{"id":1038,"date":"2023-06-17T08:39:53","date_gmt":"2023-06-17T00:39:53","guid":{"rendered":""},"modified":"2023-06-17T08:48:39","modified_gmt":"2023-06-17T00:48:39","slug":"gpt-5%e5%b0%86%e6%ad%bb%e4%ba%8egpt-4%e8%83%8c%e5%88%ba%ef%bc%9f%e7%89%9b%e6%b4%a5%e5%89%91%e6%a1%a5%e7%a0%94%e7%a9%b6%e8%ad%a6%e5%91%8a%ef%bc%9aai%e8%ae%adai%e6%88%90%e3%80%8c%e5%89%a7%e6%af%92","status":"publish","type":"post","link":"http:\/\/www.idea2003.com\/dongtai\/1038.html","title":{"rendered":"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01"},"content":{"rendered":"<p class=\"art-description\">\u6700\u5dee\u7684\u4eba\u7c7b\u8bed\u6599\uff0c\u4e5f\u8981\u80dc\u8fc7AI\u751f\u6210\u7684\u6587\u672c\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/f4b835a73f25f13e9b5f8f3513a294c8.jpeg\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe\" alt=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe\" \/><\/p>\n<p>\u968f\u7740GPT-4\u3001Stable Diffusion\u548cMidjourney\u7684\u7206\u706b\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u5f00\u59cb\u5728\u5de5\u4f5c\u548c\u751f\u6d3b\u4e2d\u5f15\u5165\u751f\u6210\u5f0fAI\u6280\u672f\u3002<\/p>\n<p>\u751a\u81f3\uff0c\u6709\u4eba\u5df2\u7ecf\u5f00\u59cb\u5c1d\u8bd5\u7528AI\u751f\u6210\u7684\u6570\u636e\u6765\u8bad\u7ec3AI\u4e86\u3002\u96be\u9053\uff0c\u8fd9\u5c31\u662f\u4f20\u8bf4\u4e2d\u7684\u300c\u6570\u636e\u6c38\u52a8\u673a\u300d\uff1f<\/p>\n<p>\u7136\u800c\uff0c\u6765\u81ea\u725b\u6d25\u3001\u5251\u6865\u3001\u5e1d\u56fd\u7406\u5de5\u7b49\u673a\u6784\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u5982\u679c\u5728\u8bad\u7ec3\u65f6\u5927\u91cf\u4f7f\u7528AI\u5185\u5bb9\uff0c\u4f1a\u5f15\u53d1\u6a21\u578b\u5d29\u6e83\uff08model collapse\uff09\uff0c\u9020\u6210\u4e0d\u53ef\u9006\u7684\u7f3a\u9677\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/480f651b392711b30df9470b5fc63a64.gif\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe1\" \/><\/p>\n<p>\u4e5f\u5c31\u662f\uff0c\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0c\u6a21\u578b\u5c31\u4f1a\u5fd8\u8bb0\u771f\u5b9e\u57fa\u7840\u6570\u636e\u90e8\u5206\u3002\u5373\u4f7f\u5728\u51e0\u4e4e\u7406\u60f3\u7684\u957f\u671f\u5b66\u4e60\u72b6\u6001\u4e0b\uff0c\u8fd9\u4e2a\u60c5\u51b5\u4e5f\u65e0\u6cd5\u907f\u514d\u3002<\/p>\n<p>\u56e0\u6b64\u7814\u7a76\u4eba\u5458\u547c\u5401\uff0c\u5982\u679c\u60f3\u8981\u7ee7\u7eed\u4fdd\u6301\u5927\u89c4\u6a21\u6570\u636e\u5e26\u6765\u7684\u6a21\u578b\u4f18\u8d8a\u6027\uff0c\u5c31\u5fc5\u987b\u8ba4\u771f\u5bf9\u5f85\u4eba\u7c7b\u81ea\u5df1\u5199\u51fa\u6765\u7684\u6587\u672c\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/8ccd565a1d68e6121cf87ea5e9bb8bbc.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe2\" \/><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2305.17493v2<\/p>\n<p>\u4f46\u73b0\u5728\u7684\u95ee\u9898\u5728\u4e8e\u2014\u2014\u4f60\u4ee5\u4e3a\u7684\u300c\u4eba\u7c7b\u6570\u636e\u300d\uff0c\u53ef\u80fd\u5e76\u4e0d\u662f\u300c\u4eba\u7c7b\u300d\u5199\u7684\u3002<\/p>\n<p>\u6d1b\u6851\u8054\u90a6\u7406\u5de5\u5b66\u9662\uff08EPFL\uff09\u7684\u6700\u65b0\u7814\u7a76\u79f0\uff0c\u9884\u4f3033%-46%\u7684\u4eba\u7c7b\u6570\u636e\u90fd\u662f\u7531AI\u751f\u6210\u7684\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/2f4294295ce6d2d48b8b77292d2d8953.