{"id":430,"date":"2024-07-16T16:11:50","date_gmt":"2024-07-16T08:11:50","guid":{"rendered":"https:\/\/www.bosombot.com\/?p=430"},"modified":"2024-08-09T16:06:31","modified_gmt":"2024-08-09T08:06:31","slug":"ai%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%8e%a2%e7%b4%a2%e4%b9%8b%e8%b7%af-%e8%ae%ad%e7%bb%83%e7%af%874%ef%bc%9a%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e8%ae%ad%e7%bb%83%e6%95%b0%e6%8d%ae%e9%9b%86","status":"publish","type":"post","link":"https:\/\/www.bosombot.com\/?p=430","title":{"rendered":"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc74\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u96c6\u6982\u89c8"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><a href=\"#_0\">\u7cfb\u5217\u6587\u7ae0\u76ee\u5f55\ud83d\udea9<\/a><\/li>\n\n\n\n<li><a href=\"#_10\">\u524d\u8a00<\/a><\/li>\n\n\n\n<li><a href=\"#_14\">\u4e00\u3001\u5e38\u7528\u7684\u9884\u8bad\u7ec3\u6570\u636e\u96c6<\/a>\n<ul class=\"wp-block-list\">\n<li><a href=\"#1_16\">1\u3001\u7f51\u9875<\/a><\/li>\n\n\n\n<li><a href=\"#2_35\">2\u3001\u4e66\u7c4d<\/a><\/li>\n\n\n\n<li><a href=\"#3_40\">3\u3001\u7ef4\u57fa\u767e\u79d1<\/a><\/li>\n\n\n\n<li><a href=\"#4_46\">4\u3001\u4ee3\u7801<\/a><\/li>\n\n\n\n<li><a href=\"#5_51\">5\u3001\u6df7\u5408\u578b\u6570\u636e\u96c6<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"#_56\">\u4e8c\u3001\u5e38\u7528\u5fae\u8c03\u6570\u636e\u96c6<\/a>\n<ul class=\"wp-block-list\">\n<li><a href=\"#1_58\">1\u3001\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6<\/a>\n<ul class=\"wp-block-list\">\n<li><a href=\"#11__62\">1.1 \u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u6570\u636e\u96c6<\/a><\/li>\n\n\n\n<li><a href=\"#12__66\">1.2 \u65e5\u5e38\u5bf9\u8bdd\u6570\u636e\u96c6<\/a><\/li>\n\n\n\n<li><a href=\"#13__71\">1.3 \u5408\u6210\u6570\u636e\u96c6<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"#2_75\">2\u3001\u4eba\u7c7b\u5bf9\u9f50\u6570\u636e\u96c6<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_10\"><\/a>\u524d\u8a00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u6784\u5efa\u5f3a\u5927\u7684AI\u7cfb\u7edf\u7684\u5173\u952e\u6b65\u9aa4\u4e4b\u4e00\u662f\u5927\u89c4\u6a21\u7684<a href=\"https:\/\/so.csdn.net\/so\/search?q=%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u8bed\u8a00\u6a21\u578b<\/a>\u9884\u8bad\u7ec3\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u9700\u8981\u5927\u91cf\u4e14\u591a\u6837\u5316\u7684\u8bad\u7ec3\u6570\u636e\u3002\u4ee5\u4e0b\u662f\u5bf9\u76ee\u524d\u5e38\u7528\u4e8e\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u96c6\u7684\u6574\u7406\u4e0e\u6982\u8ff0\u3002<br><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/direct\/74de32eeb9e848209dcf36bb378326a8.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" style=\"width: 600px;\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc74\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u96c6\u6982\u89c8\u63d2\u56fe\" \/><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_14\"><\/a>\u4e00\u3001\u5e38\u7528\u7684<a href=\"https:\/\/so.csdn.net\/so\/search?q=%E9%A2%84%E8%AE%AD%E7%BB%83&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u9884\u8bad\u7ec3<\/a>\u6570\u636e\u96c6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u8bed\u8a00\u6a21\u578b\u5728\u8bad\u7ec3\u4e0a\u9700\u8981\u5927\u91cf\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u9700\u8981\u6db5\u76d6\u5e7f\u6cdb\u7684\u5185\u5bb9\u8303\u56f4\u3002\u591a\u9886\u57df\u3001\u591a\u6e90\u5316\u7684\u8bad\u7ec3\u6570\u636e\u53ef\u4ee5\u5e2e\u52a9\u5927\u6a21\u578b\u66f4\u52a0\u5168\u9762\u5730\u5b66\u4e60\u771f\u5b9e\u4e16\u754c\u7684\u8bed\u8a00\u4e0e\u77e5\u8bc6\uff0c\u4ece\u800c\u63d0\u9ad8\u5176\u901a\u7528\u6027\u548c\u51c6\u786e\u6027\u3002\u672c\u8282\u5c06\u4ecb\u7ecd\u76ee\u524d\u5e38\u7528\u4e8e\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4ee3\u8868\u6027\u6570\u636e\u96c6\u5408\u3002\u6839\u636e\u5176\u5185\u5bb9\u7c7b\u578b\u8fdb\u884c\u5206\u7c7b\uff0c\u8fd9\u4e9b\u8bed\u6599\u5e93\u53ef\u4ee5\u5212\u5206\u4e3a\uff1a\u7f51\u9875\u3001\u4e66\u7c4d\u3001\u7ef4\u57fa\u767e\u79d1\u3001\u4ee3\u7801\u4ee5\u53ca\u6df7\u5408\u578b\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><a