{"id":4340,"date":"2023-04-17T21:31:15","date_gmt":"2023-04-17T13:31:15","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=4340"},"modified":"2023-04-17T21:31:16","modified_gmt":"2023-04-17T13:31:16","slug":"%e3%80%90%e8%ae%ba%e6%96%87%e3%80%91self-instruct-aligning-language-model-with-self-generated-instructions","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/paper-deep-learning\/4340\/","title":{"rendered":"\u3010\u8bba\u6587\u3011Self-Instruct: Aligning Language Model with Self Generated Instructions"},"content":{"rendered":"\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\n<p>\u8bba\u6587\u5730\u5740\uff1a<a rel=\"noreferrer noopener\" href=\"http:\/\/arxiv.org\/abs\/2212.10560\" target=\"_blank\">http:\/\/arxiv.org\/abs\/2212.10560<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1.\u52a8\u673a<\/h2>\n\n\n\n<p>\u7531\u4e8einstruction tuning\u4e25\u91cd\u4f9d\u8d56\u6307\u4ee4\u6570\u636e\uff0c\u800c\u4eba\u5de5\u7f16\u5199\u7684\u6307\u4ee4\u5728\u6570\u91cf\u3001\u591a\u6837\u6027\u548c\u521b\u9020\u529b\u65b9\u9762\u53d7\u5230\u4e86\u5f88\u5927\u7684\u9650\u5236\uff08\u4eba\u5de5\u521b\u9020\u7684\u6307\u4ee4\u548clabel\u5f80\u5f80\u662f\u5e38\u89c1NLP\u4efb\u52a1\uff0c\u591a\u6837\u6027\u5f88\u5dee\uff09\u3002\u56e0\u6b64\u672c\u6587<\/p>\n\n\n\n<ul><li>\u63d0\u51fa\u4e86self instruct\u53ef\u4ee5\u901a\u8fc7\u6784\u5efa\u4e00\u6279\u79cd\u5b50\u81ea\u52a8\u7684\u6784\u5efainstruct\u6570\u636e\uff0c\u5728GPT3\u4e0a\u8fbe\u5230\u4e86\u63a5\u8fd1instructGPT\u7684\u6548\u679c\u3002<\/li><li>\u8bc1\u660e\u4e86self instruct\u7684\u6709\u6548\u6027<\/li><li>\u5f00\u653e\u4e8652k\u7684instruct\u4ee5\u53ca82k\u7684\u6570\u636e\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">2.\u7ec6\u8282<\/h2>\n\n\n\n<p>\u7ed3\u6784\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"457\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-1024x457.png\" alt=\"\" class=\"wp-image-4341\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-1024x457.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-300x134.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-768x343.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-1536x685.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-2048x913.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p><strong>1.\u9996\u5148\u4eba\u5de5\u6784\u9020\u4e86175\u4e2a\u4efb\u52a1\u79cd\u5b50\u52a0\u5165Task Pool\u4e2d\u3002<\/strong><\/p>\n\n\n\n<p>eg\uff1aIs there anything I can eat for a breakfast that doesn&#8217;t include eggs, yet includes protein, and has roughly 700-1000 calories?<\/p>\n\n\n\n<p><strong>2.\u4eceTask Pool\u4e2d\u62bd\u53d68\u4e2ainstruct\u7ec4\u6210\u7684\u96c6\u5408\uff0c\u8f93\u5165\u5230\u6a21\u578b\u4e2d\uff0c\u8ba9\u5b83\u751f\u6210\u4e0b\u4e00\u4e2ainstruct\u3002<\/strong><\/p>\n\n\n\n<p>\u5176\u4e2d6\u4e2a\u4eba\u5de5seed\u548c2\u4e2a\u6a21\u578b\u751f\u6210\u7684\u7ed3\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"251\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-1-1024x251.png\" alt=\"\" class=\"wp-image-4342\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-1-1024x251.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-1-300x73.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-1-768x188.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-1-1536x376.