\u6536\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-60ecbd8e1431ba2e73c4b738d3b167da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-60ecbd8e1431ba2e73c4b738d3b167da.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\uff1aSAPT: A Shared Attention Framework for Parameter-Efficient Continual Learning of Large Language Models<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2401.08295<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u7814\u7a76\u52a8\u673a<\/strong><\/p>\n<p>\u73b0\u6709\u9762\u5411\u5927\u6a21\u578b\u7684\u6301\u7eed\u5b66\u4e60\u7684\u5de5\u4f5c\u5927\u90fd\u57fa\u4e8e<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u9ad8\u6548\u5fae\u8c03 (Parameter-Efficient Tuning, PET) \u800c\u5f00\u5c55\uff0c\u5e76\u4e14\u53ef\u4ee5\u88ab\u62bd\u8c61\u4e3a\u7531\u5b66\u4e60\u6a21\u5757\u548c\u9009\u62e9\u6a21\u5757\u7ec4\u6210\u7684\u5de5\u4f5c\u6846\u67b6\u3002\u5982\u56fe 1 \u4e2d\u865a\u7ebf\u6240\u793a\uff0c\u5f53\u65b0\u4efb\u52a1<mark data-type=\"tech_tasks\" data-id=\"3f98582d-85e3-46aa-98b5-08c214824600\">\u5bf9\u8bdd\u751f\u6210<\/mark>\u5230\u8fbe\u65f6\uff0c\u5b66\u4e60\u6a21\u5757\u4f1a\u4e3a\u5176\u5206\u914d\u4e00\u4e2a\u5355\u72ec\u7684 PET \u5757\u6765\u5b66\u4e60\u4efb\u52a1\u7279\u5b9a\u7684\u77e5\u8bc6\uff0c\u7136\u540e\u5c06\u5176\u4fdd\u5b58\u5728 PET 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-ce1d4299fc8600a571f2d585216fb6b6.png\"><\/a>\u6bcf\u4e2a\u4efb\u52a1\u4f9d\u6b21\u800c\u6765\u3002\u6bcf\u4e2a\u4efb\u52a1<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-324627151dcb72ef0f9158f05124c79f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-324627151dcb72ef0f9158f05124c79f.png\"><\/a>\u5305\u542b\u4e00\u4e2a\u5355\u72ec\u7684\u76ee\u6807\u6570\u636e\u96c6\uff0c\u5176\u5927\u5c0f\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-e017a00b14130f3da5c79df4fca462fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-e017a00b14130f3da5c79df4fca462fd.png\"><\/a>\u3002\u5728\u4efb\u610f\u65f6\u95f4\u6b65 t\uff0c\u6a21\u578b\u4e0d\u4ec5\u9700\u8981\u638c\u63e1\u7b2c t \u4e2a\u4efb\u52a1\uff0c\u800c\u4e14\u8fd8\u8981\u4fdd\u6301\u5176\u5728\u4e4b\u524d\u6240\u6709\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u4e0d\u53d1\u751f\u660e\u663e\u8870\u51cf\u3002<\/p>\n<p>\u5728\u672c\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u6df1\u5165\u7814\u7a76\u66f4\u5177\u6311\u6218\u6027\u548c\u5b9e\u7528\u6027\u7684\u6301\u7eed\u5b66\u4e60\u8bbe\u5b9a\uff0c\u5373\u4e0d\u540c\u4efb\u52a1\u7684\u4efb\u52a1\u5e8f\u53f7\u4e0d\u53ef\u83b7\u53d6\uff1a\u5728\u6d4b\u8bd5\u9636\u6bb5\uff0c\u6a21\u578b\u9762\u5bf9\u8f93\u5165\u6837\u672c\u65f6\u4e0d\u77e5\u9053\u5b83\u4eec\u5c5e\u4e8e\u54ea\u4e2a\u7279\u5b9a\u4efb\u52a1\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-447ab089a07bdda39304bc42414c7744.