{"id":300,"date":"2023-02-27T16:23:35","date_gmt":"2023-02-27T08:23:35","guid":{"rendered":"http:\/\/www.bosombot.com\/?p=300"},"modified":"2023-02-27T16:25:09","modified_gmt":"2023-02-27T08:25:09","slug":"chatgpt%e5%b9%95%e5%90%8e%e7%9a%84%e7%9c%9f%e6%ad%a3%e5%a4%a7%e4%bd%ac","status":"publish","type":"post","link":"https:\/\/www.bosombot.com\/?p=300","title":{"rendered":"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.toutiao.com\/article\/7204126292369965608\/<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u539f\u6587\u51fa\u81ea\uff1a\u91cf\u5b50\u5b66\u6d3e<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u5f15<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>ChatGPT\u7684\u80cc\u540e<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>ChatGPT<\/strong>\u7ea2\u5f97\u53d1\u7d2b\uff0c\u5f3a\u5f97\u8ba9\u4eba\u7c7b\u5fc3\u60b8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5728\u5b83\u7684\u80cc\u540e\uff0c\u8fd8\u9690\u85cf\u7740\u4e00\u4f4d<strong>\u771f\u6b63\u7684\u5927\u4f6c<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u8bf4\uff0c\u4e0e\u5b83\u76f8\u6bd4\uff0c<strong>ChatGPT<\/strong>\u5176\u5b9e\u53ea\u662f\u4ed6\u7684\u4e00\u4e2a\u8ddf\u73ed\u5c0f\u5f1f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6216\u8005\u8bf4\uff0c\u53ea\u662f\u5b83\u638c\u63a7\u5bb6\u65cf\u4e2d\u7684\u4e00\u4e2a\u6bd4\u8f83\u9753\u7684\u4ed4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4f4d\u5927\u4f6c\u81ea<strong>2017\u5e74<\/strong>\u95ee\u4e16\u4ee5\u6765\uff0c\u9690\u7ea6\u5df2\u6210\u4e3a<strong>AI\u9886\u57df<\/strong>\u7684\u57fa\u77f3\u738b\u8005\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u540d\u5b57\u53eb\u505a\u2014\u2014<strong>Transformer<\/strong>\uff01<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>01<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>Chat\u4e0d\u91cd\u8981\uff0cGPT \u624d\u91cd\u8981<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u62c6\u89e3\u4e00\u4e0bChatGPT\uff0c\u5b83\u7531<strong>Chat<\/strong>\u4e0e<strong>GPT<\/strong>\u4e24\u90e8\u5206\u7ec4\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u804a\u5929\u4e0d\u91cd\u8981\uff0c<strong>GPT<\/strong>\u624d\u91cd\u8981\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u4ec0\u4e48\u662fGPT\uff0c\u5b83\u7684\u5168\u82f1\u6587\u662f<strong>Generative Pre-trained Transformer<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ffb\u8bd1\u8fc7\u6765\u5c31\u662f\u2014\u2014<strong>\u751f\u6210\u5f0f\u9884\u8bad\u7ec3<\/strong>\u7684\u53d8\u5f62\u91d1\u521a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u95eeChatGPT\u2014\u2014\u4f60\u662f\u8c01\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u662f\u8c01\uff0c\u5b83\u662f\u8fd9\u6837\u89e3\u91ca\u7684\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPT\u662f\u57fa\u4e8e<strong>Transformer<\/strong>\u67b6\u6784\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u4ee5\u751f\u6210\u81ea\u7136\u8bed\u8a00\u6587\u672c\u3002<strong>Transformer<\/strong>\u662f\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684<strong>\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u67b6\u6784<\/strong>\uff0c\u5b83\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