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-1.png 2026w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"501\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-2-1024x501.png\" alt=\"\" class=\"wp-image-4343\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-2-1024x501.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-2-300x147.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-2-768x376.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-2-1536x752.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-2.png 1732w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>3.\u9a8c\u8bc1\u8be5instruct\u662f\u5426\u4e3a\u5206\u7c7b\u4efb\u52a1\u3002<\/strong><\/p>\n\n\n\n<p>\u4e4b\u6240\u4ee5\u9700\u8981\u533a\u5206\u5206\u7c7b\u4efb\u52a1\u548c\u751f\u6210\u4efb\u52a1\uff0c\u662f\u56e0\u4e3a\u6a21\u578b\u5bf9\u4e8e\u5206\u7c7b\u4efb\u52a1\uff0c\u4f1a\u66f4\u5bb9\u6613\u503e\u5411\u4e8e\u751f\u6210\u540c\u4e00\u4e2a\u6807\u7b7e\u7684\u6587\u672c\u3002\u56e0\u6b64\u8ba9\u6a21\u578b\u5148\u8f93\u51falabel\uff08output\uff09\uff0c\u5728\u8f93\u51fainput\u3002\u53ef\u4ee5\u6709\u6548\u7f13\u89e3\u8fd9\u4e00\u95ee\u9898\u3002\u800c\u5bf9\u4e8e\u5176\u4ed6\u7684NLG\u4efb\u52a1\uff0c\u53ef\u4ee5\u76f4\u63a5\u8f93\u51faoutput\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"603\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-3-1024x603.png\" alt=\"\" class=\"wp-image-4344\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-3-1024x603.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-3-300x177.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-3-768x453.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-3-1536x905.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-3.png 1704w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"517\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-4-1024x517.png\" alt=\"\" class=\"wp-image-4345\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-4-1024x517.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-4-300x152.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-4-768x388.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-4-1536x776.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-4.png 1706w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>4.\u7b5b\u9009\u6570\u636e\u3002<\/strong><\/p>\n\n\n\n<p>\u4f7f\u7528ROUGE\u7b5b\u9009\u6389\u9ad8\u91cd\u590d\u7684\u6307\u4ee4\u3001\u540c\u65f6\u7b5b\u9009\u6389\u4f8b\u5982 \u56fe\u7247\u3001\u89c6\u9891\u7b49\u65e0\u6cd5\u88abllm\u5904\u7406\u7684\u6307\u4ee4\u3002<\/p>\n\n\n\n<p><strong>5.\u5c06\u7b5b\u9009\u540e\u7684\u6570\u636e\u653e\u5230Task Pool\u4e2d\uff0c\u6267\u884cStep2\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3.\u6570\u636e\u5206\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u6570\u636e\u591a\u6837\u6027<\/h3>\n\n\n\n<p>\u751f\u6210\u7684\u6307\u4ee4\u4e2d\uff0c\u5e38\u89c1\u768420\u4e2a\u52a8\u8bcd\uff08\u5185\u5708\uff09\u4ee5\u53ca\u5b83\u4eec\u540e\u9762\u8ddf\u7684\u540d\u8bcd\uff08\u5916\u5708\uff09\u3002\uff08\u5360\u6bd414%\uff0c\u5176\u4f59\u6307\u4ee4\u6ca1\u529e\u6cd5\u7b80\u5355\u5efa\u6a21\u6210 \u52a8\u8bcd+\u540d\u8bcd\u5f62\u5f0f\uff09\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-5-1024x1004.png\" alt=\"\" class=\"wp-image-4346\" width=\"486\" height=\"476\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-5-1024x1004.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-5-300x294.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-5-768x753.