{"id":4121,"date":"2022-07-06T00:36:46","date_gmt":"2022-07-05T16:36:46","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=4121"},"modified":"2022-07-06T00:36:46","modified_gmt":"2022-07-05T16:36:46","slug":"%e3%80%90acl-2022%e3%80%91multi-task-pre-training-for-plug-and-play-task-oriented-dialogue-system","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/paper-deep-learning\/4121\/","title":{"rendered":"\u3010ACL 2022\u3011Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System"},"content":{"rendered":"\n<p>&lt;T5&gt;\u3001&lt;\u5fae\u8c03&gt;\u3001&lt;\u4efb\u52a1\u578b\u5bf9\u8bdd&gt;<\/p>\n\n\n<p>\u8bba\u6587\u89e3\u8bfb\u4ec5\u4ee3\u8868\u4e2a\u4eba\u89c2\u70b9\uff0c\u624d\u758f\u5b66\u6d45\uff0c\u5982\u6709\u9519\u8bef\u6b22\u8fce\u6307\u6b63\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002<\/p>\n\n\n<p>\u8bba\u6587\u539f\u6587\uff1a<a rel=\"noreferrer noopener\" aria-label=\"http:\/\/arxiv.org\/abs\/2109.14739\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"http:\/\/arxiv.org\/abs\/2109.14739\" target=\"_blank\">http:\/\/arxiv.org\/abs\/2109.14739<\/a><\/p>\n\n\n<h2 class=\"wp-block-heading\">\u6458\u8981<\/h2>\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u5373\u63d2\u5373\u7528\u4efb\u52a1\u578b\u5bf9\u8bdd\u6a21\u578b\uff0c\u4e3b\u8981\u901a\u8fc7\u4f7f\u7528T5+prompt learning  [PS:\u8bf4\u9053prompt learning\uff0c\u63a8\u8350\u9605\u8bfb\uff1a<a rel=\"noreferrer noopener\" aria-label=\"\u8fd1\u4ee3\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u53d1\u5c55\u7684\u201c\u7b2c\u56db\u8303\u5f0f\u201d\u2014\u2014\u5218\u9e4f\u98de\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"https:\/\/zhuanlan.zhihu.com\/p\/395115779\" target=\"_blank\">\u8fd1\u4ee3\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u53d1\u5c55\u7684\u201c\u7b2c\u56db\u8303\u5f0f\u201d\u2014\u2014\u5218\u9e4f\u98de<\/a>] \uff0c\u901a\u8fc7\u5728\u540c\u4e00\u4e2aT5\u6a21\u578b\u4e0a\u5b8c\u6210\u591a\u4e2a\u5bf9\u8bdd\u4efb\u52a1\uff08\u6bd4\u5982TOD\u3001POL\u7b49\uff09\uff0c\u4f7f\u5f97\u6a21\u578b\u53ef\u4ee5\u5f97\u5230\u5145\u5206\u7684\u8bad\u7ec3\uff0c\u4ece\u800c\u83b7\u5f97\u8f83\u4e3a\u4f18\u79c0\u7684\u6548\u679c\u3002<\/p>\n\n\n<p>\u6574\u4f53\u6765\u770b\uff0c\u672c\u6587\u521b\u9020\u6027\u7684\u5c1d\u8bd5\u4e86\u591a\u4e2a\u4efb\u52a1\u4e00\u4e2a\u6a21\u578b\uff0c\u5e76\u4f7f\u7528prompt\u6765\u8fdb\u884c\u4efb\u52a1\u533a\u5206\uff0c\u83b7\u5f97\u4e86SOTA\u3002\u5e76\u4e14PPTOD\u5728\u4f4e\u6570\u636e\u91cf\u4e0b\u7684\u8868\u73b0\u4f9d\u7136\u8f83\u4e3a\u51fa\u8272\u3002\u4f46\u662f\u6709\u4e00\u4e9b\u5b9e\u9a8c\u7ed3\u679c\u672c\u4eba\u6709\u4e00\u4e9b\u8d28\u7591\u3002<\/p>\n\n\n<p>\u672c\u6587\u7684\u4e3b\u8981\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n\n\n<ul><li>\u63d0\u51fa\u4e86\u4e00\u4e2a\u5f02\u6784\u7684\u751f\u6210\u6a21\u578b\uff0c\u53ef\u4ee5\u8282\u7701\u751f\u6210\u65f6\u95f4\uff08\u5b58\u7591\uff09<\/li><li>\u5728\u5168\u91cf\u4e0e\u4f4e\u6570\u636e\u91cf\u4e0b\u5747\u8fbe\u5230\u4e86SOTA<\/li><\/ul>\n\n\n<h2 class=\"wp-block-heading\">\u65b9\u6cd5<\/h2>\n\n\n<p>\u672c\u6587\u65b9\u6cd5\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u4f7f\u7528T5\u4f5c\u4e3aPPTOD\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u533a\u5206\u4e86\u56db\u79cd\u4efb\u52a1\uff0c\u5206\u522b\u4e3a\uff1a<\/p>\n\n\n<ul><li>\u751f\u6210beilef state<\/li><li>\u751f\u6210act state<\/li><li>\u5224\u522b\u7528\u6237intent<\/li><li>\u751f\u6210\u7cfb\u7edf\u56de\u590d<\/li><\/ul>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"341\" src=\"\/wp-content\/uploads\/2022\/07\/image-28-1024x341.png\" alt=\"\" class=\"wp-image-4122\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-28-1024x341.