u4e2d\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u5982<strong>\u673a\u5668\u7ffb\u8bd1<\/strong>\u3001<strong>\u6587\u672c\u5206\u7c7b<\/strong>\u548c<strong>\u751f\u6210\u6a21\u578b<\/strong>\u7b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPT\u662f\u57fa\u4e8e<strong>Transformer<\/strong>\u6a21\u578b\u7684\u6539\u8fdb\u7248\u672c\uff0c\u4e3b\u8981\u662f\u9488\u5bf9\u751f\u6210\u4efb\u52a1\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u901a\u8fc7\u9884\u8bad\u7ec3\u5b66\u4e60\u81ea\u7136\u8bed\u8a00\u7684\u8bed\u4e49\u548c\u8bed\u6cd5\u89c4\u5f8b\uff0c\u8fdb\u800c\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0cGPT\u53ef\u4ee5\u770b\u4f5c\u662f<strong>Transformer<\/strong>\u6a21\u578b\u5728\u751f\u6210\u4efb\u52a1\u4e0a\u7684\u4e00\u4e2a<strong>\u5e94\u7528\u6269\u5c55<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u77ed\u77ed\u7684\u81ea\u6211\u4ecb\u7ecd\u4e2d\uff0cChatGPT\u5c31<strong>\u56db\u6b21<\/strong>\u63d0\u5230<strong>Transformer<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/c7b492d952e4463da8cc01b87f27b605~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=xUD041F8vC%2BDdByAPAB0quexQ6E%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\u6a21\u578b\u7ed3\u6784\u56fe<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\u5230\u5e95\u662f\u4ec0\u4e48\uff0c\u8ba9ChatGPT\u5982\u6b64\u8ff7\u604b\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u53ea\u53d8\u5f62\u91d1\u521a\uff0c\u5230\u5e95\u662f\u53ea\u4ec0\u4e48\u602a\u517d\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>02<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f3a\u5927\u7684\u53d8\u5f62\u91d1\u521aTransformer<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\u7684\u5b9a\u4e49\u6e05\u6670\u660e\u4e86\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u662f\u7528\u4e8e<strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/strong>\uff08NLP\uff09\u7684<strong>\u795e\u7ecf\u7f51\u7edc\u67b6\u6784<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728Transformer\u51fa\u73b0\u4e4b\u524d\uff0c<strong>\u4eba\u5de5\u667a\u80fd<\/strong>\u7814\u7a76\u9886\u57df\u767e\u5bb6\u4e89\u9e23\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\u51fa\u73b0\u4e4b\u540e\uff0c\u683c\u5c40\u5f00\u59cb\u53d8\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f00\u59cb\u6253\u538b\u5982\u65e5\u4e2d\u5929\u7684<strong>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc<\/strong>\uff08RNN\uff09\u548c<strong>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/strong>\uff08CNN\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/a7bd044949f2421486daf0236840aab7~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=Ji1ambQsgRJ%2F08iaBK6QSBW%2Bcj4%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe1\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe1\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u56fe\u7247\u6765\u81ea\u7f51\u7edc\uff0c\u8bf7\u539f\u521b\u8005\u8054\u7edc\u6211\u4eec<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\u67b6\u6784\u4f7f\u7528\u4e86<strong>\u6ce8\u610f\u529b\u673a\u5236<\/strong>\uff0c\u80fd\u591f\u5904\u7406<strong>\u957f\u5e8f\u5217<\/strong>\u7684\