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-5.png 1448w\" sizes=\"(max-width: 486px) 100vw, 486px\" \/><\/figure><\/div>\n\n\n<p>\u540c\u65f6\u8fd8\u5bf9ROUGE\u5206\u6570\u8fdb\u884c\u4e86\u5206\u6790\uff0c\u751f\u6210\u7684instruct\u4e0e175\u4e2a\u79cd\u5b50\u4e2dROUGE\u5206\u6570\u6700\u9ad8\u7684\u5360\u6bd4\u3002\u5373\u5982\u679c\u5982\u4e0b\u56fe\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-6.png\" alt=\"\" class=\"wp-image-4347\" width=\"652\" height=\"214\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-6.png 986w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-6-300x99.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-6-768x252.png 768w\" sizes=\"(max-width: 652px) 100vw, 652px\" \/><\/figure><\/div>\n\n\n<p>\u540c\u65f6\u4e5f\u5bf9\u8f93\u5165\u8f93\u51fa\u7684\u957f\u5ea6\u8fdb\u884c\u4e86\u5206\u6790\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-7.png\" alt=\"\" class=\"wp-image-4348\" width=\"647\" height=\"675\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-7.png 950w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-7-287x300.png 287w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-7-768x802.png 768w\" sizes=\"(max-width: 647px) 100vw, 647px\" \/><\/figure><\/div>\n\n\n<p>\u53ef\u4ee5\u53d1\u73b0\u751f\u6210\u6570\u636e\u5177\u5907\u591a\u6837\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u6570\u636e\u8d28\u91cf<\/h3>\n\n\n\n<p>\u7531\u4e8e\u5f88\u591a\u751f\u6210\u9700\u8981\u6709\u4e13\u4e1a\u80fd\u529b\u7684\u4eba\u624d\u77e5\u9053\u751f\u6210\u7684\u600e\u4e48\u6837\uff08\u6bd4\u5982\u4ee3\u7801\u7b49\uff09\uff0c\u56e0\u6b64\u4f5c\u8005\u62bd\u53d6\u4e86200\u6761\u6307\u4ee4\u548c\u4e00\u4e2a\u968f\u673a\u7684\u5b9e\u4f8b\u7531\u4f5c\u8005\u8fdb\u884c\u6807\u6ce8\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-8.png\" alt=\"\" class=\"wp-image-4349\" width=\"516\" height=\"367\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-8.png 1004w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-8-300x213.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-8-768x546.png 768w\" sizes=\"(max-width: 516px) 100vw, 516px\" \/><\/figure><\/div>\n\n\n<p>\u53d1\u73b0\u5927\u90e8\u5206\u7684\u6570\u636e\u90fd\u7b26\u5408\u8981\u6c42\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4.\u7ed3\u679c\u5206\u6790<\/h2>\n\n\n\n<p>\u4f5c\u8005\u5728T5\u3001GPT3\u4e0a \u5206\u522b\u4f7f\u7528\u4e86PROMPTSOURCE[T0]\u3001SUPERNI[Tk-INSTRUCT]\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\uff08\u53ea\u53d6\u4e8650k\u4e2a\u6570\u636e\uff0c\u4f46\u662f\u5305\u542b\u4e86\u6240\u6709\u7684instruct\uff09<\/p>\n\n\n\n<p>4.1 zero shot\u4efb\u52a1<\/p>\n\n\n\n<p>\u5728SUPERNI\uff08\u4e00\u4e2a\u5305\u542b119\u4e2a\u4efb\u52a1\uff0c\u6bcf\u4e2a\u4efb\u52a1\u6709100\u4e2asample\u7684\u6570\u636e\u96c6\uff09\u4e0a\u8fdb\u884c\u8bc4\u4f30\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-9-1024x632.png\" alt=\"\" class=\"wp-image-4350\" width=\"599\" height=\"369\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-9-1024x632.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-9-300x185.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-9-768x474.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/04\/image-9.png 1454w\" sizes=\"(max-width: 599px) 100vw, 599px\" \/><\/figure><\/div>\n\n\n<p>4.2 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