{"id":4083,"date":"2022-07-02T22:07:55","date_gmt":"2022-07-02T14:07:55","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=4083"},"modified":"2022-07-02T22:07:55","modified_gmt":"2022-07-02T14:07:55","slug":"%e3%80%90neurips-2020%e3%80%91a-simple-language-model-for-task-oriented-dialogue","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/paper-deep-learning\/4083\/","title":{"rendered":"\u3010NeurIPS 2020\u3011A Simple Language Model for Task-Oriented Dialogue"},"content":{"rendered":"\n<p>&lt;GPT-2>\u3001&lt;\u7aef\u5230\u7aef>\u3001&lt;\u4efb\u52a1\u578b\u5bf9\u8bdd><\/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 href=\"http:\/\/arxiv.org\/abs\/2005.00796\">http:\/\/arxiv.org\/abs\/2005.00796<\/a><\/p>\n\n\n<h2 class=\"wp-block-heading\">\u6458\u8981<\/h2>\n\n\n<p>\u8be5\u8bba\u6587\u662f\u7b2c\u4e00\u4e2a\u5728\u7aef\u5230\u7aef\u4efb\u52a1\u578b\u5bf9\u8bdd\u4e0a\u8fbe\u5230SOTA\u7684\u6a21\u578b\u3002\u672c\u6587\u901a\u8fc7\u4f7f\u7528\u4e00\u4e9b\u5c31\u95f4\u9694\u7b26\u6765\u95f4\u9694\u8f93\u5165\u4fe1\u606f\uff0c\u4f7f\u7528\u6587\u672c\u751f\u6210\u6a21\u578b\u5e76\u91c7\u7528<strong>\u8d2a\u5fc3\u7b56\u7565<\/strong>\u4e00\u6b21\u6027\u7684\u8f93\u51fabelief state\u3001act state\u968f\u540e\u751f\u6210\u8fde\u8d2f\u7684\u6587\u672c\u3002\u540c\u65f6\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u7aef\u5230\u7aef\u6a21\u578b\u80fd\u591f\u907f\u514d\u591a\u6a21\u578b\u96c6\u6210\u6765\u5b8c\u6210\u4efb\u52a1\u578b\u5bf9\u8bdd\u65f6\u4ea7\u751f\u7684\u9519\u8bef\u4f20\u64ad\uff0c\u56e0\u6b64\u83b7\u5f97\u4e86\u66f4\u52a0\u4f18\u79c0\u7684\u7ed3\u679c\u3002<\/p>\n\n\n<p>\u8be5\u8bba\u6587\u7684\u4e3b\u8981\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n\n\n<ul><li>SimpleTOD\u662fDST\u751f\u6210\u6a21\u578b\u7684SOTA\u3002<\/li><li>SimpleTOD\u662f\u7b2c\u4e00\u4e2a\u5c06DST\u3001acton decision\u548c\u56de\u590d\u751f\u6210\u7edf\u4e00\u5230\u4e00\u8d77\u5e76\u83b7\u5f97SOTA\u7684\u7aef\u5230\u7aef\u6a21\u578b\u3002<\/li><li>\u5728\u4e00\u4e9b\u566a\u97f3\u6570\u636e\u4e2d\uff0cSimpleTOD\u7684\u8868\u73b0\u4f9d\u7136\u4e0d\u9519\u3002<\/li><li>\u8bc1\u660e\u4e86user\/system\u548cend token\u7684\u91cd\u8981\u6027\u3002<\/li><li>\u8bc1\u660e\u4e86\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u91cd\u8981\u6027\u3002<\/li><\/ul>\n\n\n<h2 class=\"wp-block-heading\">\u65b9\u6cd5<\/h2>\n\n\n<p>\u8bad\u7ec3\u9636\u6bb5\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=\"280\" src=\"\/wp-content\/uploads\/2022\/07\/image-4-1024x280.png\" alt=\"\" class=\"wp-image-4084\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-4-1024x280.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-4-300x82.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-4-768x210.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-4-1200x328.