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe3\" \/><\/p>\n<p>\u8bad\u7ec3\u6570\u636e\uff0c\u90fd\u662f\u300c\u5783\u573e\u300d<\/p>\n<p>\u6beb\u65e0\u7591\u95ee\uff0c\u73b0\u5728\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5df2\u7ecf\u8fdb\u5316\u51fa\u4e86\u76f8\u5f53\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u6bd4\u5982GPT-4\u53ef\u4ee5\u5728\u67d0\u4e9b\u573a\u666f\u4e0b\u751f\u6210\u4e0e\u4eba\u7c7b\u522b\u65e0\u4e8c\u81f4\u7684\u6587\u672c\u3002<\/p>\n<p>\u4f46\u8fd9\u80cc\u540e\u7684\u4e00\u4e2a\u91cd\u8981\u539f\u56e0\u662f\uff0c\u5b83\u4eec\u7684\u8bad\u7ec3\u6570\u636e\u5927\u90e8\u5206\u6765\u6e90\u4e8e\u8fc7\u53bb\u51e0\u5341\u5e74\u4eba\u7c7b\u5728\u4e92\u8054\u7f51\u4e0a\u7684\u4ea4\u6d41\u3002<\/p>\n<p>\u5982\u679c\u672a\u6765\u7684\u8bed\u8a00\u6a21\u578b\u4ecd\u7136\u4f9d\u8d56\u4e8e\u4ece\u7f51\u7edc\u4e0a\u722c\u53d6\u6570\u636e\u7684\u8bdd\uff0c\u5c31\u4e0d\u53ef\u907f\u514d\u5730\u8981\u5728\u8bad\u7ec3\u96c6\u4e2d\u5f15\u5165\u81ea\u5df1\u751f\u6210\u7684\u6587\u672c\u3002<\/p>\n<p>\u5bf9\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u9884\u6d4b\uff0c\u7b49GPT\u53d1\u5c55\u5230\u7b2cn\u4ee3\u7684\u65f6\u5019\uff0c\u6a21\u578b\u5c06\u4f1a\u51fa\u73b0\u4e25\u91cd\u7684\u5d29\u6e83\u95ee\u9898\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/ad238aea75f817ca9c79dc07d361d079.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe4\" \/><\/p>\n<p>\u90a3\u4e48\uff0c\u5728\u8fd9\u79cd\u4e0d\u53ef\u907f\u514d\u4f1a\u6293\u53d6\u5230LLM\u751f\u6210\u5185\u5bb9\u7684\u60c5\u51b5\u4e0b\uff0c\u4e3a\u6a21\u578b\u7684\u8bad\u7ec3\u51c6\u5907\u7531\u4eba\u7c7b\u751f\u4ea7\u7684\u771f\u5b9e\u6570\u636e\uff0c\u5c31\u53d8\u5f97\u5c24\u4e3a\u91cd\u8981\u4e86\u3002<\/p>\n<p>\u5927\u540d\u9f0e\u9f0e\u7684\u4e9a\u9a6c\u900a\u6570\u636e\u4f17\u5305\u5e73\u53f0Mechanical Turk\uff08MTurk\uff09\u4ece2005\u5e74\u542f\u52a8\u65f6\u5c31\u5df2\u7ecf\u6210\u4e3a\u8bb8\u591a\u4eba\u7684\u526f\u4e1a\u9009\u62e9\u3002<\/p>\n<p>\u79d1\u7814\u4eba\u5458\u53ef\u4ee5\u53d1\u5e03\u5404\u79cd\u7410\u788e\u7684\u4eba\u7c7b\u667a\u80fd\u4efb\u52a1\uff0c\u6bd4\u5982\u7ed9\u56fe\u50cf\u6807\u6ce8\u3001\u8c03\u67e5\u7b49\uff0c\u5e94\u6709\u5c3d\u6709\u3002<\/p>\n<p>\u800c\u8fd9\u4e9b\u4efb\u52a1\u901a\u5e38\u662f\u8ba1\u7b97\u673a\u548c\u7b97\u6cd5\u65e0\u6cd5\u5904\u7406\u7684\uff0c\u751a\u81f3\uff0cMTurk\u6210\u4e3a\u4e00\u4e9b\u9884\u7b97\u4e0d\u591f\u7684\u79d1\u7814\u4eba\u5458\u548c\u516c\u53f8\u7684\u300c\u6700\u4f73\u9009\u62e9\u300d\u3002<\/p>\n<p>\u5c31\u8fde\u8d1d\u4f50\u65af\u8fd8\u5c06MTurk\u7684\u4f17\u5305\u5de5\u4eba\u620f\u79f0\u4e3a\u300c\u4eba\u5de5\u4eba\u5de5\u667a\u80fd\u300d\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/afa00c4e6abd02898a2beca7d269694b.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe5\" \/><\/p>\n<p>\u9664\u4e86MTurk\uff0c\u5305\u62ecProlific\u5728\u5185\u7684\u4f17\u5305\u5e73\u53f0\u5df2\u7ecf\u6210\u4e3a\u7814\u7a76\u4eba\u5458\u548c\u884c\u4e1a\u5b9e\u8df5\u8005\u7684\u6838\u5fc3\uff0c\u80fd\u591f\u63d0\u4f9b\u521b\u5efa\u3001\u6807\u6ce8\u548c\u603b\u7ed3\u5404\u79cd\u6570\u636e\u7684\u65b9\u6cd5\uff0c\u4ee5\u4fbf\u8fdb\u884c\u8c03\u67e5\u548c\u5b9e\u9a8c\u3002<\/p>\n<p>\u7136\u800c\uff0c\u6765\u81eaEPFL\u7684\u7814\u7a76\u53d1\u73b0\uff0c\u5728\u8fd9\u4e2a\u4eba\u7c7b\u6570\u636e\u7684\u5173\u952e\u6765\u6e90\u4e0a\uff0c\u6709\u8fd1\u4e4e\u4e00\u534a\u7684\u6570\u636e\u90fd\u662f\u6807\u6ce8\u5458\u7528AI\u521b\u5efa\u7684\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/dd3e56a3dea0830f1c9c2df1d04c7211.