{"id":34734,"date":"2024-12-11T23:57:41","date_gmt":"2024-12-11T15:57:41","guid":{"rendered":"https:\/\/17aitech.com\/?p=34734"},"modified":"2024-12-11T23:57:41","modified_gmt":"2024-12-11T15:57:41","slug":"nature%e5%b0%81%e9%9d%a2%ef%bc%9aai%e8%ae%ad%e7%bb%83ai%ef%bc%8c%e8%b6%8a%e8%ae%ad%e8%b6%8a%e7%a6%bb%e8%b0%b1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34734","title":{"rendered":"Nature\u5c01\u9762\uff1aAI\u8bad\u7ec3AI\uff0c\u8d8a\u8bad\u8d8a\u79bb\u8c31"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-25-5\" target=\"_blank\">Nature\u5c01\u9762\uff1aAI\u8bad\u7ec3AI\uff0c\u8d8a\u8bad\u8d8a\u79bb\u8c31<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"25\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>\u8bad\u7ec3\u6570\u636e\u662f\u7528 GPT-4o 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e5e4896657d4b5050ec7c7b05b50c7a4.png\"><\/a><\/p>\n<p>\u8fd9\u7bc7\u7531\u725b\u6d25\u5927\u5b66\u7b49\u673a\u6784\u63d0\u4ea4\u7684\u7814\u7a76\uff0c\u5f3a\u8c03\u4e86\u7531\u4e8e\u81ea\u6211\u8bad\u7ec3\u5bfc\u81f4<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u6a21\u578b\u5d29\u6e83\uff08Model Collapse\uff09\u7684\u98ce\u9669\uff0c\u8bba\u8bc1\u4e86\u539f\u59cb\u6570\u636e\u6e90\u548c\u4ed4\u7ec6\u6570\u636e\u8fc7\u6ee4\u7684\u5fc5\u8981\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9b31a61ea95d0e6a1a020b922eeddc7e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9b31a61ea95d0e6a1a020b922eeddc7e.png\"><\/a><\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41586-024-07566-y<\/p>\n<p><strong>\u54ea\u79cd\u6a21\u578b\u5bb9\u6613\u5d29\u6e83\uff1f<\/strong><\/p>\n<p>\u7814\u7a76\u8ba4\u4e3a\uff0c\u5f53<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u6a21\u578b\u5728\u751f\u6210\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8fc7\u5ea6\u8bad\u7ec3\u65f6\uff0c\u5c31\u4f1a\u53d1\u751f\u4e0d\u53ef\u9006\u8f6c\u7684\u6a21\u578b\u5d29\u6e83\u3002<\/p>\n<p>\u300c\u6a21\u578b\u5d29\u6e83\u662f\u6307\u7531\u4e8e\u5bf9\u5408\u6210\u6570\u636e\u8fdb\u884c\u4e0d\u52a0\u533a\u5206\u7684\u8bad\u7ec3\u800c\u5bfc\u81f4\u6a21\u578b\u5d29\u6e83\u7684\u73b0\u8c61\u300d\uff0c\u725b\u6d25\u5927\u5b66\u7814\u7a76\u5458\u3001\u8be5\u8bba\u6587\u7684\u4e3b\u8981\u4f5c\u8005 Ilia Shumailov 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data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4e2d\u7684\u6a21\u578b\u5d29\u6e83<\/strong><\/p>\n<p>\u4f5c\u8005\u5728\u6587\u4e2d\u8fd8\u8bc4\u4f30\u4e86\u6a21\u578b\u5d29\u6e83\u5bf9<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u5f71\u54cd\u3002\u6a21\u578b\u5d29\u6e83\u5728\u5404\u79cd<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u6a21\u578b\u4e2d\u666e\u904d\u5b58\u5728\u3002\u7136\u800c\uff0c\u4e0e\u901a\u5e38\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u7684\u5c0f\u6a21\u578b\uff08\u5982 GMMs \u548c VAEs\uff09\u4e0d\u540c\uff0cLLM \u9700\u8981\u5de8\u5927\u7684\u6210\u672c\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\uff0c\u56e0\u6b64\u901a\u5e38\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982 BERT\u3001RoBERTa \u6216 <mark