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u8ba9\u5b83\u5177\u6709\u4ee5\u4e0b\u660e\u663e\u4f18\u70b9\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2776\u5e76\u884c\u8ba1\u7b97<\/strong>\uff1a\u7531\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u5f15\u5165\uff0cTransformer\u53ef\u4ee5\u5b9e\u73b0\u5e76\u884c\u8ba1\u7b97\uff0c\u52a0\u5feb\u8bad\u7ec3\u901f\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2777\u957f\u5e8f\u5217\u5904\u7406<\/strong>\uff1a\u76f8\u6bd4\u4f20\u7edf\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u548c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0cTransformer\u53ef\u4ee5\u5904\u7406\u66f4\u957f\u7684\u5e8f\u5217\uff0c\u8fd9\u662f\u7531\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u53ef\u4ee5\u5b66\u4e60\u5230\u5168\u5c40\u7684\u5e8f\u5217\u4fe1\u606f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2778\u6a21\u5757\u5316\u7ed3\u6784<\/strong>\uff1aTransformer\u7531\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u4e24\u90e8\u5206\u7ec4\u6210\uff0c\u6bcf\u90e8\u5206\u90fd\u5305\u542b\u4e86\u591a\u5c42\u76f8\u540c\u7684\u6a21\u5757\uff0c\u8fd9\u79cd\u6a21\u5757\u5316\u7ed3\u6784\u4f7f\u5f97Transformer\u66f4\u6613\u4e8e\u6269\u5c55\u548c\u8c03\u6574\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u7684\u8868\u73b0,\u4e5f\u5c06\u4e0d\u65ad\u5f97\u5230\u6539\u5584\u548c\u4f18\u5316\uff0c\u53d1\u5c55\u65e5\u65b0\u6708\u76ca\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/aa3fcee2bad644ee9587109a8f7e5f84~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=uNtpIa5nVuTCVtDye5tjJT%2Bfcxw%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe2\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe2\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u56fe\u7247\u6765\u81ea\u7f51\u7edc\uff0c\u8bf7\u539f\u521b\u8005\u8054\u7edc\u6211\u4eec<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea<strong>2017\u5e74<\/strong>\u63a8\u51fa\u4e4b\u540e\uff0c Transformer \u5df2\u7ecf\u5f62\u6210\u4e86\u81ea\u5df1\u7684\u5bb6\u65cf\u4f53\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8eGPT\u67b6\u6784\uff0c<strong>ChatGPT<\/strong>\u5c31\u9690\u85cf\u5728<strong>GPT-3<\/strong>\u7684\u540e\u9762\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u5728\u4f60\u5c31\u660e\u767d\uff0c\u5b83\u4e3a\u4ec0\u4e48\u53eb<strong>\u53d8\u5f62\u91d1\u521a<\/strong>\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u786e\u662f\u53ef\u4ee5\u6f14\u53d8\u6210\u5404\u79cd\u4e0d\u540c\u7684\u89d2\u8272\uff0c\u800c\u4e14\u4e2a\u4e2a\u90fd\u633a\u5389\u5bb3\u3002<\/p>\n\n\n\n<h1 class=\"has-text-align-center wp-block-heading\">GPT\u4e0eWeb3.0\u7ed3\u5408\u4f18\u52bf<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">2022\u5e743\u670817\u65e5,\u4e2d\u56fd\u8bc1\u76d1\u4f1a\u79d1\u6280\u76d1\u7ba1\u5c40\u5c40\u957f\u59da\u524d\u5728\u300a\u4e2d\u56fd\u91d1\u878d\u300b\u53d1\u8868\u6587\u7ae0\u300a<a