{"id":3432,"date":"2025-12-05T21:03:00","date_gmt":"2025-12-05T13:03:00","guid":{"rendered":"https:\/\/www.huanqiukexue.com\/?p=3432"},"modified":"2025-12-12T16:30:55","modified_gmt":"2025-12-12T08:30:55","slug":"gpt5%e9%83%bd%e5%87%ba%e4%ba%86%ef%bc%8c%e4%bd%86openai%e8%87%b3%e4%bb%8a%e8%bf%98%e6%b2%a1%e6%90%9e%e6%87%82gpt2","status":"publish","type":"post","link":"https:\/\/www.huanqiukexue.com\/?p=3432","title":{"rendered":"GPT5\u90fd\u51fa\u4e86\uff0c\u4f46OpenAI\u81f3\u4eca\u8fd8\u6ca1\u641e\u61c2GPT2"},"content":{"rendered":"\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"337\" src=\"https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/taylor-vick-M5tzZtFCOfs-unsplash.jpg\" alt=\"\" class=\"wp-image-3431\" srcset=\"https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/taylor-vick-M5tzZtFCOfs-unsplash.jpg 600w, https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/taylor-vick-M5tzZtFCOfs-unsplash-300x169.jpg 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>\u56fe\u7247\u6765\u6e90\uff1a<a href=\"https:\/\/unsplash.com\/photos\/cable-network-M5tzZtFCOfs\" target=\"_blank\" rel=\"noreferrer noopener\">unsplash<\/a><\/p>\n\n\n<section style=\"overflow: auto; line-height: 2.45; padding: 20px; border-radius: 5px; overflow-wrap: normal; color: #010101; background-color: #d5dce1;\" data-autoskip=\"1\"><span style=\"font-size: large;\"><span style=\"letter-spacing: 1px;\">\u9ed1\u7bb1\u6253\u5f00\u4e86\uff0c\u4f46\u53ea\u6709\u4e00\u70b9\u70b9\u3002<\/span><\/span><\/section>\n\n\n<p><span style=\"color: rgb(153, 153, 153); font-size: 16px; letter-spacing: 1px;\">\u64b0\u6587\uff5c\u738b\u6631<\/span><\/p>\n\n\n\n<p><span style=\"color: rgb(153, 153, 153); font-size: 16px; letter-spacing: 1px;\">\u5ba1\u6821\uff5c\u4e0d\u5468<\/span><\/p>\n\n\n\n<p>\u6211\u4eec\u5df2\u7ecf\u79bb\u4e0d\u5f00AI\u4e86\u2014\u2014\u66f4\u786e\u5207\u5730\u8bf4\uff0c\u662f\u8d8a\u6765\u8d8a\u79bb\u4e0d\u5f00\u5927\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5404\u5927\u516c\u53f8\u53d1\u5e03\u65b0\u6a21\u578b\u7684\u901f\u5ea6\u4e5f\u8d8a\u6765\u8d8a\u5feb\uff0c\u4eca\u5e748\u6708\u7684GPT-5\uff0c\u4e0a\u4e2a\u6708\u7684Gemini 