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe6\" \/><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2306.07899v1<\/p>\n<p>\u6a21\u578b\u5d29\u6e83<\/p>\n<p>\u800c\u6700\u5f00\u59cb\u63d0\u5230\u7684\u300c\u6a21\u578b\u5d29\u6e83\u300d\uff0c\u5c31\u662f\u5728\u7ed9\u6a21\u578b\u6295\u5582\u4e86\u592a\u591a\u6765\u81eaAI\u7684\u6570\u636e\u4e4b\u540e\uff0c\u5e26\u6765\u7684\u80fd\u591f\u5f71\u54cd\u591a\u4ee3\u7684\u9000\u5316\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\uff0c\u65b0\u4e00\u4ee3\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u4f1a\u88ab\u4e0a\u4e00\u4ee3\u6a21\u578b\u7684\u751f\u6210\u6570\u636e\u6240\u6c61\u67d3\uff0c\u4ece\u800c\u5bf9\u73b0\u5b9e\u4e16\u754c\u7684\u611f\u77e5\u4ea7\u751f\u9519\u8bef\u7684\u7406\u89e3\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/6146168969f641624d777e63f37230fc.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe7\" \/><\/p>\n<p>\u66f4\u8fdb\u4e00\u6b65\uff0c\u8fd9\u79cd\u5d29\u6e83\u8fd8\u4f1a\u5f15\u53d1\u6bd4\u5982\u57fa\u4e8e\u6027\u522b\u3001\u79cd\u65cf\u6216\u5176\u4ed6\u654f\u611f\u5c5e\u6027\u7684\u6b67\u89c6\u95ee\u9898\uff0c\u5c24\u5176\u662f\u5982\u679c\u751f\u6210AI\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u5b66\u4f1a\u5728\u5176\u54cd\u5e94\u4e2d\u53ea\u751f\u6210\u67d0\u4e2a\u79cd\u65cf\uff0c\u800c\u300c\u5fd8\u8bb0\u300d\u5176\u4ed6\u79cd\u65cf\u7684\u5b58\u5728\u3002<\/p>\n<p>\u800c\u4e14\uff0c\u9664\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6a21\u578b\u5d29\u6e83\u8fd8\u4f1a\u51fa\u73b0\u5728\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08VAE\uff09\u3001\u9ad8\u65af\u6df7\u5408\u6a21\u578b\u4e0a\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u6a21\u578b\u5d29\u6e83\u7684\u8fc7\u7a0b\u4e0e\u707e\u96be\u6027\u9057\u5fd8\uff08catastrophic forgetting\uff09\u4e0d\u540c\uff0c\u6a21\u578b\u4e0d\u4f1a\u5fd8\u8bb0\u4ee5\u524d\u5b66\u8fc7\u7684\u6570\u636e\uff0c\u800c\u662f\u5f00\u59cb\u628a\u6a21\u578b\u7684\u9519\u8bef\u60f3\u6cd5\u66f2\u89e3\u4e3a\u73b0\u5b9e\uff0c\u5e76\u4e14\u8fd8\u4f1a\u5f3a\u5316\u81ea\u5df1\u5bf9\u9519\u8bef\u60f3\u6cd5\u7684\u4fe1\u5ff5\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/73e19b4f7d41c07737c2daf33144a8d6.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe8\" \/><\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6bd4\u5982\u6a21\u578b\u5728\u4e00\u4e2a\u5305\u542b100\u5f20\u732b\u56fe\u7247\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5176\u4e2d\u670910\u5f20\u84dd\u6bdb\u732b\uff0c90\u5f20\u9ec4\u6bdb\u732b\u3002<\/p>\n<p>\u6a21\u578b\u5b66\u5230\u7684\u7ed3\u8bba\u662f\uff0c\u9ec4\u6bdb\u732b\u66f4\u666e\u904d\uff0c\u540c\u65f6\u4f1a\u503e\u5411\u4e8e\u628a\u84dd\u6bdb\u732b\u60f3\u8c61\u7684\u6bd4\u5b9e\u9645\u66f4\u504f\u9ec4\uff0c\u6240\u4ee5\u5728\u88ab\u8981\u6c42\u751f\u6210\u65b0\u6570\u636e\u65f6\u53ef\u80fd\u4f1a\u8fd4\u56de\u4e00\u4e9b\u7c7b\u4f3c