href=\"https:\/\/new.qq.com\/omn\/20220317\/20220317A04OJQ00.html\">Web3.0:\u6e10\u884c\u6e10\u8fd1\u7684\u65b0\u4e00\u4ee3\u4e92\u8054\u7f51<\/a>\u300b\u3002\u6587\u4e2d\u6307\u51fa\uff0c\u5982\u4eca\u4e92\u8054\u7f51\u6b63\u5904\u5728Web2.0\u5411Web3.0\u6f14\u8fdb\u7684\u91cd\u8981\u65f6\u70b9\uff0c\u52a0\u5f3aWeb3.0\u524d\u77bb\u7814\u7a76\u548c\u6218\u7565\u9884\u5224\uff0c\u5bf9\u6211\u56fd\u672a\u6765\u4e92\u8054\u7f51\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\u65e0\u7591\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" width=\"536\" height=\"322\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2023\/02\/image-22.png\"  class=\"wp-image-268\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe3\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe3\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-blush-light-purple-gradient-background has-background wp-block-paragraph\"><strong><a href=\"https:\/\/www.jas.shu.edu.cn\/cn\/y2020\/v38\/i1\/152\">\u667a\u80fd\u751f\u6001\u7f51\u7edcIEN\uff08Intelligent Eco Networking\uff09<\/a><\/strong>\u662f\u4e00\u79cd\u77e5\u8bc6\u9a71\u52a8\u7684\u672a\u6765\u4ef7\u503c\u4e92\u8054\u7f51\u65b0\u578b\u67b6\u6784\u65b9\u6848\uff0c\u7531\u5317\u4eac\u5927\u5b66\u6df1\u5733\u7814\u7a76\u751f\u9662\u300a<strong>\u6df1\u5733\u5e02\u5185\u5bb9\u4e2d\u5fc3\u7f51\u7edc\u4e0e\u533a\u5757\u94fe\u91cd\u70b9\u5b9e\u9a8c\u5ba4ICNLAB<\/strong>\u300b\u4e3b\u4efb\u96f7\u51ef\u56e2\u961f\u57282018\u5e74<a href=\"http:\/\/www.hoticn.com\/\">IEEE HotICN<\/a>\u56fd\u9645\u4f1a\u8bae\u4e0a\u9996\u6b21\u63d0\u51fa\u3002IEN\u57fa\u4e8e\u865a\u62df\u5316\u3001\u53ef\u7f16\u7a0b\u8bbe\u5907\u3001\u8f6f\u786c\u7ed3\u5408\u7684\u6280\u672f\u8def\u7ebf\uff0c\u6539\u8fdb\u4fe1\u606f\u4e2d\u5fc3\u7f51\u7edc\u6784\u67b6\u6784\uff0c\u7efc\u5408\u5206\u5e03\u5f0f\u4eba\u5de5\u667a\u80fd\u5206\u6790\u51b3\u7b56\u4e0e\u533a\u5757\u94fe\u5171\u8bc6\u8ba1\u7b97\u6280\u672f\uff0c\u8003\u91cf\u5b58\u50a8\u3001\u8ba1\u7b97\u4e0e\u5e26\u5bbd\u7f51\u7edc<strong>\u8d44\u6e90\u6210\u672c\/\u6548\u76ca\u6307\u6807<\/strong>\uff0c\u6784\u5efa\u5c42\u6b21\u5316\u3001\u667a\u80fd\u5316\u3001\u8bed\u4e49\u5316\u7684\u65b0\u578b<strong>\u667a\u8054\u7f51\u7edc<\/strong>\u5148\u8fdb\u6784\u67b6\u3002<\/p>\n\n\n\n<p class=\"has-blush-light-purple-gradient-background has-background wp-block-paragraph\"><strong>IEN :<br>1st edition IEN<\/strong>&nbsp;paper (a position paper), 2018.08:\u300a<a href=\"https:\/\/ieeexplore.ieee.org\/document\/8605949\">Intelligent Eco Networking (IEN): an Advanced Future Internet of intelligence for Digital Social Economic Ecosystem<\/a>\u300b\uff1b<br><strong>2nd edition IEN<\/strong>&nbsp;paper, 2019.12:\u300a<a href=\"https:\/\/ieeexplore.ieee.org\/document\/9063217\">Intelligent Eco Networking (IEN) II: A Knowledge-Driven Future Internet Infrastructure for Value-Oriented Ecosystem<\/a>\u300b;<br><strong>Chinese Edition of IEN<\/strong>&nbsp;(Full)\uff0c2020.01:\u300a<a href=\"http:\/\/www.jas.shu.edu.cn\/EN\/10.3969\/j.issn.0255-8297.2020.01.012\">Intelligent Eco Networking (IEN): Knowledge-Driven and Value-Oriented Future Internet Infrastructure<\/a>\u300b<br><strong>3rd edition IEN<\/strong>&nbsp;paper, 2020.12, \u300a<a href=\"https:\/\/ieeexplore.ieee.org\/document\/9350853\/\">Intelligent Eco Networking (IEN) III: A Shared In-network Computing Infrastructure towards Future Internet<\/a>\u300b.