3\uff0c\u4e0d\u65ad\u66f4\u65b0\u7684\u5343\u95ee\u3001\u8c46\u5305\u7b49\u7b49\u3002\u201c\u524d\u7aef\u5df2\u6b7b\u201d\u7684\u8bba\u8c03\u53cd\u590d\u51fa\u73b0\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u5c1d\u8bd5\u7528\u667a\u80fd\u4f53\uff08agent\uff09\u6539\u5584\u81ea\u5df1\u7684\u5de5\u4f5c\u6d41\uff0c\u5927\u6a21\u578b\u7092\u80a1\u4e5f\u5438\u5f15\u4e86\u4e00\u5927\u6ce2\u6ce8\u610f\uff0c\u8fd8\u6709\u4eba\u5728\u8ba8\u8bbaAI\u6295\u8d44\u70ed\u6f6e\u7a76\u7adf\u5305\u542b\u591a\u5c11\u6ce1\u6cab\u3002\u8fd9\u4e9b\u65b0\u95fb\u4ee4\u4eba\u76ee\u4e0d\u6687\u63a5\uff0c\u8d8a\u5173\u6ce8AI\u7684\u4eba\uff0c\u53ef\u80fd\u8d8a\u96be\u610f\u8bc6\u5230DeepSeek-R1\u8fd9\u4e2a\u5212\u65f6\u4ee3\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u7adf\u7136\u662f\u4eca\u5e74\u53d1\u5e03\u7684\u3002<\/p>\n\n\n\n<p><strong>\u7eb5\u4f7f\u6709\u4e86\u8fd9\u4e48\u591a\u8fdb\u5c55\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08<\/strong><strong>LLM<\/strong><strong>\uff09\u4f9d\u7136\u662f\u4e00\u4e2a\u9ed1\u7bb1\u3002<\/strong>\u5982\u679c\u4f60\u5728\u672c\u5730\u90e8\u7f72\u8fc7\u53c2\u6570\u91cf\u8f83\u5c0f\u7684\u6a21\u578b\uff0c\u53ef\u80fd\u5f88\u96be\u60f3\u8c61\u8fd9\u4e9b\u201c\u667a\u969c\u201d\u548c\u96c6\u7fa4\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u7684\u5de8\u65e0\u9738\u6a21\u578b\u7adf\u7136\u5171\u4eab\u51e0\u4e4e\u76f8\u540c\u7684\u67b6\u6784\u3002\u968f\u7740\u6a21\u578b\u53c2\u6570\u91cf\u4e0d\u65ad\u589e\u5927\uff0c\u8d34\u8fd1\u3001\u751a\u81f3\u8d85\u8d8a\u5927\u90e8\u5206\u4eba\u7c7b\u7684\u667a\u80fd\u7a81\u7136\u6d8c\u73b0\u51fa\u6765\u2014\u2014\u5b83\u4eec\u751a\u81f3\u53ef\u4ee5\u8fbe\u5230\u56fd\u9645\u6570\u5b66\u5965\u8d5b\u91d1\u724c\u7684\u6c34\u5e73\u3002\u6a21\u578b\u7a76\u7adf\u662f\u5982\u4f55\u53d8\u5f97\u8fd9\u4e48\u806a\u660e\u7684\uff1f\u5927\u6a21\u578b\u4e2d\u7684\u53c2\u6570\u592a\u591a\u3001\u8fde\u63a5\u592a\u591a\uff0c\u6211\u4eec\u5f88\u96be\u770b\u61c2\u5b83\u4eec\u7a76\u7adf\u662f\u600e\u4e48\u5f97\u51fa\u7b54\u6848\u7684\u3002<\/p>\n\n\n\n<p>\u601d\u7ef4\u94fe\uff08CoT\uff09\u4e5f\u8bb8\u80fd\u8ba9\u6211\u4eec\u7aa5\u63a2\u6a21\u578b\u7684\u601d\u60f3\uff0c\u4f46\u5b83\u672c\u8eab\u4e5f\u9ed1\u76d2\u6a21\u578b\u8f93\u51fa\u7684\u4e00\u90e8\u5206\u3002\u601d\u7ef4\u94fe\u5bf9\u201c\u4eba\u7c7b\u7406\u89e3\u6a21\u578b\u8f93\u51fa\u7684\u63a8\u7406\u8fc7\u7a0b\u201d\u6709\u5e2e\u52a9\uff0c\u4f46\u5bf9\u201c\u7406\u89e3\u6a21\u578b\u5185\u90e8\u673a\u5236\uff08\u4e3a\u4ec0\u4e48\u5b83\u80fd\u63a8\u7406\uff09\u201d\u51e0\u4e4e\u6ca1\u6709\u5e2e\u52a9\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c<strong>\u601d\u7ef4\u94fe\u63d0\u5347\u7684\u662f<\/strong><strong>\u201c<\/strong><strong>\u8f93\u51fa\u7684\u53ef\u89e3\u91ca\u6027<\/strong><strong>\u201d<\/strong><strong>\uff08<\/strong><strong>output