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-447ab089a07bdda39304bc42414c7744.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1 \u5f53\u524d\u57fa\u4e8e\u5b66\u4e60\u6a21\u5757\u548c\u9009\u62e9\u6a21\u5757\u8fdb\u884c\u5927\u6a21\u578b\u6301\u7eed\u5b66\u4e60\u7684\u6982\u5ff5\u5316\u6846\u67b6\u3002\u5176\u4e2d\uff0c\u865a\u7ebf\u8868\u793a\u73b0\u6709\u5de5\u4f5c\u7684\u6d41\u7a0b\uff0c\u5b9e\u73b0\u8868\u793a\u672c\u5de5\u4f5c\u63d0\u51fa\u65b9\u6cd5\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002<\/sup><\/em><\/p>\n<p><strong>\u65b9\u6cd5\u4ecb\u7ecd<\/strong><\/p>\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u9488\u5bf9\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u5171\u4eab\u6ce8\u610f\u529b\u6301\u7eed\u5b66\u4e60\u6846\u67b6 SAPT\uff0c\u4e3a\u540c\u65f6\u5e94\u5bf9\u707e\u96be\u6027\u9057\u5fd8\u548c\u77e5\u8bc6\u8fc1\u79fb\u7684\u6311\u6218\u63d0\u4f9b\u4e86\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002SAPT \u7684\u6574\u4f53\u67b6\u6784\u7531\u4e24\u4e2a\u5173\u952e\u7ec4\u4ef6\u7ec4\u6210\uff0c\u5982\u56fe 2 \u6240\u793a\uff1a\u5171\u4eab\u6ce8\u610f\u529b\u5b66\u4e60\u4e0e\u9009\u62e9\u6a21\u5757\uff08SALS\uff09\u548c\u6ce8\u610f\u529b\u53cd\u601d\u6a21\u5757\uff08ARM\uff09\u3002\u5728 SALS \u4e2d\uff0c\u6ce8\u610f\u529b\u5b66\u4e60\uff08\u5b9e\u7ebf\uff09\u548c\u6ce8\u610f\u529b\u9009\u62e9\uff08\u865a\u7ebf\uff09\u901a\u8fc7\u5171\u4eab\u6ce8\u610f\u529b\u64cd\u4f5c\u5bf9\u9f50\u3002\u7136\u540e\u5728 ARM \u4e2d\uff0c\u6211\u4eec\u901a\u8fc7\u751f\u6210\u7684\u4f2a\u6837\u672c\u5e2e\u52a9 SALS \u56de\u5fc6\u6765\u81ea\u4ee5\u524d\u4efb\u52a1\u8f93\u5165\u5bf9\u5e94\u7684\u6b63\u786e\u7684\u6ce8\u610f\u529b<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-931351551b774e5de4ee88a8cbd315b3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-931351551b774e5de4ee88a8cbd315b3.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2 \u6211\u4eec\u63d0\u51fa\u7684 SAPT \u7684\u6574\u4f53\u67b6\u6784\uff0c\u6709\u5171\u4eab\u6ce8\u610f\u529b\u5b66\u4e60\u4e0e\u9009\u62e9\u6a21\u5757\uff08\u5de6\uff09\u548c\u6ce8\u610f\u529b\u53cd\u601d\u6a21\u5757\u6784\u6210\uff08\u53f3\uff09\u3002<\/sup><\/em><\/p>\n<p><strong>\u5171\u4eab\u6ce8\u610f\u529b\u5b66\u4e60\u4e0e\u9009\u62e9\u6a21\u5757\uff08SALS\uff09\uff1a<\/strong><\/p>\n<ul>\n<li>\n<p>\u6ce8\u610f\u529b\u5b66\u4e60\uff1a\u4e3a\u4e86\u83b7\u53d6\u6765\u81ea\u5148\u524d\u4efb\u52a1\u7684\u76f8\u5173\u77e5\u8bc6\uff0c\u5f53\u7b2c t \u4e2a\u4efb\u52a1\u5230\u8fbe\u65f6\uff0c\u901a\u8fc7 Query Projection \u5c42\u751f\u6210<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u5411\u91cf\u548c\u53ef\u5b66\u4e60\u7684\u952e\u503c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-c069d0f4b67e5ffad9addc30d1c912d5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-c069d0f4b67e5ffad9addc30d1c912d5.png\"><\/a>\u8fdb\u884c\u6ce8\u610f\u529b\u8fd0\u7b97\uff0c\u5c06\u6240\u6709\u4e4b\u524d\u7684 PET \u5757\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-50708a44b842caad45433eb2600c3900.