\u7eff\u6bdb\u732b\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u800c\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u84dd\u6bdb\u7684\u539f\u59cb\u7279\u5f81\u5728\u591a\u4e2a\u8bad\u7ec3epoch\u4e2d\u9010\u6e10\u88ab\u4fb5\u8680\uff0c\u76f4\u63a5\u4ece\u84dd\u8272\u53d8\u6210\u4e86\u7eff\u8272\uff0c\u6700\u7ec8\u518d\u6f14\u53d8\u4e3a\u9ec4\u8272\uff0c\u8fd9\u79cd\u6e10\u8fdb\u7684\u626d\u66f2\u548c\u4e22\u5931\u5c11\u6570\u7279\u5f81\u7684\u73b0\u8c61\u5c31\u662f\u6a21\u578b\u5d29\u6e83\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u6a21\u578b\u5d29\u6e83\u53ef\u4ee5\u5206\u4e3a\u4e24\u79cd\u60c5\u51b5\uff1a<\/p>\n<p>1. \u65e9\u671f\u6a21\u578b\u5d29\u6e83\uff08early model collapse\uff09\uff0c\u6a21\u578b\u5f00\u59cb\u4e22\u5931\u6709\u5173\u5206\u5e03\u5c3e\u90e8\u7684\u4fe1\u606f\uff1b<\/p>\n<p>2. \u540e\u671f\u6a21\u578b\u5d29\u6e83\uff08late model collapse\uff09\uff0c\u6a21\u578b\u4e0e\u539f\u59cb\u5206\u5e03\u7684\u4e0d\u540c\u6a21\u5f0f\u7ea0\u7f20\u5728\u4e00\u8d77\uff0c\u5e76\u6536\u655b\u5230\u4e00\u4e2a\u4e0e\u539f\u59cb\u5206\u5e03\u51e0\u4e4e\u6ca1\u6709\u76f8\u4f3c\u4e4b\u5904\u7684\u5206\u5e03\uff0c\u5f80\u5f80\u65b9\u5dee\u4e5f\u4f1a\u975e\u5e38\u5c0f\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u7814\u7a76\u4eba\u5458\u4e5f\u603b\u7ed3\u51fa\u4e86\u9020\u6210\u6a21\u578b\u5d29\u6e83\u7684\u4e24\u4e2a\u4e3b\u8981\u539f\u56e0\uff1a<\/p>\n<p>\u5176\u4e2d\uff0c\u5728\u66f4\u591a\u7684\u65f6\u5019\uff0c\u6211\u4eec\u4f1a\u5f97\u5230\u4e00\u79cd\u7ea7\u8054\u6548\u5e94\uff0c\u5373\u5355\u4e2a\u4e0d\u51c6\u786e\u7684\u7ec4\u5408\u4f1a\u5bfc\u81f4\u6574\u4f53\u8bef\u5dee\u7684\u589e\u52a0\u3002<\/p>\n<p>1. \u7edf\u8ba1\u8fd1\u4f3c\u8bef\u5dee\uff08Statistical approximation error\uff09<\/p>\n<p>\u5728\u91cd\u91c7\u6837\u7684\u6bcf\u4e00\u6b65\u4e2d\uff0c\u4fe1\u606f\u4e2d\u975e\u96f6\u6982\u7387\u90fd\u53ef\u80fd\u4f1a\u4e22\u5931\uff0c\u5bfc\u81f4\u51fa\u73b0\u7edf\u8ba1\u8fd1\u4f3c\u8bef\u5dee\uff0c\u5f53\u6837\u672c\u6570\u91cf\u8d8b\u4e8e\u65e0\u9650\u4f1a\u9010\u6e10\u6d88\u5931\uff0c\u8be5\u8bef\u5dee\u662f\u5bfc\u81f4\u6a21\u578b\u5d29\u6e83\u7684\u4e3b\u8981\u539f\u56e0\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/166c70ed1a9291dec95a90b6380dbbf1.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe9\" \/><\/p>\n<p>2. \u51fd\u6570\u8fd1\u4f3c\u8bef\u5dee\uff08Functional approximation error\uff09<\/p>\n<p>\u8be5\u8bef\u5dee\u4e3b\u8981\u6e90\u4e8e\u6a21\u578b\u4e2d\u7684\u51fd\u6570\u8fd1\u4f3c\u5668\u8868\u8fbe\u80fd\u529b\u4e0d\u8db3\uff0c\u6216\u8005\u6709\u65f6\u5728\u539f\u59cb\u5206\u5e03\u652f\u6301\u4e4b\u5916\u7684\u8868\u8fbe\u80fd\u529b\u592a\u5f3a\u3002<\/p>\n<p>\u4f17\u6240\u5468\u77e5\uff0c\u795e\u7ecf\u7f51\u7edc\u5728\u6781\u9650\u60c5\u51b5\u4e0b\u662f\u901a\u7528\u7684\u51fd\u6570\u8fd1\u4f3c\u5668\uff0c\u4f46\u5b9e\u9645\u4e0a\u8fd9\u79cd\u5047\u8bbe\u5e76\u4e0d\u603b\u662f\u6210\u7acb\u7684\uff0c\u7279\u522b\u662f\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u5728\u539f\u59cb\u5206\u5e03\u7684\u652f\u6301\u8303\u56f4\u4e4b\u5916\u5f15\u5165\u975e\u96f6\u4f3c\u7136\u3002<\/p>\n<p>\u4e3e\u4e2a\u7b80\u5355\u4f8b\u5b50\uff0c\u5982\u679c\u6211\u4eec\u8bd5\u56fe\u7528\u4e00\u4e2a\u9ad8\u65af\u5206\u5e03\u6765