interpretability<\/strong><strong>\uff09\uff0c\u4f46\u5e76\u4e0d\u80fd\u63d0\u5347<\/strong><strong>\u201c<\/strong><strong>\u6a21\u578b\u5185\u90e8\u673a\u5236\u7684\u53ef\u89e3\u91ca\u6027<\/strong><strong>\u201d<\/strong><strong>\uff08<\/strong><strong>mechanistic interpretability<\/strong><strong>\uff09\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"203\" src=\"https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/\u5fae\u4fe1\u56fe\u7247_20251212162603_234_103-2.png\" alt=\"\" class=\"wp-image-3427\" srcset=\"https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/\u5fae\u4fe1\u56fe\u7247_20251212162603_234_103-2.png 600w, https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/\u5fae\u4fe1\u56fe\u7247_20251212162603_234_103-2-300x102.png 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span style=\"color: rgb(153, 153, 153); font-size: 16px; letter-spacing: 1px;\">\u8fd9\u5e76\u4e0d\u662f\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u671f\u5f85\u7684\u5185\u90e8\u673a\u5236\u53ef\u89e3\u91ca\u6027\u3002\u56fe\u7247\u6765\u6e90\u4e8e\u7f51\u7edc<\/span><\/p>\n\n\n\n<p>\u867d\u7136GPT-5\u65e9\u5df2\u53d1\u5e03\uff0c\u4f46\u6700\u8fd1<a target=\"_blank\" href=\"https:\/\/openai.com\/index\/understanding-neural-networks-through-sparse-circuits\/\" rel=\"noreferrer noopener\">OpenAI<\/a>\u53d1\u5e03\u7684\u4e00\u7bc7<a target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2303.12712\" rel=\"noreferrer noopener\">\u8bba\u6587<\/a>\u8868\u793a\uff0c\u4ed6\u4eec\u751a\u81f3\u8fdeGPT-2\u7684\u5185\u90e8\u673a\u5236\u90fd\u6ca1\u80fd\u5b8c\u5168\u7406\u89e3\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center has-medium-font-size\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0);\"><span style=\"font-size: 24px; text-decoration: overline; caret-color: rgb(8,124,186); color: rgb(8,124,186);\"><strong><br><br>\u7a00\u758f\u6a21\u578b<\/strong><\/span><\/mark><\/strong><\/p>\n\n\n\n<p>\u4ee5\u5f80\u7684\u7814\u7a76\u8005\u4e3a\u4e86\u5bfb\u627e\u6a21\u578b\u5185\u90e8\u7684\u8fd0\u884c\u673a\u5236\uff0c\u6700\u5927\u7684\u56f0\u96be\u5f80\u5f80\u662f\u6a21\u578b\u5185\u90e8\u7eb7\u7e41\u590d\u6742\u7684\u8fde\u63a5\u3002\u5728\u4f20\u7edf\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u795e\u7ecf\u7f51\u7edc\u4e2d\u6bcf\u4e00\u5c42\u7684\u6bcf\u4e2a\u795e\u7ecf\u5143\uff0c\u5f80\u5f80\u90fd\u4e0e\u4e0b\u4e00\u5c42\u7684\u6bcf\u4e2a\u795e\u7ecf\u5143\u76f8\u8fde\u3002\u54ea\u6015\u53ea\u662f\u6267\u884c\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u3001\u786e\u5b9a\u6027\u6781\u9ad8\u7684\u4efb\u52a1\uff0c\u4e5f\u4f