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-50708a44b842caad45433eb2600c3900.png\"><\/a>\u548c\u5f53\u524d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-4e88f6a335c5abb0af3b13865a87f5cf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-4e88f6a335c5abb0af3b13865a87f5cf.png\"><\/a>\u901a\u8fc7\u52a0\u6743\u7ec4\u5408\u8fdb\u884c\u805a\u5408\uff0c\u7528\u4e8e\u7b2c t \u4e2a\u4efb\u52a1\u7684\u5b66\u4e60\u3002<\/p>\n<\/li>\n<li>\n<p>\u6ce8\u610f\u529b\u9009\u62e9\uff1a\u8be5\u90e8\u5206\u901a\u8fc7\u91cd\u590d\u6ce8\u610f\u529b\u5b66\u4e60\u65f6\u7684\u76f8\u540c\u7684\u6ce8\u610f\u529b\u8fc7\u7a0b\uff0c\u5f97\u5230\u73b0\u6709 PET \u5757\u5728\u6bcf\u4e2a\u8f93\u5165\u6837\u672c\u4e0a\u7684\u6700\u4f73\u7ec4\u5408\uff0c\u5e76\u7ed3\u5408\u5230 LLM \u4e0a\uff0c\u5b8c\u6210\u5bf9\u5f53\u524d\u6837\u672c\u7684\u6d4b\u8bd5\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u6ce8\u610f\u529b\u53cd\u601d\u6a21\u5757\uff08ARM\uff09\uff1a<\/strong><\/p>\n<p>\u7136\u800c\uff0c\u968f\u7740\u4f9d\u6b21\u800c\u6765\u7684\u65b0\u4efb\u52a1\u4e0d\u65ad\u66f4\u65b0 SALS \u4f1a\u5bfc\u81f4\u8be5\u6a21\u5757\u4ec5\u9488\u5bf9\u6700\u65b0\u4efb\u52a1\u8fdb\u884c\u6700\u4f73\u6ce8\u610f\u529b\u7ec4\u5408\uff0c\u4ece\u800c\u5bfc\u81f4\u5fd8\u8bb0\u4ee5\u524d\u4efb\u52a1\u76f8\u5e94\u7684\u6ce8\u610f\u529b\u7ec4\u5408\u7cfb\u6570\u3002\u7531\u6b64\uff0cARM \u6a21\u5757\u786e\u4fdd\u6765\u81ea\u5148\u524d\u4efb\u52a1\u7684\u8f93\u5165\u4ecd\u7136\u53ef\u4ee5\u6b63\u786e\u5730\u6267\u884c\u76f8\u5e94\u7684\u5171\u4eab\u6ce8\u610f\u529b\u64cd\u4f5c\uff0c\u4ee5\u8bc6\u522b\u6bcf\u4e2a\u4efb\u52a1\u7279\u5b9a\u7684 PET \u5757\u7684\u7ec4\u5408\u3002\u5177\u4f53\u65b9\u6cd5\u57fa\u4e8e\u751f\u6210\u5f0f\u56de\u653e\u5f97\u5230\u4f2a\u6837\u672c\uff0c\u7528\u6765\u5bf9 Query Projection \u5c42\u8fdb\u884c\u7ea6\u675f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-034128adf8bb20becd5f85c70d1d2b0b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-034128adf8bb20becd5f85c70d1d2b0b.png\"><\/a><\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u6211\u4eec\u57fa\u4e8e Prompt Tuning \u548c LoRA \u8fd9\u4e24\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u9ad8\u6548\u5fae\u8c03\u65b9\u6cd5\uff0c\u5728 SuperNI Benchmark\uff0cLong Sequence Benchmark \u4e24\u4e2a\u8bc4\u6d4b<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u8bc4\u4ef7\u6307\u6807\u4e3a\uff1a\u5e73\u5747\u6027\u80fd\uff08AP\uff09\u3001\u9057\u5fd8\u7387\uff08F.Ra\uff09\u3001\u524d\u5411\u8fc1\u79fb (FWT) \u4ee5\u53ca\u53cd\u5411\u8fc1\u79fb (BWT)\u3002\u5982\u8868 1 \u4e2d\u7ed3\u679c\u6240\u793a\uff0cSAPT \u5177\u6709\u6700\u9ad8\u7684 AP \u548c\u6700\u4f4e\u7684 F.Ra\uff0c\u8868\u660e\u5176\u80fd\u591f\u6709\u6548\u5e94\u5bf9\u707e\u96be\u6027\u9057\u5fd8\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5176\u5728 FWT \u548c BWT \u4e0a\u4e5f\u5177\u6709\u6700\u4f18\u7684\u8868\u73b0\uff0c\u4f53\u73b0\u51fa SAPT \u80fd\u591f\u5b9e\u73b0\u6709\u6548\u7684\u77e5\u8bc6\u8fc1\u79fb\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-61ef0a744648d7852ff8b1980e1120c8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-61ef0a744648d7852ff8b1980e1120c8.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8868 1 \u57fa\u4e8e T5-Large \u6a21\u578b\u5728\u4e24\u4e2a\u6301\u7eed\u5b66\u4e60<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u7684\u603b\u4f53\u7ed3\u679c<\/sup><\/em><\/p>\n<p>\u56fe 3 \u5c55\u793a\u4e86\u5728\u8bad\u7ec3\uff08\u5de6\u56fe\uff09\u548c\u6d4b\u8bd5\uff08\u53f3\u56fe\uff09\u671f\u95f4\u5171\u4eab\u6ce8\u610f\u529b\u7684\u5206\u5e03\u793a\u610f\u56fe\u3002\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230\uff1a\uff081\uff09PET \u5757\u7684\u5b66\u4e60\u548c\u9009\u62e9\u8fc7\u7a0b\u662f\u5b8c\u5168\u5bf9\u9f50\u7684\uff0c\u4e24\u4e2a\u70ed\u529b\u56fe\u51e0\u4e4e\u5177\u6709\u76f8\u540c\u7684\u5e03\u5c40\u3002\uff082\uff09\u77e5\u8bc6\u8fc1\u79fb\u786e\u5b9e\u53d1\u751f\u5728\u6ce8\u610f\u529b\u5b66\u4e60\u8fc7\u7a0b\u4e2d\uff0c\u4ee5\u5e2e\u52a9 SAPT \u83b7\u53d6\u65b0\u77e5\u8bc6\u3002\u8fd9\u4e9b\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86 SAPT \u5904\u7406\u707e\u96be\u6027\u9057\u5fd8\u548c\u77e5\u8bc6\u8fc1\u79fb\u7684\u6709\u6548\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-cce058e1a574f1f04295484b3bcf86b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-cce058e1a574f1f04295484b3bcf86b8.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-9fa0c4157fae868f23eb02888a27efd4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/frc-9fa0c4157fae868f23eb02888a27efd4.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 4 SAPT \u57fa\u4e8e\u4e0d\u540c\u89c4\u6a21\u7684 T5 \u6a21\u5757\u7684\u5b9e\u9a8c\u7ed3\u679c<\/sup><\/em><\/p>\n<p>\u6211\u4eec\u4e5f\u5c06\u57fa\u7840\u5927\u6a21\u578b\u62d3\u5c55\u5230\u4e86\u4e0d\u540c\u7684\u67b6\u6784\u3002\u56fe 5 \u5c55\u793a\u4e86\u57fa\u4e8e\u4e0d\u540c\u5927\u5c0f\u7684 T5 \u548c LLaMA-2 \u5728 SuperNI <mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0a\u7684 SAPT 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