id=\"1_16\"><\/a>1\u3001\u7f51\u9875<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7f51\u9875\u662f\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u8bed\u6599\u4e2d\u6700\u4e3b\u8981\u7684\u6570\u636e\u6765\u6e90\uff0c\u5305\u542b\u4e86\u4e30\u5bcc\u591a\u6837\u7684\u6587\u672c\u5185\u5bb9\uff0c\u4f8b\u5982\u65b0\u95fb\u62a5\u9053\u3001\u535a\u5ba2\u6587\u7ae0\u3001\u8bba\u575b\u8ba8\u8bba\u7b49\uff0c\u8fd9\u4e9b\u5e7f\u6cdb\u4e14\u591a\u5143\u7684\u6570\u636e\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u6df1\u5165\u7406\u89e3\u4eba\u7c7b\u8bed\u8a00\u63d0\u4f9b\u4e86\u91cd\u8981\u8d44\u6e90\u3002\u4e0b\u9762\u4ecb\u7ecd\u91cd\u8981\u7684\u7f51\u9875\u6570\u636e\u8d44\u6e90\u3002<br><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/direct\/74102ceeb7df4832850e9a30410f4dc3.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" style=\"width: 600px;\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc74\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u96c6\u6982\u89c8\u63d2\u56fe1\" \/><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u662f\u90e8\u5206\u901a\u7528\u7684\u6570\u636e\u96c6\uff1a<br><strong>1\uff09Common Crawl.<\/strong> \u8be5\u6570\u636e\u96c6\u662f\u4e00\u4e2a\u89c4\u6a21\u5e9e\u5927\u7684\u3001\u975e\u7ed3\u6784\u5316\u7684\u3001\u591a\u8bed\u8a00\u7684\u7f51\u9875\u6570\u636e\u96c6\uff0c\u5305\u542b\u539f\u59cb\u7f51\u9875\u6570\u636e\u3001\u5143\u6570 \u636e\u548c\u63d0\u53d6\u7684\u6587\u672c\u6570\u636e\u7b49\uff0c\u603b\u6570\u636e\u91cf\u8fbe\u5230 PB \u7ea7\u522b\u3002\u7531\u4e8e\u8fd9\u4e2a\u6570\u636e\u96c6\u89c4\u6a21\u8fc7\u4e8e\u5e9e\u5927\uff0c\u4e00\u822c\u4e3b\u8981\u63d0\u53d6\u5176\u7279\u5b9a\u65f6\u95f4\u6bb5\u6216\u8005\u7b26\u5408\u7279\u6b8a\u8981\u6c42\u7684\u5b50\u96c6\u8fdb\u884c\u4f7f\u7528\uff0c\u6ce8\u610f\uff1a\u8be5\u6570\u636e\u96c6\u5185\u90e8\u5145\u65a5\u7740\u5927\u91cf\u7684\u566a\u58f0\u548c\u4f4e\u8d28\u91cf\u6570\u636e\uff0c\u5728\u4f7f\u7528\u524d\u5fc5\u987b\u6e05\u6d17\uff0c\u5e38\u7528\u7684\u81ea\u52a8\u6e05\u6d17\u5de5\u5177\u6709 CCNet \u7b49\u3002<br><strong>2\uff09CC-News<\/strong>. \u8be5\u6570\u636e\u96c6\u662f\u4e00\u4e2a\u65b0\u95fb\u6587\u7ae0\u6570\u636e\u96c6\uff0c\u6570\u636e\u91cf\u7ea6 76GB\uff0c\u5305\u542b\u4e86\u4ece 2016 \u5e74 9 \u6708\u5230 2019 \u5e74 2 \u6708\u671f\u95f4\u6293\u53d6\u7684 63M \u7bc7\u82f1\u6587\u65b0\u95fb\u6587\u7ae0\uff0c\u5e76\u4ee5\u7f51\u9875\u5b58\u6863 \uff08WARC\uff09\u6587\u4ef6\u5f62\u5f0f\u63d0\u4f9b\u3002<br><strong>3\uff09 RedPajama-Data<\/strong> \u8be5\u6570\u636e\u96c6\u662f\u4e00\u4e2a\u516c\u5f00\u7684\u7efc\u5408\u7f51\u9875\u6570\u636e\u96c6\uff0c\u5305\u542b\u4e86\u6765\u81ea Common Crawl \u7684 100B \u4efd\u6587\u6863\uff0c\u5176\u4f7f\u7528\u4e86 CCNet \u5de5\u5177\u8fdb\u884c\u6e05\u6d17\uff0c\u5728\u7ecf\u8fc7\u8fc7\u6ee4\u548c\u53bb\u91cd\u5f97\u5230\u7ea6 30T \u8bcd\u5143\u3002<br><strong>4\uff09 RefinedWeb<\/strong>\u8be5\u6570\u636e\u96c6\u662f\u4e00\u4e2a\u5728 Common Crawl \u6570\u636e\u7684\u57fa\u7840\u4e0a\u901a\u8fc7\u4e25\u683c \u7b5b\u9009\u548c\u53bb\u91cd\u5f97\u5230\u7684\u7f51\u7edc\u6570\u636e\u96c6\uff0c\u5171\u7ea6 5T \u8bcd\u5143\u3002\u5176\u4e2d\uff0c\u5f00\u6e90\u90e8\u5206\u6709 600B \u8bcd\u5143\uff0c\u6570\u636e\u91cf\u7ea6 500GB\uff0c\u89e3\u538b\u540e\u9700\u8981 2.8TB \u7684\u672c\u5730\u5b58\u50a8\u7a7a\u95f4\u3002<br><strong>5\uff09WanJuan-CC<\/strong>\uff08\u4e07\u5377 CC\uff09\u8be5\u6570\u636e\u96c6\u662f\u4e00\u4e2a\u4ece Common Crawl \u6570\u636e\u4e2d\u62bd\u53d6\u5e76\u6e05\u6d17\u7684\u9ad8\u8d28\u91cf\u82f1\u6587\u6570\u636e\u96c6\u3002\u4ece\u7ea6 130B \u4efd\u539f\u59cb\u6570\u636e\u6587\u6863\u4e2d\u8403\u53d6\u51fa\u7ea6 1.38% \u7684\u9ad8\u8d28\u91cf\u5185\u5bb9\u3002<br><strong>6\uff09WebText.<\/strong> \u8be5\u6570\u636e\u96c6\u662f\u7531 OpenAI \u6784\u5efa\u7684\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u6587\u6863\u8d28\u91cf\u7684\u7f51\u7edc\u6587\u672c\u8bed\u6599\u5e9340GB\u3002\u5728GPT-2\u3001GPT-3 \u548c InstructGPT \u7b49\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u90fd\u662f\u4f7f\u7528\u4e86\u8be5\u6570\u636e\u96c6\uff08\u5e76\u672a\u5f00\u6e90\uff09\u3002 OpenWebText. \u8be5\u6570\u636e\u96c6\u662f WebText \u7684\u4e00\u4e2a\u590d\u73b0\u5f00\u6e90\u7248\u672c\uff0c\u4e0e WebText \u7684\u6784\u5efa\u65b9\u6cd5\u76f8\u4f3c\uff0c\u4fdd\u7559\u4e86\u6765\u81ea\u7ea6 8M \u4efd\u6587\u6863\u7684 38GB \u6587\u672c\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4e0a\u8ff0\u7f51\u9875\u6570\u636e\u96c6\u4e2d\uff0c\u4e2d\u6587\u7f51\u9875\u5360\u6bd4\u901a\u5e38\u975e\u5e38\u4f4e\u3002\u4e3a\u4e86\u8bad\u7ec3\u5177\u6709\u8f83\u597d\u4e2d\u6587\u8bed\u8a00\u80fd\u529b\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u901a\u5e38\u9700\u8981\u4e13\u95e8\u6536\u96c6\u4e0e\u6784\u5efa\u4e2d\u6587\u7f51\u9875\u6570\u636e\u96c6\u5408\u3002\u4e0b\u9762\u4ecb\u7ecd\u5177\u6709\u4ee3\u8868\u6027\u7684\u4e2d\u6587\u7f51\u9875\u6570\u636e\u96c6\u3002<br><strong>1\uff09 <a href=\"https:\/\/github.com\/CASIA-LM\/ChineseWebText\">ChineseWebText<\/a><\/strong> \u8be5\u6570\u636e\u96c6\u662f\u4ece Common Crawl \u5e9e\u5927\u7684\u7f51\u9875\u6570\u636e\u4e2d\u7cbe\u5fc3\u7b5b\u9009\u7684\u4e2d\u6587\u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u603b\u8ba1 1.42TB \u6570\u636e\u91cf\u3002ChineseWebText \u7684\u6bcf\u7bc7\u6587\u672c\u90fd\u9644\u6709\u4e00\u4e2a\u5b9a\u91cf\u7684\u8d28\u91cf\u8bc4\u5206\uff0c\u4e3a\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u4e86\u53ef\u7528\u4e8e\u7b5b\u9009\u4e0e\u4f7f\u7528\u7684\u53c2\u8003\u6807\u51c6\u3002\u6b64\u5916\uff0c\u4e3a\u6ee1\u8db3\u4e0d\u540c\u7814\u7a76\u573a\u666f\u7684\u9700\u6c42\uff0c<br>ChineseWebText \u8fd8\u7279\u522b\u53d1\u5e03\u4e86\u4e00\u4e2a 600GB \u5927\u5c0f\u7684\u4e2d\u6587\u6570\u636e\u5b50\u96c6\uff0c\u5e76\u914d\u5957\u63a8\u51fa\u4e86\u4e00\u6b3e\u540d\u4e3a EvalWeb \u7684\u6570\u636e\u6e05\u6d17\u5de5\u5177\uff0c\u65b9\u4fbf\u7814\u7a76\u4eba\u5458\u6839\u636e\u9700\u6c42\u6e05\u6d17\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2\uff09 <a href=\"https:\/\/github.com\/opendatalab\/WanJuan1.0\">WanJuan 1.0 Text<\/a><\/strong> \u8be5\u6570\u636e\u96c6\u662f\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u53d1\u5e03\u7684\u4e07\u5377 1.0 \u591a\u6a21\u6001\u8bed\u6599\u5e93\u7684\u4e00\u90e8\u5206\uff08\u9664\u6587\u672c\u6570\u636e\u96c6\u5916\uff0c\u8fd8\u6709\u56fe\u6587\u6570\u636e\u96c6\u548c\u89c6\u9891\u6570\u636e\u96c6\uff09\u3002\u8be5\u6587\u672c\u6570\u636e\u96c6\u7531\u591a\u79cd\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\u7ec4\u6210\uff0c\u5305\u62ec\u7f51\u9875\u3001\u4e66\u7c4d\u7b49\uff0c\u6570\u636e\u603b\u91cf\u7ea6 500M \u4e2a\u6587\u6863\uff0c\u6570\u636e\u5927\u5c0f\u8d85\u8fc7 1 TB\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3\uff09<a href=\"https:\/\/openi.pcl.ac.cn\/BAAI\/WuDao-Data\">WuDaoCorpora Text<\/a><\/strong> \u8be5\u6570\u636e\u96c6\u662f\u5317\u4eac\u667a\u6e90\u7814\u7a76\u9662\u6784\u5efa\u7684\u201c\u609f\u9053\u201d\u9879\u76ee\u6570\u636e\u96c6\u7684\u4e00\u90e8\u5206\uff08\u9664\u6587\u672c\u6570\u636e\u96c6\u5916\uff0c\u8fd8\u6709\u591a\u6a21\u6001\u56fe\u6587\u6570\u636e\u96c6\u548c\u4e2d\u6587\u5bf9\u8bdd\u6570\u636e\u96c6\uff09\u3002\u5176\u4e2d\u8fd8\u5305\u542b\u6559\u80b2\u3001\u79d1\u6280\u7b49\u8d85\u8fc7 50 \u4e2a\u884c\u4e1a\u6570\u636e\u6807\u7b7e\uff0c\u7ecf\u8fc7\u6e05\u6d17\u3001\u9690\u79c1\u6570\u636e\u4fe1\u606f\u53bb\u9664\u540e\u5269\u4f59 5TB\uff0c\u800c\u5f00\u6e90\u90e8\u5206\u6709 200GB\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><a id=\"2_35\"><\/a>2\u3001\u4e66\u7c4d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e66\u7c4d\u662f\u4eba\u7c7b\u77e5\u8bc6\u4e0e\u6587\u5316\u7684\u91cd\u8981\u8f7d\u4f53\uff0c\u5df2\u7ecf\u6210\u4e3a\u4e86\u91cd\u8981\u7684\u9884\u8bad\u7ec3\u6570\u636e\u6e90\u4e4b\u4e00\u3002\u4e66\u7c4d\u901a\u5e38\u90fd\u662f\u6709\u7740\u8f83\u4e3a\u4e25\u683c\u7684\u7248\u6743\u9650\u5236\uff0c\u4f7f\u7528\u8005\u9700\u8981\u6309\u7167\u7248\u6743\u7684\u8981\u6c42\u6765\u5224\u65ad\u662f\u5426\u80fd\u591f\u4f7f\u7528\u67d0\u4e00\u4e66\u7c4d\u7528\u4e8e\u8bad\u7ec3\u3002\u76ee\u524d\uff0c\u5e38\u7528\u7684\u4e66\u7c4d\u6570\u636e\u96c6\u5305\u62ec\u4e0b\u8ff0\u51e0\u4e2a\u6570\u636e\u96c6\u5408\u3002<br><strong>1\uff09 BookCorpus<\/strong> \u8be5\u6570\u636e\u96c6\u662f\u4e00\u4e2a\u514d\u8d39\u5c0f\u8bf4\u4e66\u7c4d\u96c6\u5408\uff0c\u5927\u7ea6\u6709 74M \u53e5\u5b50\u548c 1B \u4e2a\u5355\u8bcd\uff0c\u6db5\u76d6\u4e86 16 \u79cd\u4e0d\u540c\u7684\u4e3b\u9898\u7c7b\u578b5GB \u5de6\u53f3\u3002\u8be5\u6570\u636e\u96c6\u5e38\u88ab\u7528\u4e8e\u8bad\u7ec3\u5c0f\u89c4\u6a21\u7684\u6a21\u578b\uff0c \u5982 GPT \u548c GPT-2\u3002\u540c\u65f6\uff0c\u539f\u59cb\u6570\u636e\u96c6\u4e0d\u518d\u516c\u5f00\uff0c\u4f26\u591a\u5927\u5b66\u521b\u5efa\u4e86\u4e00\u4e2a\u955c\u50cf\u7248\u672c