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-4.png 1338w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u5176\u5b9e\u5c31\u662f\u52064\u90e8\u5206\u7684\u62fc\u63a5\uff1a<\/p>\n\n\n<ul><li>\u8f93\u5165\u6587\u672cC\uff08\u5305\u542b\u7528\u6237\u548c\u7cfb\u7edf\u56de\u590d\u7684\u62fc\u63a5\uff0c\u4f7f\u7528\u6807\u8bc6\u7b26\u5206\u5272\uff09\u3002<\/li><li>belief state\uff08dialogue state\uff09 B\uff0c\u4e3a\u7f6e\u4fe1\u72b6\u6001\u3002<\/li><li>DB result  D\uff0c\u4e3a\u6570\u636e\u5e93\u67e5\u8be2\u7ed3\u679c\u3002<\/li><li>act state A\uff0c\u7cfb\u7edf\u7684\u884c\u4e3a\u72b6\u6001\u3002<\/li><\/ul>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"239\" src=\"\/wp-content\/uploads\/2022\/07\/image-10-1024x239.png\" alt=\"\" class=\"wp-image-4090\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-10-1024x239.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-10-300x70.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-10-768x180.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-10-1536x359.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-10-1200x281.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-10.png 1728w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u968f\u540e\u7531\u6a21\u578b\u751f\u6210\u56de\u590d\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"654\" height=\"74\" src=\"\/wp-content\/uploads\/2022\/07\/image-5.png\" alt=\"\" class=\"wp-image-4085\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-5.png 654w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-5-300x34.png 300w\" sizes=\"(max-width: 654px) 100vw, 654px\" \/><\/figure><\/div>\n\n\n<p>\u800c\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u5219\u662f\u5206\u9636\u6bb5\u751f\u6210\uff0c\u9996\u5148\u8f93\u5165\u4e0a\u4e0b\u6587C\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1018\" height=\"254\" src=\"\/wp-content\/uploads\/2022\/07\/image-6.png\" alt=\"\" class=\"wp-image-4086\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-6.png 1018w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-6-300x75.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-6-768x192.png 768w\" sizes=\"(max-width: 1018px) 100vw, 1018px\" \/><\/figure><\/div>\n\n\n<p>\u751f\u6210belief state\u540e\u8fdb\u884c\u6570\u636e\u5e93\u67e5\u8be2\uff0c\u5c06\u6570\u636e\u5e93\u7ed3\u679c\u7ee7\u7eed\u8f93\u5165\u5230\u6a21\u578b\u4e2d\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"307\" src=\"\/wp-content\/uploads\/2022\/07\/image-7-1024x307.png\" alt=\"\" class=\"wp-image-4087\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-7-1024x307.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-7-300x90.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-7-768x230.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-7-1200x359.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-7.png 1276w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u5728\u7ecf\u8fc7\u591a\u8f6e\u7684\u8fed\u4ee3\u540e\uff0c\u6700\u7ec8\u751f\u6210\u7cfb\u7edf\u56de\u590d\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"279\" src=\"\/wp-content\/uploads\/2022\/07\/image-8-1024x279.png\" alt=\"\" class=\"wp-image-4088\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-8-1024x279.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-8-300x82.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-8-768x209.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-8-1200x327.