{"id":1607,"date":"2024-08-09T10:31:17","date_gmt":"2024-08-09T02:31:17","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=1607"},"modified":"2024-11-14T21:47:34","modified_gmt":"2024-11-14T13:47:34","slug":"84","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/84\/","title":{"rendered":"\u7528\u751f\u6210\u5f0fAI\u751f\u6210\u6570\u636e\u4f5c\u4e3a\u8bad\u7ec3\u96c6\u8bad\u7ec3\u8fed\u4ee3\u6a21\u578b\u7684\u95ee\u9898"},"content":{"rendered":"\n<p>\u3010AI models collapse when trained on recursively generated data\u3011<\/p>\n\n\n\n<p>\u672c\u7bc7\u6587\u7ae0\u662f\u4e2a\u4eba\u770b\u6587\u732e\u7684\u4e00\u4e9b\u603b\u7ed3\u548c\u4e2a\u4eba\u7684\u60f3\u6cd5\uff0c\u90fd\u662f\u4e2a\u4eba\u770b\u8fc7\u6587\u7ae0\u4e4b\u540e\u7684\u7406\u89e3\uff0c\u4e0d\u4fdd\u8bc1\u4e00\u5b9a\u662f\u5bf9\u7684\uff0c\u5982\u679c\u6211\u7684\u7406\u89e3\u6709\u9519\uff0c\u6b22\u8fce\u7ea0\u6b63\u3002<\/p>\n\n\n\n<p>\uff08\u725b\u6d25\u5927\u5b66\u3001\u5251\u6865\u5927\u5b66\u3001\u4f26\u6566\u5e1d\u56fd\u7406\u5de5\u5b66\u9662\u3001\u591a\u4f26\u591a\u5927\u5b66\u3001\u591a\u4f26\u591a\u77e2\u91cf\u7814\u7a76\u6240\u3001\u7231\u4e01\u5821\u5927\u5b66 2024.7.24\uff09<\/p>\n\n\n\n<p>\u968f\u7740<strong>\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u5185\u5bb9\u8d8a\u6765\u8d8a\u591a\u5730\u88ab\u7528\u4e8e\u8bad\u7ec3\u6570\u636e<\/strong>\uff0c\u8fd9<strong>\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u6027\u80fd\u4e0b\u964d<\/strong>\uff0c\u751a\u81f3\u51fa\u73b0\u201c<strong>\u6a21\u578b\u5d29\u6e83<\/strong>\u201d\uff08model collapse\uff09\u73b0\u8c61\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u5d29\u6e83\u662f\u6307\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c<strong>\u7531\u4e8e\u6a21\u578b\u751f\u6210\u7684\u6570\u636e\u6c61\u67d3\u4e86\u4e0b\u4e00\u4ee3\u6a21\u578b\u7684\u8bad\u7ec3\u96c6<\/strong>\uff0c<strong>\u5bfc\u81f4\u6a21\u578b\u9010\u6e10\u5fd8\u8bb0\u771f\u5b9e\u7684\u5e95\u5c42\u6570\u636e\u5206\u5e03<\/strong>\uff0c<strong>\u6700\u7ec8\u5bfc\u81f4\u6a21\u578b\u6027\u80fd\u9000\u5316<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u65e9\u671f<\/strong>\u6a21\u578b\u5d29\u6e83\u8868\u73b0\u4e3a\u6a21\u578b<strong>\u5f00\u59cb\u4e22\u5931\u5173\u4e8e\u5206\u5e03\u5c3e\u90e8\u7684\u4fe1\u606f<\/strong>\uff1b<strong>\u665a\u671f<\/strong>\u6a21\u578b\u5d29\u6e83\u5219\u662f<strong>\u6a21\u578b\u6536\u655b\u5230\u4e0e\u539f\u59cb\u5206\u5e03\u76f8\u4f3c\u5ea6\u6781\u4f4e\u7684\u5206\u5e03<\/strong>\uff0c\u901a\u5e38<strong>\u4f34\u968f\u7740\u663e\u8457\u964d\u4f4e\u7684\u65b9\u5dee<\/strong>\u3002<\/p>\n\n\n\n<p>\u5bfc\u81f4\u6a21\u578b\u5d29\u6e83\u7684\u539f\u56e0\uff1a<\/p>\n\n\n\n<p><strong>\u7edf\u8ba1\u8fd1\u4f3c\u8bef\u5dee<\/strong>\uff1a\u7531\u4e8e<strong>\u6837\u672c\u6570\u91cf\u6709\u9650<\/strong>\uff0c\u5bfc\u81f4\u5728<strong>\u91cd\u91c7\u6837\u7684\u6bcf\u4e00\u6b65\u90fd\u6709\u53ef\u80fd\u4e22\u5931\u4fe1\u606f<\/strong>\u3002\u529f\u80fd\u8868\u8fbe<strong>\u6027\u8bef\u5dee<\/strong>\uff1a\u7531\u4e8e\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\u6709\u9650\uff0c\u53ef\u80fd\u5bfc\u81f4<strong>\u5728\u539f\u59cb\u5206\u5e03\u7684\u652f\u6301\u4e4b\u5916\u5f15\u5165\u975e\u96f6\u6982\u7387<\/strong>\uff0c\u6216<strong>\u5728\u539f\u59cb\u5206\u5e03\u7684\u652f\u6301\u5185\u5f15\u5165\u96f6\u6982\u7387<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u529f\u80fd\u8fd1\u4f3c\u8bef\u5dee<\/strong>\uff1a\u4e3b\u8981\u6e90\u4e8e<strong>\u5b66\u4e60\u8fc7\u7a0b\u7684\u5c40\u9650\u6027<\/strong>\uff0c\u4f8b\u5982\u68af\u5ea6\u4e0b\u964d\u7684\u7ed3\u6784\u504f\u5dee\u6216\u76ee\u6807\u51fd\u6570\u7684\u9009\u62e9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-09-082757-962x1024.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"962\" height=\"1024\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-09-082757-962x1024.