BookCorpusOpen\uff0c\u53ef\u5728 <a href=\"https:\/\/huggingface.co\/\">Hugging Face<\/a> \u4e0a\u8fdb\u884c\u4e0b\u8f7d\u3002<br><strong>2\uff09arXiv Dataset<\/strong>\u662f\u4e00\u4e2a\u6536\u5f55\u4e86\u4f17\u591a\u9886\u57df\u9884\u5370\u672c\u8bba\u6587\u7684\u7f51\u7ad9\u3002\u5e7f\u6cdb\u6db5\u76d6\u4e86\u7269\u7406\u3001\u6570\u5b66\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u7b49\u9886\u57df\u7684\u8bba\u6587\u6587\u732e\uff0c\u5171\u5305\u542b\u7ea61.7M \u7bc7\u9884\u5370\u672c\u6587\u7ae0\uff0c\u603b\u6570\u636e\u91cf\u7ea6\u4e3a 1.1TB\uff0c\u5e76\u5728 Kaggle \u4e0a\u63d0\u4f9b\u4e86\u516c\u5f00\u4e0b\u8f7d\u3002<br><strong>3\uff09S2ORC<\/strong>\u8be5\u6570\u636e\u96c6\u6e90\u4e8e\u5b66\u672f\u641c\u7d22\u5f15\u64ce Semantic Scholar \u4e0a\u7684\u5b66\u672f\u8bba\u6587\uff0c\u8fd9\u4e9b\u8bba\u6587\u7ecf\u8fc7\u4e86\u6e05\u6d17\u3001\u8fc7\u6ee4\u5e76\u88ab\u5904\u7406\u6210\u9002\u5408\u9884\u8bad\u7ec3\u7684\u683c\u5f0f\u3002\u5728 Semantic Scholar \u4e0a\u63d0\u4f9b\u4e86\u53ef\u516c\u5f00\u4e0b\u8f7d\u7684\u7248\u672c\u3002\u6b64\u5916\uff0c\u8be5\u6570\u636e\u96c6\u8fd8\u6709\u4e00\u4e2a\u884d\u751f\u6570\u636e\u96c6 peS2o\uff0c\u5230\u76ee\u524d\u4e3a\u6b62\u5df2\u53d1\u5e03\u4e86\u4e24\u4e2a\u7248\u672c\uff0c\u5176\u4e2d v2 \u7248\u672c\u5171\u8ba1\u5305\u542b\u4e86\u7ea6 42B \u8bcd\u5143\uff0c\u5e76\u4e14\u5728 Hugging Face \u63d0\u4f9b\u4e86\u516c\u5f00\u4e0b\u8f7d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><a id=\"3_40\"><\/a>3\u3001\u7ef4\u57fa\u767e\u79d1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ef4\u57fa\u767e\u79d1\uff08<a href=\"https:\/\/pam.wikipedia.org\/\">Wikipedia<\/a>\uff09\u662f\u4e00\u4e2a\u7efc\u5408\u6027\u7684\u5728\u7ebf\u767e\u79d1\u5168\u4e66\uff0c\u7531\u5168\u7403\u5fd7\u613f\u8005\u5171\u540c\u7f16\u5199\u548c\u7ef4\u62a4\uff0c\u63d0\u4f9b\u4e86\u9ad8\u8d28\u91cf\u7684\u77e5\u8bc6\u4fe1\u606f\u6587\u7ae0\uff0c\u6db5\u76d6\u4e86\u5386\u53f2\u3001\u79d1\u5b66\u3001\u6587\u5316\u827a\u672f\u7b49\u591a\u4e2a\u9886\u57df\u3002\u7ef4\u57fa\u767e\u79d1\u7684\u6570\u636e\u5177\u6709\u4ee5\u4e0b\u51e0\u4e2a\u7279\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e13\u4e1a\u6027\uff1a\u7ef4\u57fa\u767e\u79d1\u7684\u6761\u76ee\u901a\u5e38\u5177\u6709\u826f\u597d\u7684\u7ed3\u6784\u6027\u548c\u6743\u5a01\u6027\uff1b<\/li>\n\n\n\n<li>\u591a\u8bed\u6027\uff1a\u7ef4\u57fa\u767e\u79d1\u652f\u6301\u7684\u8bed\u8a00\u79cd\u7c7b\u6709\u6c49\u8bed\u3001\u82f1\u8bed\u3001\u6cd5\u8bed\u7b49300 \u591a\u79cd\u8bed\u8a00\uff1b<\/li>\n\n\n\n<li>\u5b9e\u65f6\u6027\uff1a\u7ef4\u57fa\u767e\u79d1\u7684\u5185\u5bb9\u76ee\u524d\u8fd8\u5728\u4e0d\u65ad\u66f4\u65b0\uff0c\u77e5\u8bc6\u4fe1\u606f\u7684\u7ef4\u62a4\u8f83\u4e3a\u53ca\u65f6\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><a id=\"4_46\"><\/a>4\u3001\u4ee3\u7801<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee3\u7801\u5177\u6709\u9ad8\u5ea6\u7ed3\u6784\u5316\u4e0e\u4e13\u4e1a\u6027\u7684\u7279\u70b9\u3002 \u5bf9\u4e8e\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u6765\u8bf4\uff0c\u5f15\u5165\u5305\u542b\u4ee3\u7801\u7684\u6570\u636e\u96c6\u53ef\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u7ed3\u6784\u5316\u63a8\u7406\u80fd\u529b\u4e0e\u957f\u7a0b\u903b\u8f91\u5173\u7cfb\uff0c\u80fd\u591f\u63d0\u5347\u6a21\u578b\u7406\u89e3\u548c\u751f\u6210\u7f16\u7a0b\u8bed\u8a00\u7684\u80fd\u529b\u3002\u4e24\u4e2a\u4e3b\u8981\u6765\u6e90\u662f\u516c\u5171 \u4ee3\u7801\u4ed3\u5e93GitHub\u548cStackOverflow\u3002<br><strong>1\uff09BigQuery.<\/strong> BigQuery \u662f\u8c37\u6b4c\u53d1\u5e03\u7684\u4f01\u4e1a\u6570\u636e\u4ed3\u5e93\uff0c\u5305\u542b\u4e86\u4f17\u591a\u9886\u57df\u7684\u516c \u5171\u6570\u636e\u96c6\uff0c\u5982\u793e\u4ea4\u3001\u7ecf\u6d4e\u3001\u533b\u7597\u3001\u4ee3\u7801\u7b49\u3002\u5176\u4e2d\u7684\u4ee3\u7801\u7c7b\u6570\u636e\u8986\u76d6\u5404\u79cd\u7f16\u7a0b\u8bed\u8a00\u3002CodeGen \u62bd\u53d6\u4e86 BigQuery \u6570\u636e\u5e93\u4e2d\u7684\u516c\u5f00\u4ee3\u7801\u6570\u636e\u5b50\u96c6\u6784\u6210 BIGQUERY \u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u5f97\u5230\u591a\u8bed\u8a00\u7248\u672c\u7684 CodeGen\u3002<br><strong>2\uff09The Stack<\/strong> \u8be5\u6570\u636e\u96c6\u7531 Hugging Face \u6536\u96c6\u5e76\u53d1\u5e03\uff0c\u662f\u4e00\u4e2a\u6db5\u76d6\u4e86 30 \u79cd\u7f16\u7a0b\u8bed\u8a00\u7684\u4ee3\u7801\u6570\u636e\u96c6\uff0c\u5176\u6570\u636e\u6765\u6e90\u4e8e GHArchive \u9879\u76ee\u7684 GitHub \u6d3b\u8dc3\u4ed3\u5e93\u3002<br><strong>3\uff09StarCoder<\/strong> \u8be5\u6570\u636e\u96c6\u662f BigCode \u56f4\u7ed5 The Stack v1.2 \u8fdb\u4e00\u6b65\u5904\u7406\u5f97\u5230\u7684\u4ee3\u7801\u6570\u636e\u96c6\uff0c\u662f\u540c\u540d\u6a21\u578b StarCoder \u7684\u9884\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><a id=\"5_51\"><\/a>5\u3001\u6df7\u5408\u578b\u6570\u636e\u96c6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9664\u4e86\u4e0a\u8ff0\u7279\u5b9a\u7c7b\u578b\u7684\u6570\u636e\u96c6\u5916\uff0c\u4e3a\u4e86\u4fbf\u4e8e\u7814\u53d1\u4eba\u5458\u7684\u4f7f\u7528\uff0c\u5f88\u591a\u7814\u7a76\u673a\u6784\u5bf9\u4e8e\u591a\u79cd\u6765\u6e90\u7684\u6570\u636e\u96c6\u5408\u8fdb\u884c\u4e86\u6df7\u5408\uff0c\u53d1\u5e03\u4e86\u4e00\u7cfb\u5217\u5305\u62ec\u591a\u6765\u6e90\u7684\u6587\u672c\u6570\u636e\u96c6\u5408\u3002<br><strong>1\uff09The Pile<\/strong>: \u4e00\u4e2a\u5927\u89c4\u6a21\u3001\u591a\u6837\u5316\u4e14\u53ef\u516c\u5f00\u4e0b\u8f7d\u7684\u6587\u672c\u6570\u636e\u96c6\uff0c\u6570\u636e\u6765\u6e90\u975e\u5e38\u5e7f\u6cdb\uff0c\u5305\u62ec\u4e66\u7c4d\u3001\u7f51\u7ad9\u3001\u4ee3\u7801\u3001\u79d1\u5b66\u8bba\u6587\u548c\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u7b49\u3002\u8be5\u6570\u636e\u96c6\u753122\u4e2a\u591a\u6837\u5316\u7684\u9ad8\u8d28\u91cf\u5b50\u96c6\u6df7\u5408\u800c\u6210\uff0c\u5305\u62ec\u4e0a\u9762\u63d0\u5230\u7684OpenWebText\u3001\u7ef4\u57fa\u767e\u79d1\u7b49\u3002<br><strong>2\uff09ROOTS<\/strong>: \u6db5\u76d6\u4e8659\u79cd\u4e0d\u540c\u8bed\u8a00\u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u4e3b\u8981\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a\u7ea662%\u7684\u6570\u636e\u6765\u6e90\u4e8e\u6574\u7406\u597d\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6570\u636e\u96c6\u53ca\u76f8\u5173\u6587\u6863\u3001\u5229\u7528Common Crawl\u6536\u96c6\u7684\u7f51\u9875\u6570\u636e\u4ee5\u53caGitHub\u4ee3\u7801\u6570\u636e\u3002<br><strong>3\uff09Dolma<\/strong>: \u8be5\u6570\u636e\u96c6\u4e5f\u5305\u542b\u4e86\u591a\u79cd\u6570\u636e\u6e90\uff0c\u5305\u62ec\u6765\u81eaCommon Crawl\u7684\u7f51\u7edc\u6587\u672c\u3001Semantic Scholar\u5b66\u672f\u8bba\u6587\u3001<a href=\"https:\/\/github.com\/\">GitHub<\/a>\u4ee3\u7801\u3001\u4e66\u7c4d\u3001Reddit\u7684\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u4ee5\u53ca\u7ef4\u57fa\u767e\u79d1\u6570\u636e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_56\"><\/a>\u4e8c\u3001\u5e38\u7528\u5fae\u8c03\u6570\u636e\u96c6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u7684\u4efb\u52a1\u89e3\u51b3\u80fd\u529b\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u4e4b\u540e\u9700\u8981\u8fdb\u884c\u9002\u5e94\u6027\u5fae\u8c03\uff0c\u901a\u5e38\u6d89\u53ca\u4e24\u4e2a\u4e3b\u8981\u6b65\u9aa4\uff0c\u5373\u6307\u4ee4\u5fae\u8c03\uff08\u6709\u76d1\u7763\u5fae\u8c03\uff09\u548c\u5bf9\u9f50\u5fae\u8c03\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><a id=\"1_58\"><\/a>1\u3001\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u9884\u8bad\u7ec3\u4e4b\u540e\uff0c\u6307\u4ee4\u5fae\u8c03\uff08\u4e5f\u79f0\u4e3a\u6709\u76d1\u7763\u5fae\u8c03\uff09\u662f\u589e\u5f3a\u6216\u6fc0\u6d3b\u5927\u8bed\u8a00\u6a21\u578b\u7279 \u5b9a\u80fd\u529b\u7684\u91cd\u8981\u65b9\u6cd5\u4e4b\u4e00\uff08\u4f8b\u5982\u6307\u4ee4\u9075\u5faa\u80fd\u529b\uff09\u3002\u672c\u5c0f\u8282\u5c06\u4ecb\u7ecd\u51e0\u4e2a\u5e38\u7528\u7684\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6\uff0c\u5e76\u6839\u636e\u683c\u5f0f\u5316\u6307\u4ee4\u5b9e\u4f8b\u7684\u6784\u5efa\u65b9\u6cd5\u5c06\u5b83\u4eec\u5206\u4e3a\u4e09\u79cd\u4e3b\u8981\u7c7b\u578b\uff0c\u5373\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u6570\u636e\u96c6\u3001\u65e5\u5e38\u5bf9\u8bdd\u6570\u636e\u96c6\u548c\u5408\u6210\u6570\u636e\u96c6\u3002<br><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/direct\/5c8429eebcd845bbabfa6167325775eb.