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class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"859\" height=\"1024\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-1-859x1024.jpg\" alt=\"\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u7a76\u5458\u9648\u536b\" class=\"wp-image-1062135\" style=\"width:571px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-1-859x1024.jpg 859w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-1-252x300.jpg 252w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-1-768x915.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-1-1289x1536.jpg 1289w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-1-151x180.jpg 151w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-1.jpg 1684w\" sizes=\"auto, (max-width: 859px) 100vw, 859px\" \/><figcaption class=\"wp-element-caption\">\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u7a76\u5458\u9648\u536b<\/figcaption><\/figure>\n\n\n\n<p><strong>Q\uff1a\u5728\u5f53\u524d\u4ee5\u5927\u6a21\u578b\u4e3a\u4e3b\u7684\u7814\u7a76\u80cc\u666f\u4e0b\uff0c\u7406\u8bba\u7814\u7a76\u5c06\u4f1a\u9762\u4e34\u54ea\u4e9b\u65b0\u95ee\u9898\uff1f\u5c31\u4e2a\u4eba\u800c\u8a00\uff0c\u4f60\u4f1a\u4f18\u5148\u5173\u6ce8\u54ea\u4e9b\u65b9\u9762\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u9648\u536b\uff1a<\/strong>\u521a\u624d\u8bf4\u5230\u7684\u6d8c\u73b0\u884c\u4e3a\u5c31\u5f88\u91cd\u8981\uff0c\u8fd8\u6709\u5927\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u3001\u6027\u80fd\u6548\u7387\u3001\u53c2\u6570\u89c4\u6a21\u3002\u4f8b\u5982\uff0cGPT-3 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Slow\uff09\u4e00\u4e66\u4e2d\u5c06\u4eba\u7c7b\u601d\u8003\u6a21\u5f0f\u5206\u4e3a\u5feb\u601d\u8003\u548c\u6162\u601d\u8003\u4e24\u4e2a\u7cfb\u7edf\uff0c\u5373\u7cfb\u7edf1\u548c\u7cfb\u7edf2\u3002\u7cfb\u7edf1\u662f\u5e38\u7528\u7684\u3001\u4f9d\u8d56\u76f4\u89c9\u7684\u3001\u65e0\u610f\u8bc6\u601d\u8003\u7cfb\u7edf\uff0c\u7cfb\u7edf2\u5219\u662f\u9700\u8981\u4e3b\u52a8\u63a7\u5236\u7684\u3001\u6709\u610f\u8bc6\u8fdb\u884c\u7684\u601d\u8003\u7cfb\u7edf\u3002\u73b0\u5728\u7684\u5927\u6a21\u578b\u66f4\u50cf\u662f\u7cfb\u7edf1\uff0c\u51ed\u76f4\u89c9\u751f\u6210\u4e0b\u4e00\u4e2a\u5b57\u7b26\uff0c\u8fd9\u4e5f\u662f\u5b83\u5f3a\u5927\u7684\u5730\u65b9\uff0c\u80fd\u591f\u51fa\u53e3\u6210\u7ae0\uff0c\u4f46\u5374\u4e5f\u662f\u5b83\u7684\u5f31\u52bf\u6240\u5728\uff0c\u5b83\u53ea\u80fd\u751f\u6210\u4e00\u6b21\uff0c\u6ca1\u6709\u56de\u6eaf\u80fd\u529b\uff0c\u7f3a\u4e4f\u66f4\u7cfb\u7edf\u7684\u6709\u63a7\u5236\u7684\u63a8\u7406\u548c\u5206\u6790\u80fd\u529b\uff0c\u8fd9\u5c31\u662f\u6a21\u578b\u7684\u9650\u5236\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u4ece\u7406\u8bba\u4e0a\u8bb2\uff0c\u5f88\u91cd\u8981\u7684\u4e00\u4e2a\u95ee\u9898\u5c31\u662f\uff1a\u662f\u5426\u9700\u8981\u5355\u72ec\u5f15\u5165\u65b0\u7684\u7cfb\u7edf2\u7684\u7ed3\u6784\u6765\u4e0e\u73b0\u6709\u7c7b\u4f3c\u7cfb\u7edf1\u7684\u5927\u6a21\u578b\u7ed3\u6784\u5408\u4f5c\u4ee5\u63d0\u9ad8\u4eba\u5de5\u667a\u80fd\u7684\u80fd\u529b\uff0c\u8fd8\u662f\u8bf4\u53ea\u9700\u8981\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6a21\u578b\u7684\u89c4\u6a21\u548c\u8bad\u7ec3\u6570\u636e\u5c31\u80fd\u63d0\u5347\u5927\u6a21\u578b\u7684\u6027\u80fd\uff1f\u6211\u8ba4\u4e3a\uff0c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u53ea\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u548c\u5355\u5411\u9884\u6d4b\u662f\u4e0d\u591f\u7684\uff0c\u65b0\u4e00\u4ee3\u6a21\u578b\u9700\u8981\u7cfb\u7edf2\u7684\u5206\u6790\u63a8\u7406\u80fd\u529b\u4f5c\u4e3a\u5176\u6838\u5fc3\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n\n\n\n<p><strong>Q\uff1a\u6210\u7acb\u81f3\u4eca\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7406\u8bba\u4e2d\u5fc3\u4e3b\u8981\u5f00\u5c55\u4e86\u54ea\u4e9b\u65b9\u5411\u7684\u7814\u7a76\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u9648\u536b\uff1a<\/strong>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7406\u8bba\u4e2d\u5fc3\u4f1a\u6839\u636e\u6700\u65b0\u7684\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u8d8b\u52bf\u6765\u52a8\u6001\u8c03\u6574\u7814\u7a76\u7b56\u7565\u3002\u6211\u4eec\u5e76\u4e0d\u4f1a\u9650\u5236\u7814\u7a76\u5458\u7684\u7814\u7a76\u65b9\u5411\uff0c\u53ea\u8981\u5bf9\u7406\u8bba\u7814\u7a76\u611f\u5174\u8da3\uff0c\u7814\u7a76\u5458\u4eec\u53ef\u4ee5\u4ece\u5404\u79cd\u65b9\u5411\u8fdb\u884c\u63a2\u7d22\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\uff0c\u7406\u8bba\u4e2d\u5fc3\u4e3b\u8981\u7684\u7814\u7a76\u5305\u62ec\uff1a\u6570\u636e\u9a71\u52a8\u4f18\u5316\u7406\u8bba\u2014\u2014\u5982\u4eca\u7684\u5927\u6a21\u578b\u90fd\u662f\u7531\u6570\u636e\u9a71\u52a8\u7684\uff0c\u7136\u800c\u6570\u636e\u662f\u65f6\u523b\u53d8\u5316\u7684\uff0c\u6240\u4ee5\u9700\u8981\u5c06\u4f20\u7edf\u4f18\u5316\u7406\u8bba\u4e0e\u6570\u636e\u7ed3\u5408\uff0c\u4ece\u6570\u636e\u89d2\u5ea6\u505a\u4f18\u5316\uff1b\u6df1\u5ea6\u5b66\u4e60\u7406\u8bba\u2014\u2014\u63d0\u5347\u4eba\u5de5\u667a\u80fd\u7684\u53ef\u89e3\u91ca\u6027\u3001\u9c81\u68d2\u6027\uff1b\u8fd8\u6709\u53ef\u4fe1\u8ba1\u7b97\uff0c\u4ee5\u53ca\u9690\u79c1\u4fdd\u62a4\u7b49\u3002\u5176\u5b9e\u5f88\u65e9\u4e4b\u524d\u5728\u8ba1\u7b97\u673a\u9886\u57df\u5e76\u6ca1\u6709\u9488\u5bf9\u9690\u79c1\u4fdd\u62a4\u7684\u7406\u8bba\u6307\u5bfc\uff0c\u76f4\u52302007\u5e74\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u63d0\u51fa\u4e86\u5dee\u5206\u9690\u79c1\u7406\u8bba\u6982\u5ff5\uff0c\u968f\u540e\u8be5\u6982\u5ff5\u624d\u88ab\u63a8\u5e7f\u5230\u4e86\u6570\u636e\u5e93\u3001\u4e91\u8ba1\u7b97\u7b49\u9690\u79c1\u4fdd\u62a4\u573a\u666f\u3002\u8fd9\u662f\u7406\u8bba\u7814\u7a76\u5bf9\u8ba1\u7b97\u673a\u79d1\u5b66\u7814\u7a76\u5177\u6709\u6307\u5bfc\u610f\u4e49\u7684\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u8bc1\u3002<\/p>\n\n\n\n<p>\u7406\u8bba\u4e2d\u5fc3\u7684\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u65b0\u7684\u6280\u672f\u65b9\u5411\u4e0a\uff0c\u5f53\u7136\u8fd9\u4e9b\u7814\u7a76\u65b9\u5411\u4e5f\u4f1a\u6839\u690d\u4e8e\u4f20\u7edf\u7684\u7406\u8bba\u57fa\u7840\u3002\u5927\u6a21\u578b\u51fa\u73b0\u540e\uff0c\u6211\u4eec\u9700\u8981\u66f4\u65b0\u7684\u7406\u8bba\uff0c\u8fd9\u4e9b\u90fd\u8fd8\u5728\u6478\u7d22\u7684\u9636\u6bb5\u3002\u79d1\u5b66\u7814\u7a76\u521d\u671f\u901a\u5e38\u90fd\u662f\u5e94\u7528\u7814\u7a76\u53d1\u5c55\u8f83\u5feb\uff0c\u7406\u8bba\u652f\u6301\u76f8\u5bf9\u6ede\u540e\uff0c\u800c\u5f53\u6280\u672f\u53d1\u5c55\u5230\u4e00\u5b9a\u65f6\u671f\u5c31\u4f1a\u51fa\u73b0\u5f88\u591a\u95ee\u9898\uff0c\u6bd4\u5982\u6df1\u5ea6\u5b66\u4e60\u7684\u53ef\u89e3\u91ca\u6027\u3001\u8fd0\u884c\u673a\u5236\u5c31\u9700\u8981\u7406\u8bba\u6307\u5bfc\uff0c\u5c31\u50cf\u7ecf\u5178\u7684\u7b97\u6cd5\u7406\u8bba\u4e00\u76f4\u5728\u6307\u5bfc\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u53d1\u5c55\u4e00\u6837\u3002\u5982\u679c\u6211\u4eec\u5b8c\u5168\u4e0d\u6e05\u695a