\u62df\u5408\u4e24\u4e2a\u9ad8\u65af\u7684\u6df7\u5408\u5206\u5e03\uff0c\u5373\u4f7f\u6a21\u578b\u5177\u6709\u5173\u4e8e\u6570\u636e\u5206\u5e03\u7684\u5b8c\u7f8e\u4fe1\u606f\uff0c\u6a21\u578b\u8bef\u5dee\u4e5f\u662f\u4e0d\u53ef\u907f\u514d\u7684\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5728\u6ca1\u6709\u7edf\u8ba1\u8bef\u5dee\u7684\u60c5\u51b5\u4e0b\uff0c\u51fd\u6570\u8fd1\u4f3c\u8bef\u5dee\u53ea\u4f1a\u53d1\u751f\u5728\u7b2c\u4e00\u4ee3\uff0c\u4e00\u65e6\u65b0\u7684\u5206\u5e03\u80fd\u88ab\u51fd\u6570\u8fd1\u4f3c\u5668\u63cf\u8ff0\u51fa\u6765\uff0c\u5c31\u4f1a\u5728\u5404\u4ee3\u6a21\u578b\u4e2d\u4fdd\u6301\u5b8c\u5168\u76f8\u540c\u7684\u5206\u5e03\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/ff11e964b07fc649cf707439a7a376a3.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe10\" \/><\/p>\n<p>\u53ef\u4ee5\u8bf4\uff0c\u6a21\u578b\u5f3a\u5927\u7684\u8fd1\u4f3c\u80fd\u529b\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5176\u8868\u8fbe\u80fd\u529b\u53ef\u80fd\u4f1a\u62b5\u6d88\u7edf\u8ba1\u566a\u58f0\uff0c\u4ece\u800c\u66f4\u597d\u5730\u62df\u5408\u771f\u5b9e\u5206\u5e03\uff0c\u4f46\u540c\u6837\u4e5f\u4f1a\u4f7f\u566a\u58f0\u590d\u6742\u5316\u3002<\/p>\n<p>\u5bf9\u6b64\uff0c\u8bba\u6587\u5171\u540c\u4e00\u4f5cIlia Shumailov\u8868\u793a\uff1a\u300c\u751f\u6210\u6570\u636e\u4e2d\u7684\u9519\u8bef\u4f1a\u7d2f\u79ef\uff0c\u6700\u7ec8\u8feb\u4f7f\u4ece\u751f\u6210\u6570\u636e\u4e2d\u5b66\u4e60\u7684\u6a21\u578b\u8fdb\u4e00\u6b65\u9519\u8bef\u5730\u7406\u89e3\u73b0\u5b9e\u3002\u800c\u4e14\u6a21\u578b\u5d29\u6e83\u53d1\u751f\u5f97\u975e\u5e38\u5feb\uff0c\u6a21\u578b\u4f1a\u8fc5\u901f\u5fd8\u8bb0\u6700\u521d\u5b66\u4e60\u7684\u5927\u90e8\u5206\u539f\u59cb\u6570\u636e\u3002\u300d<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/c20b6aa91abe645d1ce15aa7749f2b82.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe11\" \/><\/p>\n<p>\u89e3\u51b3\u65b9\u6cd5<\/p>\n<p>\u597d\u5728\uff0c\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u6211\u4eec\u8fd8\u662f\u6709\u529e\u6cd5\u6765\u907f\u514d\u6a21\u578b\u5d29\u6e83\u7684\u3002<\/p>\n<p>\u7b2c\u4e00\u79cd\u65b9\u6cd5\u662f\u4fdd\u7559\u539f\u59cb\u7684\u3001\u5b8c\u5168\u6216\u540d\u4e49\u4e0a\u7531\u4eba\u7c7b\u751f\u6210\u7684\u6570\u636e\u96c6\u7684\u9ad8\u8d28\u91cf\u526f\u672c\uff0c\u5e76\u907f\u514d\u4e0eAI\u751f\u6210\u7684\u6570\u636e\u6df7\u5408\uff0c\u7136\u540e\u5b9a\u671f\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u91cd\u65b0\u8bad\u7ec3\uff0c\u6216\u8005\u5b8c\u5168\u4ece\u5934\u8bad\u7ec3\u4e00\u904d\u6a21\u578b\u3002<\/p>\n<p>\u7b2c\u4e8c\u79cd\u907f\u514d\u56de\u590d\u8d28\u91cf\u4e0b\u964d\u5e76\u51cf\u5c11AI\u6a21\u578b\u4e2d\u7684\u9519\u8bef\u6216\u91cd\u590d\u7684\u65b9\u6cd5\u662f\u5c06\u5168\u65b0\u7684\u3001\u5e72\u51c0\u7684\u3001\u7531\u4eba\u7c7b\u751f\u6210\u7684\u6570\u636e\u96c6\u91cd\u65b0\u5f15\u5165\u8bad\u7ec3\u4e2d\u3002<\/p>\n<p>\u4e3a\u4e86\u9632\u6b62\u6a21\u578b\u5d29\u6e83\uff0c\u5f00\u53d1\u8005\u9700\u8981\u786e\u4fdd\u539f\u59cb\u6570\u636e\u4e2d\u7684\u5c11\u6570\u6d3e\u5728\u540e\u7eed\u6570\u636e\u96c6\u4e2d\u5f97\u5230\u516c\u6b63\u7684\u8868\u5f81\u3002<\/p>\n<p>\u6570\u636e\u9700\u8981\u4ed4\u7ec6\u5907\u4efd\uff0c\u5e76\u8986\u76d6\u6240\u6709\u53