<br><strong>4th add-on IEN<\/strong>&nbsp;paper, 2021.11, \u300a<a href=\"https:\/\/ieeexplore.ieee.org\/document\/9680840\">A Cooperative Game Theory and Blockchain based Elastic Bilateral Task Allocation Algorithm for In-network Computing<\/a>\u300b<\/p>\n\n\n\n<p class=\"has-blush-light-purple-gradient-background has-background wp-block-paragraph\"><strong>Video Tutorial<\/strong><br>2021 4th IEEE HotICN \u56fd\u9645\u5b66\u672f\u4f1a\u8bae\u4e0a\uff0c\u5317\u4eac\u5927\u5b66 \u96f7\u51ef \u505a\u5b66\u672f\u62a5\u544a\u300a<a href=\"https:\/\/www.bilibili.com\/video\/BV1Tr4y1k79L?share_source=weixin_web&amp;share_times=3\">\u667a\u80fd\u751f\u6001\u7f51\u7edc\uff08Intelligent Eco Networking\uff092021 \u57fa\u4e8e\u4ef7\u503c\u6570\u636eNFT\u7684\u5f00\u653e\u53ef\u4fe1\u6570\u5b57\u5e95\u5ea7<\/a>\u300b\uff1b<br>\u2460<strong>\u300a<a href=\"https:\/\/www.sohu.com\/a\/125223978_117933\">\u533a\u5757\u94fe\u98ce\u9669\u66f4\u590d\u6742\u591a\u6837\uff0c\u9700\u8981\u5efa\u7acb\u6807\u51c6\u4e0e\u76d1\u7ba1\u5171\u8bc6<\/a>\u300b<\/strong>2017\u5e741\u670827\u65e5\uff0c\u80e1\u6da6\u91d1\u878d\u79d1\u6280\u5927\u4f1a;<br>\u2461<strong>\u300a<a href=\"https:\/\/baijiahao.baidu.com\/s?id=1595053517475642795&amp;wfr=spider&amp;for=pc\">\u533a\u5757\u94fe\uff1a\u963f\u51e1\u8fbe\u6587\u660e\u7684\u7f14\u9020\u4e4b\u9b42\uff0c\u4fe1\u606f\u4e2d\u5fc3\u7f51\u7edc\uff1a\u6f58\u591a\u62c9\u4e16\u754c\u7825\u783a\u4e4b\u57fa<\/a>\u300b<\/strong>\uff0c2018\u5e743\u67082\u65e5\uff0cCCF;<br>\u2462<strong>\u300a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/168143747\">\u5757\u6e38\u8bb0\uff1a\u533a\u5757\u94fe\u5982\u4f55\u4e0eNDN\u7b49\u672a\u6765\u7f51\u7edc\u57fa\u7840\u8bbe\u65bd\u7ed3\u5408<\/a>\uff1f\u300b<\/strong>\uff0c2018\u5e7411\u670825\u65e5;<br>\u2463<strong>\u300a<a href=\"http:\/\/www.ienlab.com\/2018\/11\/blockchain-the-creation-spirit-of-avatar-information-centric-network-honed-base-of-the-world-of-pandora\/\">IEN II: \u77e5\u8bc6\u9a71\u52a8\u7684\u8fb9\u7f18\u667a\u80fd\u751f\u6001\u7f51\u7edc\u8bbe\u60f3\u53ca\u521d\u63a2<\/a>\u300b,<\/strong>2019\u5e745\u670823\u65e5\uff0c\u5357\u4eac\u672a\u6765\u7f51\u7edc\u5927\u4f1a;<br>\u2464<strong>\u300a<a href=\"http:\/\/www.jsjkx.com\/CN\/10.11896\/jsjkx.191000157\">\u9762\u54115G\u7684\u547d\u540d\u6570\u636e\u7f51\u7edc\u7269\u8054\u7f51\u7814\u7a76\u7efc\u8ff0<\/a>\u300b<\/strong>\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66, 2020\u5e74;<br>\u2465<strong>\u300a<a href=\"https:\/\/www.researchgate.net\/publication\/340570723_Intelligent_Eco_Networking_IEN_Knowledge-Driven_and_Value-Oriented_Future_Internet_Infrastructure_zhinengshengtaiwangluozhishiqudongdeweilaijiazhihulianwangjichusheshi\">\u667a\u80fd\u751f\u6001\u7f51\u7edc:\u77e5\u8bc6\u9a71\u52a8\u7684\u672a\u6765\u4ef7\u503c\u4e92\u8054\u7f51\u57fa\u7840\u8bbe\u65bd<\/a>\u300b,&nbsp;&nbsp;<\/strong>\u5e94\u7528\u79d1\u5b66\u5b66\u62a5\uff0c2020\u5e741\u6708;<br>\u2466<strong>\u300a<a href=\"https:\/\/www.jas.shu.edu.cn\/CN\/10.3969\/j.issn.0255-8297.2020.01.001\">\u9762\u5411\u8fb9\u7f18\u4eba\u5de5\u667a\u80fd\u8ba1\u7b97\u7684\u533a\u5757\u94fe\u6280\u672f\u7efc\u8ff0<\/a>\u300b<\/strong>\uff0c\u5e94\u7528\u79d1\u5b66\u5b66\u62a5\uff0c2020\u5e741\u6708;<br>\u2467<strong>\u300a<a