data-type=\"tech_methods\" data-id=\"e8e4513e-695d-49e6-9155-31ae453de372\">GPT-2<\/mark>\uff09\u521d\u59cb\u5316\uff0c\u8fd9\u4e9b\u6a21\u578b\u662f\u5728\u5927\u578b\u6587\u672c\u8bed\u6599\u5e93\u4e0a\u8bad\u7ec3\u7684\u3002\u968f\u540e\uff0c\u8fd9\u4e9b\u6a21\u578b\u88ab\u5fae\u8c03\u4ee5\u9002\u5e94\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u3002<\/p>\n<p>\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u4f5c\u8005\u63a2\u8ba8\u4e86\u5f53<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4f7f\u7528\u7531\u5176\u4ed6\u6a21\u578b\u751f\u6210\u7684\u6570\u636e\u8fdb\u884c\u8fde\u7eed\u5fae\u8c03\u65f6\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002\u672c\u6587\u4e2d\u6d89\u53ca\u7684\u6240\u6709\u5b9e\u9a8c\u53ef\u4ee5\u5728\u975e\u5fae\u8c03\u8bbe\u7f6e\u4e0b\u7528\u66f4\u5927\u7684<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u8f7b\u677e\u590d\u5236\u3002\u9274\u4e8e\u8bad\u7ec3\u4e00\u4e2a\u4e2d\u7b49\u89c4\u6a21\u7684\u6a21\u578b\u9700\u8981\u7684\u7b97\u529b\u4e5f\u975e\u5e38\u53ef\u89c2\uff0c\u4f5c\u8005\u9009\u62e9\u4e0d\u8fdb\u884c\u8fd9\u6837\u7684\u5b9e\u9a8c\uff0c\u800c\u662f\u4e13\u6ce8\u4e8e\u66f4\u73b0\u5b9e\u7684\u6982\u5ff5\u9a8c\u8bc1\u8bbe\u7f6e\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u672c\u6587\u63cf\u8ff0\u7684\u8bed\u8a00\u5b9e\u9a8c\u5373\u4f7f\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u4e5f\u9700\u8981\u51e0\u5468\u65f6\u95f4\u624d\u80fd\u5b8c\u6210\u3002\u4f5c\u8005\u8bc4\u4f30\u4e86\u8bad\u7ec3<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u6700\u5e38\u89c1\u8bbe\u7f6e \u2014\u2014 \u5fae\u8c03\u8bbe\u7f6e\uff0c\u5176\u4e2d\u6bcf\u4e2a\u8bad\u7ec3\u5468\u671f\u90fd\u4ece\u4e00\u4e2a\u5177\u6709\u6700\u65b0\u6570\u636e\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u5f00\u59cb\u3002\u8fd9\u91cc\u7684\u6570\u636e\u6765\u81ea\u53e6\u4e00\u4e2a\u7ecf\u8fc7\u5fae\u8c03\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u7531\u4e8e\u8bad\u7ec3\u88ab\u9650\u5236\u5728\u751f\u6210\u4e0e\u539f\u59cb\u9884\u8bad\u7ec3\u6a21\u578b\u975e\u5e38\u76f8\u4f3c\u7684\u6a21\u578b\uff0c\u5e76\u4e14\u8fd9\u4e9b\u6a21\u578b\u751f\u6210\u7684\u6570\u636e\u70b9\u901a\u5e38\u53ea\u4f1a\u4ea7\u751f\u975e\u5e38\u5c0f\u7684\u68af\u5ea6\uff0c\u56e0\u6b64\u9884\u671f\u5728\u5fae\u8c03\u540e\uff0c\u6a21\u578b\u53ea\u4f1a\u53d1\u751f\u9002\u5ea6\u7684\u53d8\u5316\u3002\u4f5c\u8005\u4f7f\u7528 Meta \u901a\u8fc7 Hugging Face \u63d0\u4f9b\u7684 OPT-125m \u56e0\u679c<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u8fdb\u884c\u4e86\u5fae\u8c03\u3002<\/p>\n<p><strong>\u6848\u4f8b\u7814\u7a76\uff1a\u6559\u5802\u548c\u957f\u8033\u5927\u91ce\u5154<\/strong><\/p>\n<p>\u7814\u7a76\u4eba\u5458\u5728\u8bba\u6587\u4e2d\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f7f\u7528<mark data-type=\"tech_tasks\" data-id=\"f02bb483-1c90-4010-849a-f2d7e3f0ad59\">\u6587\u672c\u751f\u6210<\/mark>\u6a21\u578b OPT-125m \u7684\u793a\u4f8b\uff08\u4f7f\u7528 wikitext2 \u6570\u636e\u96c6\u5fae\u8c03\uff09\uff0c\u8be5\u6a21\u578b\u7684\u6027\u80fd\u4e0e ChatGPT \u7684 GPT-3 \u7c7b\u4f3c\uff0c\u4f46\u9700\u8981\u7684\u7b97\u529b\u8f83\u5c11\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u5c06\u6709\u5173\u8bbe\u8ba1 14 \u4e16\u7eaa\u6559\u5802\u5854\u697c\u7684\u6587\u672c\u8f93\u5165\u5230\u6a21\u578b\u4e2d\u3002\u5728\u7b2c\u4e00\u4ee3\u6587\u672c\u8f93\u51fa\u4e2d\uff0c\u8be5\u6a21\u578b\u4e3b\u8981\u8ba8\u8bba\u4e86\u5728\u4e0d\u540c\u6559\u7687\u7edf\u6cbb\u4e0b\u5efa\u9020\u7684\u5efa\u7b51\u7269\u3002\u4f46\u5230\u4e86\u7b2c\u4e5d\u4ee3\u6587\u672c\u8f93\u51fa\uff0c\u8be5\u6a21\u578b\u4e3b\u8981\u8ba8\u8bba\u4e86\u5927\u91cf\u7684\u9ed1\u5c3e\u3001\u767d\u5c3e\u3001\u84dd\u5c3e\u3001\u7ea2\u5c3e\u548c\u9ec4\u5c3e\u957f\u8033\u5927\u91ce\u5154\u3002\u6211\u4eec\u5e94\u8be5\u6ce8\u610f\u5230\u7684\u662f\uff0c\u5176\u4e2d\u5927\u591a\u6570\u5e76\u4e0d\u662f\u771f\u6b63\u5b58\u5728\u7684\u957f\u8033\u5927\u91ce\u5154\u7269\u79cd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6d63365ca1e748dc10c3f1c69c6e5919.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6d63365ca1e748dc10c3f1c69c6e5919.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5927\u6a21\u578b\u8f93\u51fa\u7684\u5185\u5bb9\uff1a\u4ece\u6559\u5802\u5230 100 \u591a\u79cd\u8bed\u8a00\uff0c\u518d\u5230\u91ce\u5154\u3002<\/sup><\/em><\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5373\u4f7f\u539f\u6570\u636e\u4e00\u76f4\u4fdd\u7559\uff0c\u4f46\u6a21\u578b\u5d29\u6e83\u7684\u73b0\u8c61\u4ecd\u7136\u4f1a\u53d1\u751f\u3002\u968f\u7740\u4e0d\u65ad\u8fed\u4ee3\uff0c\u6a21\u578b\u5f00\u59cb\u5fd8\u8bb0\u771f\u5b9e\u6570\u636e\u4e2d\u7684\u4fe1\u606f\uff0c\u5e76\u4e14\u751f\u6210\u7684\u5185\u5bb9\u4e2d\u5305\u542b\u8d8a\u6765\u8d8a\u591a\u91cd\u590d\u7684\u77ed\u8bed\u3002<\/p>\n<p><strong>\u7f51\u7edc\u5145\u65a5 AI \u5185\u5bb9\uff0c\u300c\u6570\u636e\u6e90\u300d\u65e9\u5df2\u88ab\u6c61\u67d3<\/strong><\/p>\n<p>\u770b\u5230\u8fd9\u91cc\u4f60\u53ef\u80fd\u4f1a\u95ee\u4e86\uff1a\u90a3\u8fd8\u4e0d\u7b80\u5355\uff0c\u4e0d\u4f7f\u7528\u5408\u6210\u6570\u636e\u8bad\u7ec3 AI \u4e0d\u5c31\u5b8c\u4e8b\u4e86\uff1f\u4f46\u5b9e\u9645\u4e0a\uff0c\u73b0\u5728\u80fd\u4ece\u4e92\u8054\u7f51\u4e0a\u83b7\u53d6\u7684\u300c\u6570\u636e\u300d\uff0c\u91cc\u9762\u5df2\u7ecf\u4e0d\u77e5\u9053\u6709\u591a\u5c11\u662f AI \u751f\u6210\u7684\u4e86\uff0c\u800c\u4e14\u6211\u4eec\u7ecf\u5e38\u65e0\u6cd5\u628a\u5b83\u4eec\u548c\u6b63\u5e38\u5185\u5bb9\u533a\u5206\u5f00\u6765\u3002<\/p>\n<p>\u4e92\u8054\u7f51\u4e0a\u5145\u65a5\u7740\u5404\u79cd\u5185\u5bb9\uff0c\u8fd9\u5e76\u4e0d\u662f\u65b0\u9c9c\u4e8b\u3002\u6b63\u5982\u7814\u7a76\u4eba\u5458\u5728\u8bba\u6587\u4e2d\u6307\u51fa\u7684\u90a3\u6837\uff0c\u65e9\u5728\u5927\u89c4\u6a21<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLM\uff09\u6210\u4e3a\u516c\u4f17\u719f\u77e5\u7684\u8bdd\u9898\u4e4b\u524d\uff0c\u6076\u610f\u7f51\u7ad9\u5c31\u5df2\u7ecf\u5728\u5236\u9020\u5185\u5bb9\uff0c\u4ee5\u6b3a\u9a97\u641c\u7d22\u7b97\u6cd5\u4f18\u5148\u663e\u793a\u4ed6\u4eec\u7684\u7f51\u7ad9\u4ee5\u83b7\u53d6\u70b9\u51fb\u91cf\u3002\u968f\u7740 OpenAI \u7684 GPT \u7cfb\u5217\u5927\u6a21\u578b\u95ee\u4e16\uff0c\u751f\u6210\u5f0f AI \u5df2\u7ecf\u5e76\u5c06\u4f1a\u6781\u5927\u5730\u6539\u53d8\u6587\u672c\u548c\u56fe\u50cf\u5185\u5bb9\u7684\u751f\u6001\u3002<\/p>\n<p>AI \u751f\u6210\u6587\u672c\u53ef\u6bd4\u4eba\u7c7b\u8bf4\u5e9f\u8bdd\u5feb\u5f97\u591a\uff0c\u8fd9\u5f15\u53d1\u4e86\u66f4\u5927\u89c4\u6a21\u7684\u62c5\u5fe7\u3002\u675c\u514b\u5927\u5b66\u4e13\u95e8\u7814\u7a76\u9690\u79c1\u4e0e\u5b89\u5168\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u827e\u7c73\u4e3d &#8211; \u6e29\u683c Emily Wenger 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