ef\u80fd\u7684\u8fb9\u754c\u60c5\u51b5\uff1b\u5728\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\u65f6\uff0c\u9700\u8981\u8003\u8651\u5230\u6a21\u578b\u5c06\u8981\u5904\u7406\u7684\u6570\u636e\uff0c\u751a\u81f3\u662f\u6700\u4e0d\u53ef\u4fe1\u7684\u6570\u636e\u3002<\/p>\n<p>\u968f\u540e\uff0c\u5f53\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u65f6\uff0c\u8fd8\u9700\u8981\u786e\u4fdd\u540c\u65f6\u5305\u62ec\u65e7\u6570\u636e\u548c\u65b0\u6570\u636e\uff0c\u867d\u7136\u4f1a\u589e\u52a0\u8bad\u7ec3\u7684\u6210\u672c\uff0c\u4f46\u81f3\u5c11\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u6709\u52a9\u4e8e\u7f13\u89e3\u6a21\u578b\u5d29\u6e83\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5fc5\u987b\u8981\u5185\u5bb9\u5236\u4f5c\u8005\u6216AI\u516c\u53f8\u91c7\u53d6\u67d0\u79cd\u5927\u89c4\u6a21\u7684\u6807\u8bb0\u673a\u5236\uff0c\u6765\u533a\u5206AI\u751f\u6210\u7684\u5185\u5bb9\u548c\u4eba\u7c7b\u751f\u6210\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u76ee\u524d\uff0c\u6709\u4e00\u4e9b\u5f00\u7bb1\u5373\u7528\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6bd4\u5982GPTZero\uff0cOpenAI Detector\uff0c\u6216Writer\u5728\u7b80\u5355\u7684\u6587\u672c\u4e0a\u5de5\u4f5c\u5f97\u5f88\u597d\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/7a95814f84bf47a3294ff2dfc776cb0e.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe12\" \/><\/p>\n<p>\u7136\u800c\uff0c\u5728\u4e00\u4e9b\u7279\u6b8a\u7684\u6587\u672c\u4e2d\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5e76\u4e0d\u80fd\u6709\u6548\u6267\u884c\u3002\u6bd4\u5982\uff0c\u5728EPFL\u7814\u7a76\u4e2d\u6709ChatGPT\u5408\u6210\u768410\u4e2a\u603b\u7ed3\uff0c\u800cGPTZero\u53ea\u68c0\u6d4b\u52306\u4e2a\u662f\u5408\u6210\u7684\u3002<\/p>\n<p>\u5bf9\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5fae\u8c03\u81ea\u5df1\u7684\u6a21\u578b\u6765\u68c0\u6d4bAI\u7684\u4f7f\u7528\uff0c\u53d1\u73b0ChatGPT\u5728\u7f16\u5199\u672c\u6587\u65f6\u662f\u6700\u5e38\u7528\u7684LLM\u3002<\/p>\n<p>\u5bf9\u4e8e\u6784\u5efa\u7684\u68c0\u6d4bAI\u6570\u636e\u7684\u65b9\u6cd5\uff0c\u7814\u7a76\u4eba\u5458\u5229\u7528\u539f\u59cb\u7814\u7a76\u4e2d\u7684\u7b54\u6848\u548c\u7528ChatGPT\u5408\u6210\u7684\u6570\u636e\uff0c\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5b9a\u5236\u7684\u300c\u5408\u6210-\u771f\u5b9e\u5206\u7c7b\u5668\u300d\u3002<\/p>\n<p>\u7136\u540e\u7528\u8fd9\u4e2a\u5206\u7c7b\u5668\u6765\u4f30\u8ba1\u91cd\u65b0\u8fdb\u884c\u7684\u4efb\u52a1\u4e2d\u5408\u6210\u7b54\u6848\u7684\u666e\u904d\u6027\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/f92d8dfa64537b0c7474e012062e3f43.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe13\" \/><\/p>\n<p>\u5177\u4f53\u6765\u8bb2\uff0c\u7814\u7a76\u4eba\u5458\u9996\u5148\u4f7f\u7528\u771f\u6b63\u7531\u4eba\u7c7b\u64b0\u5199\u7684MTurk\u56de\u5e94\uff0c\u548c\u5408\u6210LLM\u751f\u6210\u7684\u56de\u5e94\uff0c\u6765\u8bad\u7ec3\u7279\u5b9a\u4efb\u52a1\u7684\u300c\u5408\u6210-\u771f\u5b9e\u5206\u7c7b\u5668\u300d\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u5c06\u8fd9\u4e2a\u5206\u7c7b\u5668\u7528\u4e8eMTurk\u7684\u771f\u5b9e\u56de\u5e94\uff08\u5176\u4e2d\u4f17\u5305\u4eba\u53ef\u80fd\u4f7f\u7528\uff0c\u4e5f\u53ef\u80fd\u6ca1\u6709\u4f9d\u8d56LLM