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-28-300x100.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-28-768x255.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-28-1536x511.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-28-2048x681.png 2048w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-28-1200x399.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-28-1980x658.png 1980w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u5176\u4e2d\u8fd9\u56db\u4e2a\u4efb\u52a1\u90fd\u5728\u6700\u5f00\u59cb\u62fc\u63a5\u4e0a\u5bf9\u5e94\u7684prompt\u63d0\u793a\u4ee5\u589e\u5f3a\u6548\u679c\uff08\u5177\u4f53\u63d0\u793a\u8bcd\u89c1\u4e0a\u56fe\uff09\u3002<\/p>\n\n\n<p>\u8fd9\u56db\u4e2a\u4efb\u52a1\u53ef\u4ee5\u4f7f\u7528\u5404\u81ea\u76f8\u5173\u7684\u6570\u636e\u96c6\uff0c\u5e76\u4e14\u90fd\u8bad\u7ec3\u540c\u4e00\u4e2a\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u56e0\u6b64\u5171\u4eab\u7684\u53c2\u6570\u4e0e\u5171\u4eab\u7684\u6570\u636e\u6709\u5229\u4e8e\u6a21\u578b\u66f4\u597d\u7684\u7406\u89e3\u6570\u636e\u96c6\u3002<\/p>\n\n\n<p>\u540c\u65f6\uff0c\u5bf9\u4e8e\u8bc6\u522b\u7528\u6237intent\uff08\u610f\u5411\uff09\uff0c\u53ef\u4ee5\u548c\u6587\u672c\u751f\u6210\u4efb\u52a1\u5e76\u884c\uff0c\u4ece\u800c\u8282\u7701\u4e86\u7cfb\u7edf\u65f6\u95f4\u5f00\u9500\uff08<strong>\u8fd9\u91cc\u6211\u5c31\u6709\u7b2c\u4e00\u4e2a\u7591\u95ee\u4e86\u3002\u3002\u4ece\u54ea\u513f\u8282\u7701\u7684\uff0c\u5176\u4ed6\u7684\u5bf9\u8bdd\u7cfb\u7edf\uff08\u5373\u4f7f\u662f\u4e32\u884c\u7cfb\u7edf\uff09\u4e5f\u5e76\u6ca1\u6709intent\u8fd9\u4e2a\u6b65\u9aa4\u554a\u3002\u3002<\/strong>\uff09<\/p>\n\n\n<p>\u4e4b\u6240\u4ee5\u5b58\u7591\u662f\u56e0\u4e3a\u5e38\u89c4\u7684\u7aef\u5230\u7aef\u5bf9\u8bdd\u7cfb\u7edf\uff08\u4f7f\u7528db\u4fe1\u606f\uff09\uff0c\u5982\u679c\u662f\u4f7f\u7528MultiWOZ\u8fd9\u7c7b\u7684belief state -&gt;db state -&gt; act state -&gt; response \u7684\u90a3\u672c\u6587\u7684\u751f\u6210\u7b56\u7565\u4e5f\u4f9d\u7136\u9700\u8981belief state -&gt; db state -&gt; act state -&gt; response \uff0c\u5e76\u6ca1\u6709\u51cf\u5c11\u6b65\u9aa4\uff0c\u4e0a\u6587\u8bf4\u7684intent\u53ef\u4ee5\u5e76\u884c\u4f46\u662f\u4e4b\u524d\u7684\u6a21\u578b\u4e5f\u6ca1\u3002\u3002\u8fd9\u4e2a\u6b65\u9aa4\u54c7\u3002<\/p>\n\n\n<p>\u5982\u679c\u662f\u7c7b\u4f3c\u4e8eTicketTalk\u8fd9\u79cdAPI call\u7684\u751f\u6210\u7b56\u7565\uff0c\u90a3\u4eba\u5bb6\u4ec5\u9700\u8981input -&gt; api call -&gt; response\uff0c\u8f6e\u6b21\u4e0a\u751a\u81f3\u6bd4PPTOD\u8981\u5c11\u3002<\/p>\n\n\n<p>\u800c\u5bf9\u4e8e\u4e0d\u4f7f\u7528db\u4fe1\u606f\uff0cPPTOD\u5012\u662f\u786e\u5b9e\u53ef\u4ee5\u5e76\u884c\u8f93\u51fabeilef state\u3001act