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-1608\"  sizes=\"auto, (max-width: 962px) 100vw, 962px\" \/><\/div><\/figure>\n\n\n\n<p>\u6587\u7ae0\u901a\u8fc7\u5728\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08VAEs\uff09\u3001\u9ad8\u65af\u6df7\u5408\u6a21\u578b\uff08GMMs\uff09\u548cLLMs\u4e0a\u7684\u5b9e\u9a8c\uff0c<strong>\u5c55\u793a\u4e86\u6a21\u578b\u5d29\u6e83\u7684\u666e\u904d\u6027<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728\u8bed\u8a00\u6a21\u578b\u7684\u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86<strong>OPT-125m<\/strong>\u56e0\u679c\u8bed\u8a00\u6a21\u578b\uff0c\u5e76<strong>\u5728wikitext2\u6570\u636e\u96c6<\/strong>\u4e0a\u8fdb\u884c\u4e86\u5fae\u8c03\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-09-083526.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"833\" height=\"861\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-09-083526.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-1609\"  sizes=\"auto, (max-width: 833px) 100vw, 833px\" \/><\/div><\/figure>\n\n\n\n<p>\u6587\u7ae0\u8ba8\u8bba\u4e86<strong>\u6a21\u578b\u5d29\u6e83\u5bf9\u5927\u8bed\u8a00\u751f\u6210\u6a21\u578b\u5b66\u4e60\u52a8\u6001\u7684\u5f71\u54cd<\/strong>\uff0c<strong>\u5f3a\u8c03\u4e86\u4fdd\u6301\u5bf9\u539f\u59cb\u6570\u636e\u6e90\u7684\u8bbf\u95ee\u4ee5\u53ca\u83b7\u53d6\u975e\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u6570\u636e\u7684\u91cd\u8981\u6027<\/strong>\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u5185\u5bb9\u5728\u4e92\u8054\u7f51\u4e0a\u7684\u666e\u53ca\uff0c<strong>\u5c06\u8d8a\u6765\u8d8a\u96be\u4ee5\u8bad\u7ec3\u65b0\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7248\u672c<\/strong>\uff0c\u9664\u975e<strong>\u80fd\u591f\u8bbf\u95ee\u5728\u6280\u672f\u666e\u53ca\u4e4b\u524d\u4ece\u4e92\u8054\u7f51\u4e0a\u722c\u53d6\u7684\u6570\u636e\u6216\u76f4\u63a5\u83b7\u53d6\u4eba\u7c7b\u751f\u6210\u7684\u5927\u89c4\u6a21\u6570\u636e<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u6587\u7ae0\u63d0\u793a\u7814\u7a76\u8005\u4eec\u8981\u6ce8\u610f\u6a21\u578b\u5954\u6e83\u7684\u95ee\u9898\uff0c\u5e76\u4e14\u786e\u4fdd\u6a21\u578b\u53ef\u4ee5\u83b7\u53d6\u771f\u5b9e\u4eba\u7c7b\u7684\u4ea4\u4e92\u6570\u636e\u3002\u4e0d\u8fc7\u5e76\u4e0d\u662f\u5728\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u65f6\u5019\u5b8c\u5168\u4e0d\u8981\u4f7f\u7528AI\u751f\u6210\u7684\u6570\u636e\uff0c\u800c\u662f\u8981\u65f6\u523b\u7b5b\u9009AI\u751f\u6210\u7684\u6570\u636e\uff0c\u786e\u4fdd\u6570\u636e\u7684\u53ef\u7528\u6027\uff0c\u5e76\u4e14\u65f6\u523b\u89c2\u5bdf\u6a21\u578b\u7684\u8fed\u4ee3\u6027\u80fd\u3002\u5982\u679c\u6761\u4ef6\u5141\u8bb8\u7684\u8bdd\uff0c\u6700\u597d\u5c06AI\u751f\u6210\u7684\u6570\u636e\u4e0e\u4eba\u7c7b\u7684\u6570\u636e\u533a\u5206\u5f00\u6765\uff0c\u5728\u8bad\u7ec3\u6a21\u578b\u7684\u65f6\u5019\u6df7\u5408\u4e24\u79cd\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3010AI models collapse when trained on recursively generat [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33],"tags":[3,25,35,7,8,34],"class_list":["post-1607","post","type-post","status-publish","format-standard","hentry","category-wxyd","tag-xxbj","tag-xd","tag-wxyd","tag-jjxx","tag-deeplearning","tag-lw"],"_links":{"self":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1607","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/comments?post=1607"}],"version-history":[{"count":3,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1607\/revisions"}],"predecessor-version":[{"id":1837,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1607\/revisions\/1837"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=1607"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=1607"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=1607"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}