\uff09\uff0c\u4ee5\u4f30\u8ba1LLM\u4f7f\u7528\u7684\u666e\u904d\u6027\u3002<\/p>\n<p>\u6700\u540e\uff0c\u7814\u7a76\u8005\u786e\u8ba4\u4e86\u7ed3\u679c\u7684\u6709\u6548\u6027\uff0c\u5728\u4e8b\u540e\u6bd4\u8f83\u5206\u6790\u51fb\u952e\u6570\u636e\u4e0eMTurk\u7684\u56de\u5e94\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u8fd9\u4e2a\u6a21\u578b\u5728\u6b63\u786e\u8bc6\u522b\u4eba\u5de5\u667a\u80fd\u6587\u672c\u65b9\u9762\u9ad8\u8fbe99%\u7684\u51c6\u786e\u7387\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u4eba\u5458\u7528\u51fb\u952e\u6570\u636e\u9a8c\u8bc1\u4e86\u7ed3\u679c\uff0c\u53d1\u73b0\uff1a<\/p>\n<p>&#8211; \u5b8c\u5168\u5728MTurk\u6587\u672c\u6846\u4e2d\u5199\u7684\u603b\u7ed3\uff08\u4e0d\u592a\u53ef\u80fd\u662f\u5408\u6210\u7684\uff09\u90fd\u88ab\u5f52\u7c7b\u4e3a\u771f\u5b9e\u7684\uff1b<\/p>\n<p>&#8211; \u5728\u7c98\u8d34\u7684\u603b\u7ed3\u4e2d\uff0c\u63d0\u53d6\u5f0f\u603b\u7ed3\u548cLLM\u7684\u4f7f\u7528\u6709\u660e\u663e\u533a\u522b\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/c78861a10a658b67a7069965c430aecf.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe14\" \/><\/p>\n<p>\u5177\u4f53\u6765\u8bb2\uff0c\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u6587\u672c\u901a\u5e38\u4e0e\u539f\u59cb\u603b\u7ed3\u51e0\u4e4e\u6ca1\u6709\u76f8\u4f3c\u4e4b\u5904\u3002\u8fd9\u8868\u660eAI\u6a21\u578b\u6b63\u5728\u751f\u6210\u65b0\u6587\u672c\uff0c\u800c\u4e0d\u662f\u590d\u5236\u548c\u7c98\u8d34\u539f\u59cb\u5185\u5bb9\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u300c\u4eba\u7c7b\u6570\u636e\u300d\u5f88\u91cd\u8981<\/p>\n<p>\u73b0\u5728\uff0c\u4eba\u4eec\u666e\u904d\u62c5\u5fc3LLM\u5c06\u5851\u9020\u4eba\u7c7b\u7684\u300c\u4fe1\u606f\u751f\u6001\u7cfb\u7edf\u300d\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u5728\u7ebf\u53ef\u83b7\u5f97\u7684\u5927\u90e8\u5206\u4fe1\u606f\u90fd\u662f\u7531LLM\u751f\u6210\u7684\u3002<\/p>\n<p>\u4f7f\u7528\u7efc\u5408\u751f\u6210\u6570\u636e\u8bad\u7ec3\u7684LLM\u7684\u6027\u80fd\u660e\u663e\u964d\u4f4e\uff0c\u5c31\u50cfIlia Shumailov\u6240\u79f0\u4f1a\u8ba9\u6a21\u578b\u60a3\u4e0a\u300c\u75f4\u5446\u75c7\u300d\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/a9b1650cb4f8f6916ff89e65551ae0a9.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe15\" \/><\/p>\n<p>\u800c\u8fd9\u4e2a\u95ee\u9898\u5c06\u4f1a\u53d8\u5f97\u66f4\u52a0\u4e25\u91cd\uff0c\u56e0\u4e3a\u968f\u7740LLM\u7684\u666e\u53ca\uff0c\u4f17\u5305\u5de5\u4f5c\u8005\u4eec\u5df2\u7ecf\u5e7f\u6cdb\u4f7f\u7528ChatGPT\u7b49\u5404\u79cdLLM\u3002<\/p>\n<p>\u4f46\u5bf9\u4e8e\u4eba\u7c7b\u5185\u5bb9\u521b\u4f5c\u8005\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u597d\u6d88\u606f\uff0c\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u7684\u540c\u65f6\uff0c\u8fd8\u8d5a\u5230\u4e86\u94b1\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u82e5\u60f3\u633d\u6551LLM\u4e0d\u9677\u4e8e\u5d29\u6e83\u7684\u8fb9\u7f18\uff0c\u8fd8\u662f\u9700\u8981\u771f\u5b9e\u7684\u300c\u4eba\u7c7b\u6570\u636e\u300d\u3002<\/p>\n<p>1. \u4eba\u7c7b\u6570\u636e\u5728\u79d1\u5b66\u4e2d\u4ecd\u7136\u662f\u81f3\u5173\u91cd\u8981\u7684<\/p>\n<p>2. \u5728\u5408\u6210\u6570\u636e\u4e0a\u8bad\u7ec3\u6a21\u578b\u53ef\u80fd\u4f1a\u5e26\u6765\u504f\u89c1\u548c\u610f\