1a\u6d89\u53ca\u591a\u4e2a\u795e\u7ecf\u5143\u7684\u534f\u540c\u5de5\u4f5c\uff0c\u8ba9\u7814\u7a76\u4eba\u5458\u5f04\u4e0d\u6e05\u695a\u6a21\u578b\u5728\u63a8\u7406\u65f6\u7a76\u7adf\u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/p>\n\n\n\n<p>\u800cOpenAI\u6539\u53d8\u4e86\u7814\u7a76\u601d\u8def\uff0c\u4ed6\u4eec\u4e0d\u662f\u5728\u4f20\u7edf\u7684\u6a21\u578b\u4e2d\u5bfb\u627e\u53ef\u89e3\u91ca\u6027\uff0c\u800c\u662f\u5bf9\u6a21\u578b\u8fdb\u884c\u4fee\u6539\uff0c\u5c1d\u8bd5\u63d0\u9ad8\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u3002\u4e3a\u6b64\uff0c\u4ed6\u4eec\u7528\u5230\u4e86\u7a00\u758f\u6a21\u578b\u3002\u5728\u7814\u7a76\u4e2d\uff0c\u4ed6\u4eec\u91c7\u7528\u4e86\u4e0eGPT-2\u7b49\u73b0\u6709\u8bed\u8a00\u6a21\u578b\u975e\u5e38\u76f8\u4f3c\u7684\u67b6\u6784\uff0c\u4f46\u505a\u4e86\u4e00\u4e2a\u5c0f\u4fee\u6539\uff1a\u4ed6\u4eec\u5f3a\u5236\u6a21\u578b\u7684\u7edd\u5927\u90e8\u5206\u6743\u91cd\u4e3a\u96f6\u3002<strong>\u8fd9\u5bfc\u81f4\u6a21\u578b\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u8fde\u63a5\u51cf\u5c11\uff0c\u4ece\u800c\u66f4\u5bb9\u6613\u89e3\u91ca\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"310\" src=\"https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/IT_Blog_Static01_Desktop_Light__2_.png\" alt=\"\" class=\"wp-image-3428\" srcset=\"https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/IT_Blog_Static01_Desktop_Light__2_.png 600w, https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/IT_Blog_Static01_Desktop_Light__2_-300x155.png 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span style=\"color: rgb(153, 153, 153); font-size: 16px; letter-spacing: 1px;\">\u5728\u5e38\u89c4\u7684\u5bc6\u96c6\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u6bcf\u4e2a\u795e\u7ecf\u5143\u90fd\u4e0e\u4e0b\u4e00\u5c42\u7684\u6bcf\u4e2a\u795e\u7ecf\u5143\u76f8\u8fde\u3002\u800c\u5728\u7a00\u758f\u6a21\u578b\u4e2d\uff0c\u6bcf\u4e2a\u795e\u7ecf\u5143\u53ea\u4e0e\u4e0b\u4e00\u5c42\u7684\u51e0\u4e2a\u795e\u7ecf\u5143\u76f8\u8fde\u3002OpenAI\u5e0c\u671b\u8fd9\u80fd\u8ba9\u795e\u7ecf\u5143\u4ee5\u53ca\u6574\u4e2a\u7f51\u7edc\u66f4\u5bb9\u6613\u7406\u89e3\u3002\u56fe\u7247\u6765\u6e90\uff1aOpenAI<\/span><\/p>\n\n\n\n<p>\u5728\u7528\u7a00\u758f\u6a21\u578b\u8bad\u7ec3\u597d\u6a21\u578b\u540e\uff0c\u4ed6\u4eec\u7528\u4e00\u4e9b\u4efb\u52a1\u6765\u6d4b\u8bd5\u6a21\u578b\uff0c\u5e76\u5c1d\u8bd5\u5bfb\u627e\u6a21\u578b\u63a8\u7406\u65f6\u7684\u5185\u5728\u673a\u5236\u3002<\/p>\n\n\n\n<p>\u5176\u4e2d\u4e00\u9879\u4efb\u52a1\u662f\uff0c\u8ba9\u7