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-8.png 1330w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5176\u5b9e\u5c31\u662f\u4e00\u4e2a\u6bd4\u8f83\u7b80\u5355\u7684\u6587\u672c\u751f\u6210\u8fc7\u7a0b\uff0c\u53ea\u4e0d\u8fc7\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u9700\u8981\u9996\u5148\u8f93\u51fabelief state\u4ee5\u4f9b\u6570\u636e\u5e93\u67e5\u8be2\u4f7f\u7528\uff0c\u4f7f\u5f97\u6700\u7ec8\u7684\u751f\u6210\u6587\u672c\u5177\u6709\u6570\u636e\u5e93\u7ed3\u679c\u652f\u6301\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c<\/h2>\n\n\n<p>\u6a21\u578b\u65b9\u9762\uff0c\u672c\u6587\u4f7f\u7528\u4e86DistilGPT2\uff08GPT-2\u7684\u84b8\u998f\u7248\u672c\uff09\u4f5c\u4e3a\u6587\u672c\u751f\u6210\u6a21\u578b\u3002<\/p>\n\n\n<p> \u6570\u636e\u96c6\u65b9\u9762\uff0c\u672c\u6587\u4f7f\u7528\u4e86\u4efb\u52a1\u578bMultiWOZ(Multi-domain Wizard-of-Oz)\u4ee5\u53caMultiWOZ 2.1 \u4e24\u4e2a\u6570\u636e\u96c6\uff0c\u5176\u4e2dMultiWOZ 2.1 \u4eceMultiWOZ\u4e2d\u5220\u9664\u4e86\u4e00\u4e9b\u9519\u8bef\u7684belief state\u6807\u6ce8\u3002<\/p>\n\n\n<p>\u5728\u4e00\u4e9b\u5b9e\u9a8c\u7ec6\u8282\u4e0a\uff0c\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<h2 class=\"wp-block-heading\">\u7ed3\u679c<\/h2>\n\n\n<p>\u4e0b\u8868\u4e3a\u7cfb\u7edf\u5728MultiWOZ\u548cMultiWOZ 2.1 \u4e0a\u7684\u7ed3\u679c\u3002<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"377\" src=\"\/wp-content\/uploads\/2022\/07\/image-9-1024x377.png\" alt=\"\" class=\"wp-image-4089\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-9-1024x377.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-9-300x110.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-9-768x282.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-9-1536x565.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-9-1200x441.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2022\/07\/image-9.png 1876w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>Table2\u53ef\u4ee5\u770b\u51fa\uff0cSimpleTOD\u6574\u4f53\u6548\u679c\u4e0d\u9519\u3002\u4f46\u662f\u8fd9\u91cc\u6548\u679c\u6700\u597d\u7684\u662f\u4e0d\u4f7f\u7528DB\u7ed3\u679c\uff0c\u8fd9\u91cc\u505a\u51fa\u7684\u89e3\u91ca\u662f\u6570\u636e\u6574\u4f53\u8d28\u91cf\u8f83\u4f4e\uff0c\u5b58\u5728\u9519\u8bef\u6570\u636e\uff08\u63d0\u4f9b\u7684\u6570\u636e\u5e93\u4e2d\u5b9e\u4f53\u540d\u79f0\u6ca1\u6709\u5bf9\u9f50\uff09\uff0c\u56e0\u6b64\u9519\u8bef\u7684\u5b9e\u4f53\u540d\u4f1a\u5c06\u6574\u4f53\u6307\u6807\u62c9\u4f4e\u3002<\/p>\n\n\n<p>PS\uff1a\u4f46\u662f\u8fd9\u91cc\u7684\u8bc4\u6d4b\u65f6\uff0c\u5bf9\u4e8e\u5f53\u524d\u8f6e\u7684\u7ed3\u679c\u751f\u6210\uff0c\u4f1a\u4f7f\u7528\u4e0a\u4e00\u8f6e\u7684ground true\u4f5c\u4e3a\u8f93\u5165\uff0c\u800c\u4e0d\u662f\u4e0a\u4e00\u8f6e\u7684\u9884\u6d4b\u7ed3\u679c\uff0c\u76f8\u5f53\u4e8e\u6291\u5236\u4e86\u6a21\u578b\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u7684\u9519\u8bef\u4f20\u64ad\u3002\u8fd9\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u662f\u4e0d\u53ef\u80fd\u505a\u5230\u7684\uff0c\u56e0\u6b64\u9a8c\u8bc1\u7ed3\u679c\u76f8\u5bf9\u201c\u4e0d\u79d1\u5b66\u201d\u3002<\/p>\n\n\n<h2 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