href=\"https:\/\/www.bilibili.com\/video\/av244246378\">IEN III: 5G \u8fb9\u7f18\u7b97\u529b\u7f51\u7edc<\/a>\u300b<\/strong>\uff0c2020\u5e746\u67084\u65e5\uff0c\u5357\u4eac\u672a\u6765\u7f51\u7edc\u5927\u4f1a\uff1b<br>\u2468<strong>\u300a<a href=\"https:\/\/www.bilibili.com\/video\/BV1uv411W7jc\">IEN 3.X: \u533a\u5757\u94fe\u4e0e\u547d\u540d\u673a\u5236\u5728\u672a\u6765\u7f51\u7edc\u4f53\u7cfb\u7ed3\u6784\u4e2d\u7684\u5148\u8fdb\u539f\u7406<\/a>\u300b<\/strong>\uff0c21\u5e746\u6708\uff0c\u5357\u4eac\u672a\u6765\u7f51\u7edc\u5927\u4f1a;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728GPT\u7684\u5e94\u7528\u65b9\u9762\uff0cWeb3.0\u53ef\u4ee5\u901a\u8fc7\u5c06GPT\u4e0e\u533a\u5757\u94fe\u6280\u672f\u7ed3\u5408\uff0c\u5b9e\u73b0\u53bb\u4e2d\u5fc3\u5316\u7684\u8bed\u8a00\u751f\u6210\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e94\u7528\uff0c\u4ee5\u786e\u4fdd\u7528\u6237\u6570\u636e\u9690\u79c1\u548c\u5b89\u5168\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>03<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u7edf\u4e00\u81ea\u7136\u8bed\u8a00NLP<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u5927\u7814\u7a76\u65b9\u5411\uff0c\u9996\u5148\u662f<strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406NLP<\/strong>\u9886\u57df\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u4ece<strong>Transformers<\/strong>\u51fa\u73b0\u540e\uff0c\u5168\u7403NLP\u9886\u57df\u7684\u4eba\u5de5\u667a\u80fd\u7684\u5de5\u7a0b\u5e08\u4eec\u671b\u98ce\u666f\u4ece\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformers\u5728\u8be5\u9886\u57df\u7684\u8fdb\u5c55\u6240\u5411\u62ab\u9761\uff0c\u4e0d\u53ef\u963b\u6321\uff0c\u539f\u56e0\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2776\u6a21\u578b\u5927\u5c0f\u548c\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u7684\u589e\u52a0<\/strong>\uff1a\u5927\u89c4\u6a21\u7684Transformers\u6a21\u578b\uff0c\u5982<strong>GPT-3.5<\/strong>\u3001<strong>bert<\/strong>\u3001<strong>T5<\/strong>\u7b49\uff0c\u6709\u4e9b\u6a21\u578b\u53c2\u6570\u91cf\u8fbe\u5230<strong>\u5343\u4ebf\u7ea7\u522b<\/strong>\uff0c\u5177\u6709\u66f4\u5f3a\u8868\u8fbe\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2777<strong>\u591a\u8bed\u8a00\u548c\u8de8\u8bed\u8a00\u5e94\u7528<\/strong>\uff1a\u7531\u4e8eTransformers\u6a21\u578b\u5177\u6709\u66f4\u5f3a\u6cdb\u5316\u80fd\u529b\uff0c\u56e0\u6b64\u53ef\u4ee5\u88ab\u5e94\u7528\u4e8e\u591a\u8bed\u8a00\u548c\u8de8\u8bed\u8a00\u4efb\u52a1\uff0c\u5982<strong>\u673a\u5668\u7ffb\u8bd1<\/strong>\u3001<strong>\u8de8\u8bed\u8a00\u6587\u672c\u5206\u7c7b<\/strong>\u7b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2778<strong>\u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u7ed3\u5408\u548c\u62d3\u5c55<\/strong>\uff1a\u4e0e\u5176\u4ed6\u6a21\u578b\u7ed3\u5408\u4f7f\u7528\uff0c\u5982\u7ed3\u5408\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u6216\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u8fdb\u884c\u591a\u6a21\u6001\u5b66\u4e60\u7b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2779<strong>\u89e3\u91ca\u6027\u548c\u53ef\u89e3\u91ca\u6027<\/strong>\uff1a\u968f\u7740\u8d8a\u6765\u8d8a\u591a\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u88ab\u5e94\u7528\u