a00\u758f\u6a21\u578b\u8f93\u51fa\u4e00\u6bb5Python\u4ee3\u7801\u3002\u5728Python\u4ee3\u7801\u4e2d\uff0c\u5b57\u7b26\u4e32\u5fc5\u987b\u7528\u5f15\u53f7\u6807\u6ce8\uff0c\u5e76\u4e14\u5b57\u7b26\u4e32\u5f00\u5934\u7684\u5f15\u53f7\u5982\u679c\u662f\u5355\u5f15\u53f7\uff0c\u7ed3\u675f\u7684\u5f15\u53f7\u4e5f\u5fc5\u987b\u662f\u5355\u5f15\u53f7\uff1b\u5f00\u5934\u662f\u53cc\u5f15\u53f7\uff0c\u7ed3\u675f\u4e5f\u5fc5\u987b\u662f\u53cc\u5f15\u53f7\u3002\u6bd4\u5982&#8221;Python&#8221;\u548c&#8217;Python&#8217;\u90fd\u662f\u5408\u89c4\u7684\u5b57\u7b26\u4e32\uff0c\u4f46&#8221;Python&#8217;\u662f\u9519\u8bef\u7684\u3002<\/p>\n\n\n\n<p>\u7ed3\u679c\uff0cOpenAI\u5728\u7a00\u758f\u6a21\u578b\u4e2d\u627e\u5230\u4e86\u4e00\u6761\u7279\u5b9a\u7684\u56de\u8def\u3002\u5728\u8fd9\u6761\u56de\u8def\u4e2d\u6240\u6709\u7684\u4e8b\u60c5\u90fd\u53ea\u548c\u5224\u65ad\u5b57\u7b26\u4e32\u524d\u540e\u7684\u5f15\u53f7\u76f8\u5173\u3002\u6bd4\u5982\uff0c<strong>\u5176\u4e2d\u7684\u4e00\u4e2a\u795e\u7ecf\u5143\u4e13\u95e8\u8d1f\u8d23\u68c0\u6d4b\u5b57\u7b26\u662f\u5426\u662f\u5f15\u53f7\uff0c\u53e6\u4e00\u4e2a\u795e\u7ecf\u5143\u4e13\u95e8\u8d1f\u8d23\u533a\u5206\u5355\u5f15\u53f7\uff0c\u8fd8\u6709\u4e00\u4e2a\u6ce8\u610f\u529b\u5934\u6839\u636e\u8fd9\u4e24\u4e2a\u4fe1\u606f\u9009\u62e9\u6b63\u786e\u7684\u6536\u5c3e\u5f15\u53f7\u3002<\/strong><\/p>\n\n\n\n<p>\u6574\u6761\u56de\u8def\u53ea\u7528\u5230\u4e8612\u4e2a\u8282\u70b9\u548c9\u6761\u8fb9\uff0812 nodes and 9 edges\uff09\u3002\u6a21\u578b\u4e0d\u662f\u201c\u51ed\u611f\u89c9\u201d\u8865\u5f15\u53f7\uff0c\u5b83\u771f\u7684\u4f1a\u5148\u5224\u65ad\u5f15\u53f7\u79cd\u7c7b\uff0c\u518d\u9009\u62e9\u5bf9\u5e94\u95ed\u5408\u7b26\u53f7\u3002<\/p>\n\n\n\n<p><strong>\u7814\u7a76\u4eba\u5458\u8fd8\u6a21\u62df\u4e86\u5220\u9664\u8282\u70b9\u7684\u60c5\u51b5<\/strong>\u3002\u8fd9\u6761\u56de\u8def\u8db3\u591f\u8ba9\u6a21\u578b\u5b8c\u6210\u4efb\u52a1\uff0c\u5c31\u7b97\u4ed6\u4eec\u901a\u8fc7\u5747\u503c\u6d88\u878d\u2014\u2014\u5c06\u76ee\u6807\u8282\u70b9\u7684\u6fc0\u6d3b\u56fa\u5b9a\u4e3a\u9884\u8bad\u7ec3\u5206\u5e03\u7684\u5747\u503c\uff0c\u6a21\u62df\u8282\u70b9\u5931\u6548\u2014\u2014\u79fb\u9664\u6a21\u578b\u7684\u5176\u4ed6\u90e8\u5206\uff0c\u53ea\u4fdd\u7559\u8fd9\u4e2a\u56de\u8def\uff0c\u6a21\u578b\u4e5f\u80fd\u5b8c\u6210\u8865\u5168\u5f15\u53f7\u7684\u4efb\u52a1\uff1b\u53cd\u8fc7\u6765\uff0c\u6d88\u878d\u76ee\u6807\u8282\u70b9\uff0c\u4fdd\u7559\u6a21\u578b\u7684\u5176\u4f59\u90e8\u5206\uff0c\u4e5f\u4f1a\u5bfc\u81f4\u6a21\u578b\u5b8c\u4e0d\u6210\u8fd9\u9879\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u8fd9\u8bf4\u660e\u4ed6\u4eec\u7684\u53d1\u73b0\u5e76\u975e\u5de7\u5408\uff0c\u800c\u662f\u6a21\u578b\u5207\u5b9e\u7684\u5de5\u4f5c\u673a\u5236\uff0c\u662f\u6a21\u578b\u5185\u90e8\u673a\u5236\u53ef\u89e3\u91ca\u6027\u4e0a\u7684\u7a81\u7834\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center