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" style=\"width: 600px;\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc74\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u96c6\u6982\u89c8\u63d2\u56fe2\" \/><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><a id=\"11__62\"><\/a>1.1 \u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u6570\u636e\u96c6<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6307\u4ee4\u5fae\u8c03\u88ab\u63d0\u51fa\u524d\uff0c\u65e9\u671f\u7684\u7814\u7a76\u901a\u8fc7\u6536\u96c6\u4e0d\u540c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\uff08\u5982\u6587\u672c\u5206\u7c7b\u548c\u6458\u8981\u7b49\uff09\u7684\u5b9e\u4f8b\uff0c\u521b\u5efa\u4e86\u6709\u76d1\u7763\u7684\u591a\u4efb\u52a1\u8bad\u7ec3\u6570\u636e\u96c6\u3002\u8fd9\u4e9b\u591a\u4efb\u52a1\u8bad\u7ec3\u6570\u636e\u96c6\u6210\u4e3a\u4e86\u6784\u5efa\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6\u7684\u91cd\u8981\u6765\u6e90\u4e4b\u4e00\u3002<br><strong>1\uff09P3<\/strong>. P3\uff08Public Pool of Prompts\uff09\u662f\u4e00\u4e2a\u9762\u5411\u82f1\u6587\u6570\u636e\u7684\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6\uff0c\u7531\u8d85\u8fc7 270 \u4e2a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u6570\u636e\u96c6\u548c 2,000 \u591a\u79cd\u63d0\u793a\u6574\u5408\u800c\u6210\uff0c\u5168\u9762\u6db5\u76d6\u591a\u9009\u95ee\u7b54\u3001\u63d0\u53d6\u5f0f\u95ee\u7b54\u3001\u95ed\u5377\u95ee\u7b54\u3001\u60c5\u611f\u5206\u7c7b\u3001\u6587\u672c\u6458\u8981\u3001\u4e3b\u9898\u5206\u7c7b\u3001\u81ea\u7136\u8bed\u8a00\u63a8\u65ad\u7b49\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u3002<br><strong>2\uff09FLAN.<\/strong> \u65e9\u671f\u7684 FLAN \u662f\u901a\u8fc7\u5c06 62 \u4e2a\u5e7f\u6cdb\u4f7f\u7528\u7684 NLP \u57fa\u51c6\u6570\u636e\u96c6\u8fdb\u884c\u683c\u5f0f\u5316\u5f97\u5230\u7684\u82f1\u8bed\u6307\u4ee4\u6570\u636e\u96c6\u3002\u73b0\u5728\u4fd7\u79f0\u7684 FLAN \u5b9e\u9645\u4e0a\u662f\u6307 FLAN-v2\uff0c\u4e3b\u8981\u7531\u56db\u4e2a\u5b50\u96c6 Muffin\u3001NIV2\u3001T0-SF \u548c CoT \u6784\u6210\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><a id=\"12__66\"><\/a>1.2 \u65e5\u5e38\u5bf9\u8bdd\u6570\u636e\u96c6<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e5\u5e38\u5bf9\u8bdd\u6570\u636e\u96c6\u662f\u57fa\u4e8e\u771f\u5b9e\u7528\u6237\u5bf9\u8bdd\u6784\u5efa\u7684\uff0c\u5176\u4e2d\u67e5\u8be2\u4e3b\u8981\u662f\u7531\u771f\u5b9e\u7528\u6237\u63d0\u51fa\u7684\uff0c\u800c\u56de\u590d\u662f\u7531\u4eba\u7c7b\u6807\u6ce8\u5458\u56de\u7b54\u6216\u8005\u8bed\u8a00\u6a21\u578b\u6240\u751f\u6210\u3002\u4e3b\u8981\u7684\u5bf9\u8bdd\u7c7b\u578b\u5305\u62ec\u5f00\u653e\u5f0f\u751f\u6210\u3001\u95ee\u7b54\u3001\u5934\u8111\u98ce\u66b4\u548c\u804a\u5929\u3002\u5176\u4e2d\uff0c\u4e09\u4e2a\u8f83\u4e3a\u5e38\u7528\u7684\u65e5\u5e38\u5bf9\u8bdd\u6570\u636e\u96c6\u5305\u62ecShareGPT \u3001OpenAssistant \u548c Dolly\u3002<br><strong>1\uff09ShareGPT<\/strong>. \u8be5\u6570\u636e\u96c6\u56e0\u6765\u6e90\u4e8e\u4e00\u4e2a\u5f00\u6e90\u7684\u6570\u636e\u6536\u96c6\u5e73\u53f0 ShareGPT \u800c\u5f97\u540d\u3002 \u67e5\u8be2\u6765\u81ea\u4e8e\u7528\u6237\u7684\u771f\u5b9e\u63d0\u95ee\u6216\u6307\u4ee4\uff0c\u56de\u590d\u5219\u662f ChatGPT \u5bf9\u6b64\u751f\u6210\u7684\u56de\u7b54\u3002<br><strong>2\uff09OpenAssistant.<\/strong> \u8be5\u6570\u636e\u96c6\u662f\u4e00\u4e2a\u4eba\u5de5\u521b\u5efa\u7684\u591a\u8bed\u8a00\u5bf9\u8bdd\u8bed\u6599\u5e93\uff0c\u5171\u6709 91,829 \u6761\u7528\u6237\u63d0\u793a\uff0c69,614 \u6761\u52a9\u624b\u56de\u590d\u3002OpenAssistant \u5171\u5305\u542b 35 \u79cd\u8bed\u8a00\u7684\u8bed\u6599\uff0c\u6bcf\u6761\u8bed\u6599\u57fa\u672c\u90fd\u9644\u6709\u4eba\u5de5\u6807\u6ce8\u7684\u8d28\u91cf\u8bc4\u7ea7\uff0c\u7531\u7528\u6237\u771f\u5b9e\u63d0\u4f9b\u7684\u3002<br><strong>3\uff09Dolly<\/strong>. \u8be5\u6570\u636e\u96c6\u662f\u4e00\u4e2a\u82f1\u8bed\u6307\u4ee4\u6570\u636e\u96c6\uff0c\u7531 Databricks \u516c\u53f8\u53d1\u5e03\u3002Dolly \u5305\u542b\u4e86 15,000 \u4e2a\u4eba\u7c7b\u751f\u6210\u7684\u6570\u636e\u5b9e\u4f8b\uff0c\u65e8\u5728\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u7528\u6237\u8fdb\u884c\u66f4\u7b26\u5408\u4eba\u7c7b\u4ef7\u503c\u7684\u9ad8\u6548\u4ea4\u4e92\u3002\u8be5\u6570\u636e\u96c6\u7531 Databricks \u5458\u5de5\u6807\u6ce8\u5f97\u5230\uff0c\u4e3b\u9898\u6d89\u53ca InstructGPT \u8bba\u6587\u4e2d\u63d0\u5230\u7684 7 \u4e2a\u9886\u57df\uff0c\u5305\u62ec\u5934\u8111\u98ce\u66b4\u3001\u5206\u7c7b\u3001\u5c01\u95ed\u5f0f\u8d28\u91cf\u4fdd\u8bc1\u3001\u751f\u6210\u3001\u4fe1\u606f\u63d0\u53d6\u3001\u5f00\u653e\u5f0f\u8d28\u91cf\u4fdd\u8bc1\u548c\u603b\u7ed3\u7b49\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><a