state\u548cresponse\u3002\u786e\u5b9e\u4f1a\u8282\u7701\u4e00\u4e9b\u65f6\u95f4\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c<\/h2>\n\n\n<p>\u6700\u7ec8\u7ed3\u679c\u8bc4\u4f30\u91c7\u7528\u4e09\u4e2a\u6307\u6807\uff1a<\/p>\n\n\n<ul><li>Inform\uff0c\u7528\u6765\u5ea6\u91cf\u7cfb\u7edf\u63d0\u4f9b\u7684\u5b9e\u4f53\u51c6\u786e\u7387\u3002<\/li><li>Success\uff0c\u7528\u6765\u5ea6\u91cf\u7cfb\u7edf\u662f\u5426\u80fd\u591f\u56de\u7b54\u7528\u6237\u6240\u6709\u7684\u8bf7\u6c42\u3002<\/li><li>BLEU\uff0c\u7528\u6765\u5ea6\u91cf\u7cfb\u7edf\u751f\u6210\u54cd\u5e94\u7684\u6d41\u7545\u7a0b\u5ea6\u3002<\/li><\/ul>\n\n\n<p>\u6574\u4f53\u7684\u8bc4\u4ef7\u6307\u6807\u91c7\u7528<strong>BLEU+0.5*\uff08Inform+Success\uff09<\/strong>\u3002<\/p>\n\n\n<p>\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u4f7f\u7528T5\uff0c\u5e76\u4f7f\u7528\u4e8612\u4e2a\u6570\u636e\u96c6\u5171\u8ba12.3M\u4e2a\u5bf9\u8bdd\u8fdb\u884c\u5fae\u8c03\u3002\uff08<strong>\u8fd9\u91cc\u6211\u5c31\u6709\u7b2c\u4e8c\u4e2a\u7591\u95ee\u4e86\uff0c\u9996\u51482.3M\u7684\u5fae\u8c03\u8fc7\u4e8e\u8c6a\u534e\uff0c\u5176\u6b21\u5fae\u8c03\u6570\u636e\u96c6\u4e2d\u5305\u542b\u4e86\u968f\u540e\u8dd1SOTA\u9a8c\u8bc1\u7684MultiWOZ\u6570\u636e\u96c6\uff0c\u4f7f\u7528\u8dd1\u6307\u6807\u7684\u6570\u636e\u96c6\u8fdb\u884c\u5fae\u8c03\u7b97\u4e0d\u7b97\u4f5c\u5f0a\uff1f\u867d\u7136\u6211\u6ce8\u610f\u5230\uff0c\u50cfSOLOIST\u786e\u5b9e\u4f7f\u7528\u4e86MultiWOZ\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u4f46\u662f\u5176\u4ed6\u6a21\u578b\u5e76\u6ca1\u6709\u4f7f\u7528MultiWOZ\u8fdb\u884c\u5fae\u8c03\uff09<\/strong><\/p>\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u679c&amp;\u5206\u6790<\/h2>\n\n\n<p>PPTOD\u7684\u7ed3\u679c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"477\" src=\"\/wp-content\/uploads\/2022\/07\/image-29-1024x477.png\" alt=\"\" class=\"wp-image-4123\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-29-1024x477.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-29-300x140.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-29-768x357.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-29-1536x715.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-29-2048x953.png 2048w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-29-1200x558.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-29-1980x921.png 1980w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>PPTOD small base large\u5206\u522b\u4f7f\u7528\u4e86T5-small base \u548clarge\uff0c\u5206\u522b\u5305\u542b60M\uff0c220M\u548c770M\uff08<strong>\u524d\u9762\u662f\u539f\u6587\u6570\u636e\u3002google research\u7684github\u7684\u6570\u636e\u5206\u522b\u4e3a77M\u3001250M\u3001800M\u3002\u3002\u662f\u6211\u9b54\u6014\u4e86\u5417\uff1f\u4e3a\u5565\u611f\u89c9\u54ea\u91cc\u90fd\u6709\u95ee\u9898\uff0c\u8fd8\u662f\u8fd9\u91cc\u53bb\u6389\u4e86\u54ea\u90e8\u5206\u3002\u3002\u4f46\u662f\u8bba\u6587\u91cc\u5e76\u6ca1\u63d0<\/strong>\uff09\u3002<\/p>\n\n\n<blockquote class=\"wp-block-quote\"><p>These three models are initialized with T5-small, T5-base, and T5-large models (Raffel et al., 2020) that contain \u223c60M, \u223c220M, and \u223c770M parameters, respectively.<\/p><\/blockquote>\n\n\n<p>\u53ef\u4ee5\u770b\u5230PPTOD-base\u7684\u6548\u679c\u8981\u597d\u4e00\u4e9b\u3002<\/p>\n\n\n<p><strong>\u8fd9\u91cc\u6211\u53c8\u6709\u7b2c\u4e09\u4e2a\u7591\u95ee\u4e86\uff0c\u4e0a\u8868UBAR\u7684\u6307\u6807\u8bf4\u660e\u5982\u4e0b\uff1a<\/strong><\/p>\n\n\n<blockquote class=\"wp-block-quote\"><p>\u2020: the models require the history of oracle dialogue states when making predictions at current turn. \u2021: UBAR scores are acquired with the author-released 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