has-medium-font-size\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0);\"><span style=\"font-size: 24px; text-decoration: overline; caret-color: rgb(8,124,186); color: rgb(8,124,186);\"><strong><br><br>\u9ad8\u6602\u4ee3\u4ef7<\/strong><\/span><\/mark><\/strong><\/p>\n\n\n\n<p>\u901a\u8fc7\u8fdb\u4e00\u6b65\u5b9e\u9a8c\uff0c\u7814\u7a76\u56e2\u961f\u53d1\u73b0\uff0c\u5bf9\u4e8e\u56fa\u5b9a\u5927\u5c0f\u7684\u6a21\u578b\uff0c\u4f3c\u4e4e\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u548c\u80fd\u529b\u53ea\u80fd\u6b64\u6d88\u5f7c\u957f\u3002\u6a21\u578b\u4e2d\u56fa\u5b9a\u4e3a\u96f6\u7684\u53c2\u6570\u8d8a\u591a\uff0c\u6a21\u578b\u7684\u6027\u80fd\u8d8a\u5dee\uff0c\u4f46\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u4f1a\u8d8a\u9ad8\u3002\u5982\u679c\u60f3\u540c\u65f6\u63d0\u9ad8\u6a21\u578b\u7684\u7ec6\u817b\u529f\u80fd\u548c\u53ef\u89e3\u91ca\u6027\uff0c\u53ea\u80fd\u4e0d\u65ad\u6269\u5927\u6a21\u578b\u7684\u603b\u53c2\u6570\u91cf\u2014\u2014AI\u7684\u6269\u5c55\u5b9a\u5f8b\uff08scaling law\uff09\u5728\u8fd9\u91cc\u518d\u6b21\u663e\u73b0\u4e86\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"433\" src=\"https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/IT_Blog_Static02_Desktop_Light__3_.png\" alt=\"\" class=\"wp-image-3429\" srcset=\"https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/IT_Blog_Static02_Desktop_Light__3_.png 600w, https:\/\/www.huanqiukexue.com\/wp-content\/uploads\/2025\/12\/IT_Blog_Static02_Desktop_Light__3_-300x217.png 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span style=\"color: rgb(153, 153, 153); font-size: 16px; letter-spacing: 1px;\">\u6a2a\u8f74\u4e3a\u6a21\u578b\u7684\u6027\u80fd\uff0c\u8d8a\u9760\u5de6\u8d8a\u597d\uff1b\u7eb5\u8f74\u4e3a\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u8d8a\u9760\u4e0b\u8d8a\u597d\u3002\u6570\u636e\u70b9\u7684\u989c\u8272\u4ee3\u8868\u6a21\u578b\u7684\u603b\u53c2\u6570\u91cf\uff0c\u989c\u8272\u8d8a\u6df1\u4ee3\u8868\u603b\u53c2\u6570\u91cf\u8d8a\u5927\uff1b\u6570\u636e\u70b9\u7684\u5927\u5c0f\u8868\u793a\u6a21\u578b\u4e2d\u975e\u96f6\u53c2\u6570\u7684\u6570\u91cf\uff0c\u70b9\u8d8a\u5927\u8868\u793a\u975e\u96f6\u53c2\u6570\u8d8a\u591a\u3002\u5bf9\