4e8e\u5b9e\u9645\u573a\u666f\uff0c\u5bf9\u4e8e\u6a21\u578b\u7684\u89e3\u91ca\u6027\u548c\u53ef\u89e3\u91ca\u6027\u8981\u6c42\u4e5f\u8d8a\u6765\u8d8a\u9ad8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/a1cde0aa2166476397e480a850c7ddef~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=EyJPiZqvDhv0E3BeBH%2B7qazR9%2FU%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe4\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe4\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\u6210\u957f\u7684\u65f6\u95f4\u7ebf<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406NLP\u9886\u57df\uff0c\u603b\u4f53\u7684\u8d8b\u52bf\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>LSTM\/CNN\u2192Transformer<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NLP\u9886\u57df\u5206\u4e3a\u4e24\u5927\u4e0d\u540c\u7c7b\u578b\u7684\u4efb\u52a1\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2776\u7406\u89e3\u7c7b\u4eba\u5de5\u667a\u80fd<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2777\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e24\u4e2a\u9886\u57df\u7684\u7814\u53d1\uff0c\u5df2\u7ecf\u6536\u655b\u5230\u4e86\u4e24\u4e2a\u4e0d\u540c\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u6846\u67b6\u91cc\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2776<strong>\u81ea\u7136\u8bed\u8a00\u7406\u89e3<\/strong>\uff0c\u6280\u672f\u4f53\u7cfb\u7edf\u4e00\u5230\u4e86\u4ee5Bert\u4e3a\u4ee3\u8868\u7684\u201c<strong>\u53cc\u5411\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3<\/strong>+<strong>\u5e94\u7528Fine-tuning<\/strong>\u201d\u6a21\u5f0f\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2777<strong>\u81ea\u7136\u8bed\u8a00\u751f\u6210\u7c7b\u4efb\u52a1<\/strong>\uff0c\u5176\u6280\u672f\u4f53\u7cfb\u5219\u7edf\u4e00\u5230\u4e86\u4ee5GPT\u4e3a\u4ee3\u8868\u7684\u201c<strong>\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b<\/strong>\uff08\u5373\u4ece\u5de6\u5230\u53f3\u5355\u5411\u8bed\u8a00\u6a21\u578b\uff09+Zero \/Few Shot Prompt\u201d\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u8fd9\u4e24\u5927\u6a21\u578b\u90fd\u662f\u57fa\u4e8e<strong>Transformers<\/strong>\uff0c\u800c\u4e14\u4e24\u8005\u4e5f\u51fa\u73b0\u4e86\u6280\u672f\u7edf\u4e00\u8d8b\u5411\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406NLP\u8fd9\u4e2a\u9886\u57df\uff0cTransformer\u57fa\u672c\u4e0a\u5df2\u7ecf\u4e00\u7edf\u5929\u4e0b<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u81f3\u4e8e\u90a3\u4e9b\u8fd8\u6c89\u8ff7\u4e8eCNN\uff0cRNN\u7684\u5de5\u7a0b\u5e08\u88ab\u8b66\u544a\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u653e\u5f03\u6218\u6597\u5427\uff0c\u5411Transformer\u6295\u964d\uff01<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>04<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u85cf\u4e0d\u4f4f\u7684\u91ce\u5fc3\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7edf\u4e00\u8ba1\u7b97\u673a\u89c6\u89c9CV<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9664\u4e86<strong>NLP<\/strong>\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u53e6\u4e00\u5206\u652f\u662f\u8ba1\u7b97\u673a\u89c6\u89c9<strong>CV<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\u6700\u5f00\u59cb\uff0c\u53ea\u662