id=\"13__71\"><\/a>1.3 \u5408\u6210\u6570\u636e\u96c6<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5408\u6210\u6570\u636e\u96c6\u901a\u5e38\u662f\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u57fa\u4e8e\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u6216\u65b9\u6cd5\u8fdb\u884c\u6784\u5efa\u7684\u3002\u5176\u4e2d\uff0cSelf-Instruct-52K\u548c Alpaca-52K\u662f\u4e24\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u5408\u6210\u6570\u636e\u96c6\u3002<br><strong>1\uff09Self-Instruct-52K<\/strong>. Self-Instruct-52K \u662f\u4f7f\u7528 self-instruct \u65b9\u6cd5\u751f\u6210\u7684\u82f1\u8bed\u6307\u4ee4\u6570\u636e\u96c6\uff0c\u5171\u5305\u542b 52K \u6761\u6307\u4ee4\u4ee5\u53ca 82K \u4e2a\u5b9e\u4f8b\u8f93\u5165\u548c\u8f93\u51fa\u3002\u6700\u521d\uff0c\u7531\u4eba\u5de5\u6536\u96c6\u521b\u5efa\u4e86 175 \u4e2a\u79cd\u5b50\u4efb\u52a1\uff0c\u6bcf\u4e2a\u4efb\u52a1\u5305\u62ec 1 \u4e2a\u6307\u4ee4\u548c 1 \u4e2a\u5305\u542b\u8f93\u5165\u8f93\u51fa\u7684\u5b9e\u4f8b\u3002\u7136\u540e\uff0c\u6bcf\u6b21\u968f\u673a\u62bd\u53d6\u4e86 8 \u4e2a\u6307\u4ee4\u4f5c\u4e3a\u793a\u4f8b\uff0c\u4ee5\u6b64\u63d0\u793a GPT-3 \u751f\u6210\u4e86\u65b0\u7684\u6307\u4ee4\uff0c\u4e4b\u540e\u5728\u8fd9\u4e9b\u5df2\u6709\u6307\u4ee4\u7684\u57fa\u7840\u4e0a\uff0c\u7ee7\u7eed\u5229\u7528 GPT-3 \u751f\u6210\u5b9e\u4f8b\u8f93\u5165\u53ca\u5176\u5bf9\u5e94\u7684\u8f93\u51fa\uff0c\u4ece\u800c\u83b7\u5f97\u4e86\u66f4\u591a\u6570\u636e\u3002<br><strong>2\uff09Alpaca-52K.<\/strong> Alpaca-52K \u6570\u636e\u96c6\u540c\u6837\u662f\u57fa\u4e8e self-instruct \u65b9\u6cd5\u8fdb\u884c\u6784\u5efa\u7684\uff0c\u5b83\u662f\u5728 Self-Instruct-52K \u7684 175 \u4e2a\u79cd\u5b50\u4efb\u52a1\u4e0a\uff0c\u5229\u7528 OpenAI \u7684 text-davinci-003\u6a21\u578b\u83b7\u5f97\u4e86 52K \u4e2a\u4e0d\u91cd\u590d\u7684\u6307\u4ee4\uff0c\u5e76\u6839\u636e\u6307\u4ee4\u548c\u8f93\u5165\u751f\u6210\u4e86\u8f93\u51fa\uff0c\u8fdb\u800c\u6784\u6210\u4e86\u5b8c\u6574\u7684\u5b9e\u4f8b\u6570\u636e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><a id=\"2_75\"><\/a>2\u3001\u4eba\u7c7b\u5bf9\u9f50\u6570\u636e\u96c6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9664\u4e86\u6307\u4ee4\u5fae\u8c03\u4e4b\u5916\uff0c\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u4eba\u7c7b\u4ef7\u503c\u89c2\u548c\u504f\u597d\u5bf9\u9f50\u4e5f\u975e\u5e38\u91cd\u8981\u3002\u73b0\u6709\u7684\u5bf9\u9f50\u76ee\u6807\u4e00\u822c\u805a\u7126\u4e8e\u4e09\u4e2a\u65b9\u9762\uff1a\u6709\u7528\u6027\u3001\u8bda\u5b9e\u6027\u548c\u65e0\u5bb3\u6027\u3002<br><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/direct\/040026ebbfc449eb8d5ea533d068c82a.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" style=\"width: 600px;\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc74\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u96c6\u6982\u89c8\u63d2\u56fe3\" \/><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1\uff09HH-RLHF<\/strong>: \u8be5\u6570\u636e\u96c6\u5305\u542b\u4e24\u7c7b\u6807\u6ce8\u6570\u636e\uff0c\u5206\u522b\u5173\u6ce8\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6709\u7528\u6027\u548c\u65e0\u5bb3\u6027\u3002\u6574\u4e2a\u6570\u636e\u96c6\u5171\u5305\u542b\u7ea6169K\u4e2a\u5f00\u653e\u5f0f\u5bf9\u8bdd\uff0c\u6bcf\u4e2a\u5bf9\u8bdd\u6d89\u53ca\u4e00\u4e2a\u4f17\u5305\u5de5\u4f5c\u8005\u5411\u667a\u80fd\u4fe1\u606f\u52a9\u624b\u5bfb\u6c42\u5e2e\u52a9\u3001\u5efa\u8bae\u6216\u8bf7\u6c42\u5b8c\u6210\u7b49\u60c5\u666f\u3002\u4fe1\u606f\u52a9\u624b\u5c06\u4f1a\u4e3a\u6bcf\u4e2a\u7528\u6237\u67e5\u8be2\u63d0\u4f9b\u4e24\u4e2a\u56de\u7b54\uff0c\u4e00\u4e2a\u56de\u7b54\u88ab\u9009\u62e9\u800c\u53e6\u4e00\u4e2a\u88ab\u62d2\u7edd\u3002\u5bf9\u4e8e\u6709\u7528\u6027\u76f8\u5173\u7684\u6570\u636e\u4e2d\uff0c\u88ab\u8ba4\u4e3a\u66f4\u6709\u7528\u7684\u56de\u7b54\u5c06\u88ab\u9009\u62e9\uff1b\u800c\u5bf9\u4e8e\u6709\u5bb3\u6027\u76f8\u5173\u7684\u6570\u636e\u4e2d\uff0c\u88ab\u8ba4\u4e3a\u66f4\u6709\u5bb3\u7684\u56de\u7b54\u5c06\u88ab\u9009\u62e9\u3002<br><strong>2\uff09SHP<\/strong>\uff1a\u4e3b\u8981\u5173\u6ce8\u6a21\u578b\u751f\u6210\u56de\u590d\u5185\u5bb9\u7684\u6709\u7528\u6027\u3002\u6db5\u76d6\u4e86\u4ece\u70f9\u996a\u5230\u6cd5\u5f8b\u5efa\u8bae\u7b49\u5404\u79cd\u4e3b\u9898\u7684\u5b9e\u4f8b\u3002\u6bcf\u4e2a\u6570\u636e\u5b9e\u4f8b\u90fd\u662f\u57fa\u4e8e\u4e00\u4e2a\u5bfb\u6c42\u5e2e\u52a9\u7684 Reddit \u5e16\u5b50\u6784\u5efa\u7684\uff0c\u5305\u542b\u8be5\u95ee\u9898\u4e0b\u5e16\u5b50\u4e2d\u7684\u95ee\u9898\u548c\u5e16\u5b50\u4e0b\u4e24\u4e2a\u6392\u540d\u8f83\u9ad8\u7684\u8bc4\u8bba\u3002\u8fd9\u4e24\u4e2a\u8bc4\u8bba\u5176\u4e2d\u4e00\u4e2a\u88ab Reddit \u7528\u6237\u8ba4\u4e3a\u66f4\u6709\u7528\uff0c\u53e6\u4e00\u4e2a\u88ab\u8ba4\u4e3a\u4e0d\u592a\u6709\u5e2e\u52a9\u3002\u4e0eHH-RLHF\u4e0d\u540c\uff0cSHP\u4e2d\u7684\u6570\u636e\u5e76\u975e\u6a21\u578b\u751f\u6210\u7684\u56de\u590d\uff0c\u800c\u662f\u771f\u4eba\u7684\u56de\u5e94\u8d34\u5b50\u3002<br><strong>3\uff09PKU-SafeRLHF<\/strong> : \u8be5\u6570\u636e\u96c6\u4fa7\u91cd\u4e8e\u5bf9\u56de\u590d\u5185\u5bb9\u7684\u6709\u7528\u6027\u548c\u65e0\u5bb3\u6027\u8fdb\u884c\u6807\u6ce8\u3002\u8be5\u6570\u636e\u96c6\u56ca\u62ec\u4e86330K\u4e2a\u4e13\u5bb6\u6ce8\u91ca\u7684\u5b9e\u4f8b\uff0c\u6bcf\u4e00\u4e2a\u5b9e\u4f8b\u90fd\u5305\u542b\u4e00\u4e2a\u95ee\u9898\u53ca\u5176\u5bf9\u5e94\u7684\u4e24\u4e2a\u56de\u7b54\u3002\u5176\u4e2d\uff0c\u6bcf\u4e2a\u56de\u7b54\u90fd\u914d\u5907\u4e86\u5b89\u5168\u6027\u6807\u7b7e\uff0c\u7528\u4ee5\u660e\u786e\u6307\u51fa\u8be5\u56de\u7b54\u662f\u5426\u5b89\u5168\u3002<br><strong>4\uff09Stack Exchange Preferences<\/strong>: \u8be5\u6570\u636e\u96c6\u4e13\u6ce8\u4e8e\u5bf9\u7b54\u6848\u7684\u6709\u7528\u6027\u8fdb\u884c\u6807\u6ce8\uff0c\u6db5\u76d6\u4e86\u6765\u81ea\u77e5\u540d\u7f16\u7a0b\u95ee\u7b54\u793e\u533a Stack Overflow \u7684\u7ea610M\u4e2a\u95ee\u9898\u548c\u7b54\u6848\uff0c\u6bcf\u4e2a\u6570\u636e\u5b9e\u4f8b\u5747\u5305\u542b\u4e00\u4e2a\u5177\u4f53\u7684\u95ee\u9898\u4ee5\u53ca\u4e24\u4e2a\u6216\u66f4\u591a\u7684\u5019\u9009\u7b54\u6848\u3002\u6bcf\u4e2a\u5019\u9009\u7b54\u6848\u90fd\u9644\u5e26\u4e00\u4e2a\u6839\u636e\u6295\u7968\u6570\u8ba1\u7b97\u5f97\u51fa\u7684\u5206\u6570\uff0c\u5e76\u914d\u6709\u4e00\u4e2a\u662f\u6307\u793a\u662f\u5426\u88ab\u9009\u4e2d\u7684\u6807\u7b7e\u3002<br><strong>5\uff09Sandbox Alignment Data<\/strong>: \u81f4\u529b\u4e8e\u8fd0\u7528\u6a21\u578b\u81ea\u8eab\u7684\u53cd\u9988\u673a\u5236\u6765\u8fdb\u884c\u6570\u636e\u6807\u6ce8\uff0c\u6e90\u4e8e\u4e00\u4e2a\u865a\u62df\u4ea4\u4e92\u73af\u5883\u4e4b\u4e2d\uff0c\u5728\u8fd9\u4e2a\u73af\u5883\u4e2d\uff0c\u591a\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\u6839\u636e\u95ee\u9898\u7ed9\u51fa\u56de\u590d\u7136\u540e\u4e92\u76f8\u201c\u4ea4\u6d41\u201d\uff0c\u5e76\u6839\u636e\u5f7c\u6b64\u7684\u53cd\u9988\u6765\u4e0d\u65ad\u4fee\u6b63\u548c\u5b8c\u5584\u81ea\u5df1\u7684\u56de\u590d\uff0c\u6bcf\u4e2a\u5b9e\u4f8b\u5747\u5305\u542b\u4e00\u4e2a\u67e5\u8be2\u3001\u591a\u4e2a\u5019\u9009\u56de\u590d\u9009\u9879\u4ee5\u53ca\u7531\u5176\u4ed6\u6a21\u578b\u7ed9\u51fa\u7684\u76f8\u5e94\u8bc4\u5206\u3002<br><strong>6\uff09CValues (Chinese Values)<\/strong>: \u662f\u4e00\u4e2a\u9762\u5411\u4e2d\u6587\u7684\u5927\u6a21\u578b\u5bf9\u9f50\u6570\u636e\u96c6\uff0c\u63d0\u51fa\u4e86\u5b89\u5168\u6027\u548c\u8d23\u4efb\u6027\u8fd9\u4e24\u4e2a\u8bc4\u4f30\u6807\u51c6\u3002\u8fd9\u4e2a\u6570\u636e\u96c6\u5305\u542b\u4e86\u4e24\u79cd\u7c7b\u578b\u7684\u63d0\u793a\uff1a\u5b89\u5168\u6027\u63d0\u793a\uff08\u672a\u5f00\u6e90\uff09\u548c\u8d23\u4efb\u6027\u63d0\u793a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/blog.csdn.net\/xiaobing259\/article\/details\/138205204\">https:\/\/blog.csdn.net\/xiaobing259\/article\/details\/138205204<\/a><br>\u4f5c\u8005\uff1a\u5bfb\u9053AI\u5c0f\u5175<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u6784\u5efa\u5f3a\u5927\u7684AI\u7cfb\u7edf\u7684\u5173\u952e\u6b65\u9aa4\u4e4b\u4e00\u662f&#8230; <\/p>\n","protected":false},"author":1,"featured_media":454,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[121],"tags":[],"class_list":["post-430","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/430","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=430"}],"version-history":[{"count":2,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/430\/revisions"}],"predecessor-version":[{"id":435,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/430\/revisions\/435"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/media\/454"}],"wp:attachment":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=430"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=430"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=430"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}