u4e8e\u603b\u53c2\u6570\u91cf\u76f8\u540c\u7684\u6a21\u578b\uff0c\u6a21\u578b\u4e2d\u975e\u96f6\u53c2\u6570\u8d8a\u591a\uff0c\u6027\u80fd\u8d8a\u5f3a\uff0c\u53ef\u89e3\u91ca\u6027\u8d8a\u5dee\uff1b\u975e\u96f6\u53c2\u6570\u8d8a\u5c11\uff0c\u6027\u80fd\u8d8a\u5dee\uff0c\u53ef\u89e3\u91ca\u6027\u8d8a\u5f3a\u3002\u8981\u60f3\u540c\u65f6\u63d0\u5347\u6a21\u578b\u7684\u6027\u80fd\u548c\u53ef\u89e3\u91ca\u6027\uff08\u9760\u5de6\u4e0b\uff09\uff0c\u9700\u8981\u63d0\u5347\u6a21\u578b\u7684\u603b\u53c2\u6570\u89c4\u6a21\u3002\u56fe\u7247\u6765\u6e90\uff1aOpenAI<\/span><\/p>\n\n\n\n<p>\u6211\u4eec\u7ec8\u4e8e\u5728\u6a21\u578b\u5185\u90e8\u673a\u5236\u7684\u53ef\u89e3\u91ca\u6027\u4e0a\u8fc8\u51fa\u4e86\u5173\u952e\u7684\u4e00\u6b65\uff0c\u5e76\u4e14\u627e\u5230\u4e86\u6a21\u578b\u6027\u80fd\u548c\u7a00\u758f\u6027\u4e4b\u95f4\u7684\u89c4\u5f8b\u3002\u4f3c\u4e4e\u7ec8\u4e8e\u6709\u529e\u6cd5\u63d0\u5347\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u4e86\u3002<\/p>\n\n\n\n<p>\u4f46\u4ee3\u4ef7\u662f\u4ec0\u4e48\u5462\uff1f<\/p>\n\n\n\n<p>\u4ee3\u4ef7\u662f\u8bad\u7ec3\u6210\u672c\u3002<strong>\u7a00\u758f\u8bad\u7ec3\u7684\u901f\u5ea6\u975e\u5e38\u6162\uff0c\u9700\u8981\u4ed8\u51fa<\/strong><strong>100~1000<\/strong><strong>\u500d\u7684\u6210\u672c<\/strong>\u3002\u800c\u4e14\uff0c\u5c31\u7b97\u5982\u6b64\uff0c\u672c\u6b21OpenAI\u7684\u8bba\u6587\u4e5f\u4e0d\u6562\u65ad\u8a00\u4ed6\u4eec\u5b8c\u5168\u7406\u89e3\u4e86GPT-2\u5185\u90e8\u7684\u8fd0\u884c\u673a\u5236\u3002<\/p>\n\n\n\n<p>\u800c\u5728GPT-2\u4e4b\u540e\uff0c\u8fd8\u6709175B\u7684GPT-3\uff0c\u4e07\u4ebf\u7ea7\u53c2\u6570\u7684GPT-4\uff0c\u751a\u81f3\u66f4\u5927\u7684GPT-5\u3002\u5982\u679c\u771f\u7684\u60f3\u7528\u8fd9\u79cd\u65b9\u6cd5\u6765\u89e3\u91ca\u540e\u7eed\u6a21\u578b\u7684\u8fd0\u884c\u673a\u5236\uff0c\u6050\u6015\u4eba\u7c7b\u76ee\u524d\u8fd8\u4ed8\u4e0d\u8d77\u5982\u6b64\u9ad8\u6602\u7684\u7b97\u529b\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u4eca\u5e7411\u6708\uff0c<a target=\"_blank\" href=\"https:\/\/wallstreetcn.com\/articles\/3760137\" rel=\"noreferrer noopener\">Ilya Sutskever<\/a>\uff08OpenAI\u8054\u5408\u521b\u59cb\u4eba\uff0c\u73b0\u5df2\u79bb\u804c\u521b\u7acbSafe Superintelligence\u516c\u53f8\uff09\u5728\u91c7\u8bbf\u4e2d\u8868\u793aAI\u7684\u6269\u5c55\u65f6\u4ee3\uff08age of scaling\uff09\u5df2\u7ecf\u7ec8\u7ed3\u4e86\uff0c\u6211\u4eec\u6b63\u5728\u91cd\u56de\u6a21\u578b\u7684\u7814\u7a76\u65f6\u4ee3\uff08Age of