AI \u5927\u6a21\u578b\u7684\u8fd0\u884c\u673a\u5236\u548c\u5b83\u8d85\u5f3a\u80fd\u529b\u7684\u8fb9\u754c\uff0c\u5c31\u5c06\u5176\u5e94\u7528\u5230\u751f\u4ea7\u751f\u6d3b\u7684\u5404\u4e2a\u9886\u57df\uff0c\u5fc5\u7136\u4f1a\u79cd\u4e0b\u9690\u60a3\u3002\u56e0\u6b64\uff0c\u6211\u59cb\u7ec8\u8ba4\u4e3a\u7406\u8bba\u662f\u8ba1\u7b97\u673a\u79d1\u5b66\u53ca\u76f8\u5173\u79d1\u5b66\u975e\u5e38\u91cd\u8981\u7684\u57fa\u7840\uff0c \u5728\u5f53\u4eca AI \u5927\u6a21\u578b\u4f3c\u4e4e\u8981\u4e00\u7edf\u5929\u4e0b\u65f6\uff0c\u66f4\u9700\u8981\u7406\u8bba\u7684\u7814\u7a76\u548c\u652f\u6301\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-2.jpg\" alt=\"\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7406\u8bba\u4e2d\u5fc3 workshop \u6d3b\u52a8\u7167\u7247\" class=\"wp-image-1062138\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-2.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-2-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-2-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-2-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-2-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-2-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/wei-chen-2-960x540.jpg 960w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7406\u8bba\u4e2d\u5fc3 workshop \u6d3b\u52a8\u7167\u7247<\/figcaption><\/figure>\n\n\n\n<p><strong>Q\uff1a\u5fae\u8f6f\u7814\u7a76\u9662\u6709\u6ca1\u6709\u9488\u5bf9\u5927\u6a21\u578b\u7684\u65b0\u7684\u7406\u8bba\u7814\u7a76\u65b9\u5411\u548c\u6210\u679c\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u9648\u536b\uff1a<\/strong>\u5927\u6a21\u578b\u786e\u5b9e\u5c06\u4eba\u5de5\u667a\u80fd\u63a8\u5411\u4e86\u65b0\u9636\u6bb5\uff0c\u6539\u53d8\u4e86\u539f\u6765\u7684\u7814\u7a76\u65b9\u6cd5\uff0c\u4e5f\u8ba9\u5927\u5bb6\u7ad9\u5728\u4e86\u7edf\u4e00\u7684\u8d77\u8dd1\u7ebf\u4e0a\u3002\u6211\u4eec\u5fae\u8f6f\u7814\u7a76\u9662\u603b\u90e8\u7684\u540c\u4e8b Sebastien Bubeck \u548c\u4ed6\u7684\u56e2\u961f\u8fd1\u671f\u63d0\u51fa\u4e86 Physics of AGI 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\u56e2\u961f\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u4e86\u5b9e\u8bc1\u7814\u7a76\uff0c\u901a\u8fc7\u62bd\u8c61\u51fa\u4ee3\u6570\u7cfb\u7edf\u6765\u9a8c\u8bc1\u5927\u6a21\u578b\u6838\u5fc3\u67b6\u6784 Transformer \u7684\u80fd\u529b\uff0c\u5e76\u7ed9\u51fa\u4e86\u4e00\u5b9a\u7684\u7406\u8bba\u6307\u5bfc\uff08\u76f8\u5173\u8bba\u6587\uff1aUnveiling Transformers with LEGO: a synthetic reasoning task, https:\/\/arxiv.org\/abs\/2206.04301\uff09\u3002\u6211\u4eec\u8ba1\u5212\u4e0e\u4ed6\u4eec\u5408\u4f5c\uff0c\u901a\u8fc7\u62bd\u8c61\u51fa\u7f51\u7edc\u56fe\u6a21\u578b\u6765\u8bc4\u4f30 Transformer 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