u8bc6\u5f62\u6001\u6c38\u4e45\u5316<\/p>\n<p>3. \u968f\u7740\u6a21\u578b\u53d8\u5f97\u6d41\u884c\u548c\u66f4\u597d\/\u591a\u6a21\u6001\uff0c\u91c7\u7528\u7387\u53ea\u4f1a\u589e\u52a0<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.idea2003.com\/wp-content\/uploads\/2023-06-17\/68ed8c863c782bdd5d4935a029158d4b.png.jpeg\" alt=\"\u56fe\u7247\" title=\"GPT-5\u5c06\u6b7b\u4e8eGPT-4\u80cc\u523a\uff1f\u725b\u6d25\u5251\u6865\u7814\u7a76\u8b66\u544a\uff1aAI\u8badAI\u6210\u300c\u5267\u6bd2\u300d\uff0c\u4f1a\u8ba9\u6a21\u578b\u5d29\u6e83\uff01\u63d2\u56fe16\" \/><\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u7531\u4eba\u7c7b\u751f\u6210\u7684\u539f\u59cb\u6570\u636e\u53ef\u4ee5\u66f4\u597d\u5730\u8868\u793a\u4e16\u754c\uff0c\u867d\u7136\u4e5f\u53ef\u80fd\u5305\u542b\u67d0\u4e9b\u52a3\u8d28\u3001\u6982\u7387\u8f83\u4f4e\u7684\u6570\u636e\uff1b\u800c\u751f\u6210\u5f0f\u6a21\u578b\u5f80\u5f80\u53ea\u4f1a\u8fc7\u5ea6\u62df\u5408\u6d41\u884c\u6570\u636e\uff0c\u5e76\u5bf9\u6982\u7387\u66f4\u4f4e\u7684\u6570\u636e\u4ea7\u751f\u8bef\u89e3\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u5728\u5145\u65a5\u7740\u751f\u6210\u5f0fAI\u5de5\u5177\u548c\u76f8\u5173\u5185\u5bb9\u7684\u672a\u6765\uff0c\u4eba\u7c7b\u5236\u4f5c\u7684\u5185\u5bb9\u6216\u8bb8\u4f1a\u6bd4\u4eca\u5929\u66f4\u6709\u4ef7\u503c\uff0c\u5c24\u5176\u662f\u4f5c\u4e3aAI\u539f\u59cb\u8bad\u7ec3\u6570\u636e\u7684\u6765\u6e90\u3002<\/p>\n<p>\u53c2\u8003\u8d44\u6599\uff1a<\/p>\n<p>https:\/\/arxiv.org\/abs\/2306.07899v1<\/p>\n<p>https:\/\/arxiv.org\/abs\/2305.17493v2<\/p>\n<p>\u672c\u6587\uff08\u542b\u56fe\u7247\uff09\u4e3a\u5408\u4f5c\u5a92\u4f53\u6388\u6743\u5fae\u60f3\u667a\u4e91\u8f6c\u8f7d\uff0c\u4e0d\u4ee3\u8868\u5fae\u60f3\u667a\u4e91\u7acb\u573a\uff0c\u8f6c\u8f7d\u8bf7\u8054\u7cfb\u539f\u4f5c\u8005\u3002\u5982\u6709\u4efb\u4f55\u7591\u95ee\uff0c\u8bf7\u8054\u7cfbhttp:\/\/gpt.idea2003.com\/\u3002<\/p>\n<p>                <!-- \u6587\u7ae0\u5e95\u90e8 --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u5dee\u7684\u4eba\u7c7b\u8bed\u6599\uff0c\u4e5f\u8981\u80dc\u8fc7AI\u751f\u6210\u7684\u6587\u672c\u3002 \u968f\u7740GPT-4\u3001Stabl&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":831,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[19],"tags":[20,24,23,25,26,22,29,30,31,32,33,34,28,27],"class_list":{"0":"post-1038","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","6":"hentry","7":"category-dongtai","8":"tag-chatgpt","14":"tag-midjourney","20":"tag-openai","21":"tag-ai"},"_links":{"self":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/posts\/1038","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/comments?post=1038"}],"version-history":[{"count":1,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/posts\/1038\/revisions"}],"predecessor-version":[{"id":1233,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/posts\/1038\/revisions\/1233"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/media\/831"}],"wp:attachment":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/media?parent=1038"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/categories?post=1038"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/tags?post=1038"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}