Research\uff09\u3002\u4eba\u7c7b\u521b\u9020\u7684\u9884\u8bad\u7ec3\u6570\u636e\u51e0\u4e4e\u8017\u5c3d\uff0c\u6269\u5c55\u6a21\u578b\u89c4\u6a21\u7684\u56de\u62a5\u4e5f\u5728\u8fb9\u9645\u9012\u51cf\u3002<strong>\u6211\u4eec\u9700\u8981\u5bfb\u627e\u65b0\u7684\u914d\u65b9\uff0c\u66f4\u806a\u660e\u5730\u4f7f\u7528\u6709\u9650\u7684\u7b97\u529b\u3002<\/strong><\/p>\n\n\n\n<p>\u5927\u6a21\u578b\u4f9d\u7136\u91cd\u8981\uff0c\u6211\u4eec\u5df2\u7ecf\u79bb\u4e0d\u5f00\u5927\u6a21\u578b\u4e86\u3002\u4f46\u60f3\u8ba9\u5b83\u9ad8\u6548\u5730\u63a5\u7ba1\u66f4\u591a\u6570\u636e\uff0c\u6211\u4eec\u5bf9\u6a21\u578b\u8fd0\u884c\u673a\u5236\u7684\u7406\u89e3\uff0c\u4f3c\u4e4e\u6b63\u5728\u663e\u5f97\u6108\u53d1\u91cd\u8981\u3002<\/p>\n\n\n\n<span style=\"color: rgb(153, 153, 153); font-size: 16px; letter-spacing: 1px;\">\u53c2\u8003\u94fe\u63a5\uff1a<br>\nhttps:\/\/openai.com\/index\/understanding-neural-networks-through-sparse-circuits\/<br>\nhttps:\/\/arxiv.org\/pdf\/2303.12712<br>\nhttps:\/\/wallstreetcn.com\/articles\/3760137<\/span>\n","protected":false},"excerpt":{"rendered":"<p>\u9ed1\u7bb1\u6253\u5f00\u4e86\uff0c\u4f46\u53ea\u6709\u4e00\u70b9\u70b9\u3002<\/p>\n","protected":false},"author":3,"featured_media":3430,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6,8],"tags":[211],"class_list":["post-3432","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","category-lead","tag-211"],"_links":{"self":[{"href":"https:\/\/www.huanqiukexue.com\/index.php?rest_route=\/wp\/v2\/posts\/3432","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.huanqiukexue.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.huanqiukexue.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.huanqiukexue.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.huanqiukexue.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3432"}],"version-history":[{"count":1,"href":"https:\/\/www.huanqiukexue.com\/index.php?rest_route=\/wp\/v2\/posts\/3432\/revisions"}],"predecessor-version":[{"id":3433,"href":"https:\/\/www.huanqiukexue.com\/index.php?rest_route=\/wp\/v2\/posts\/3432\/revisions\/3433"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.huanqiukexue.com\/index.php?rest_route=\/wp\/v2\/media\/3430"}],"wp:attachment":[{"href":"https:\/\/www.huanqiukexue.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3432"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.huanqiukexue.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3432"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.huanqiukexue.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3432"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}