f\u4e13\u6ce8\u4e8e\u81ea\u7136\u8bed\u8a00\u7684\u5904\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>NLP\u66fe\u7ecf\u843d\u540e\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9<\/strong>\uff0c\u4f46\u662fTransformer\u7684\u51fa\u73b0\u8fc5\u901f\u5730\u6539\u53d8\u4e86\u73b0\u72b6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u51fa\u751f\u5c31\u98ce\u534e\u6b63\u8302\uff0c\u7528\u6765\u5f62\u5bb9Transformer\u6beb\u4e0d\u4e3a\u8fc7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u50ac\u751f\u4e86\u4e00\u5927\u6279\u4e3e\u4e16\u77a9\u76ee\u7684\u6a21\u578b\uff0c\u8fbe\u5230\u4e86\u4ee4\u4eba\u7c7b\u4e0d\u5b89\u7684\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740Transformer\u7edf\u4e00\u4e86NLP\uff0c<strong>\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df<\/strong>\u663e\u7136\u53d7\u5230\u4e86\u542f\u53d1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u76f4\u6c89\u8ff7\u4e8e<strong>CNN<\/strong>\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u79d1\u5b66\u5bb6\uff0c\u5f00\u59cb\u60f3\u77e5\u9053Transformer\u662f\u5426\u53ef\u4ee5\u5728<strong>\u8ba1\u7b97\u673a\u89c6\u89c9\u65b9\u9762<\/strong>\u53d6\u5f97\u7c7b\u4f3c\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8bd5\u4e0d\u77e5\u9053\uff0c\u4e00\u8bd5\u5413\u4e00\u8df3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u540c\u6837\u6cbb\u7597\u6548\u679c\u660e\u663e\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2776<strong>\u56fe\u50cf\u5206\u7c7b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>ViT<\/strong>\uff08Vision Transformer\uff09\u662f\u4e00\u79cd\u5c06 Transformer \u5e94\u7528\u4e8e\u56fe\u50cf\u5206\u7c7b\u7684\u6a21\u578b\u3002\u5728 ImageNet \u7b49\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u4e0e<strong>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/strong>\uff08CNN\uff09\u76f8\u5ab2\u7f8e\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/c2451489c479409899a281bde0b8c6d8~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=BnWWt4PGz%2FPr8JZ2B5RNHkIXBZw%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe5\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe5\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u2777<strong>\u76ee\u6807\u68c0\u6d4b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>DETR<\/strong>\uff08DEtection TRansformer\uff09\u662f\u57fa\u4e8e Transformer \u7684\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u3002DETR \u5728 COCO \u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u4e0e&nbsp;<strong>Faster R-CNN&nbsp;<\/strong>\u65b9\u6cd5\u76f8\u5f53\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2778<strong>\u8bed\u4e49\u5206\u5272<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Transformer<\/strong>&nbsp;\u53ef\u4ee5\u7528\u4e8e\u8bed\u4e49\u5206\u5272\u4efb\u52a1\uff0c\u5176\u4e2d\u6bcf\u4e2a\u50cf\u7d20\u88ab\u89c6\u4e3a\u4e00\u4e2a token\u3002\u5728&nbsp;<strong>Cityscapes<\/strong>\u3001<strong>ADE20K<\/strong>&nbsp;\u548c&nbsp;<strong>COCO-Stuff&nbsp;<\/strong>\u7b49\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u9886\u5148\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u4f8b\u5b50\u90fd\u662fTransformer\u7684\u5e94\u7528\uff0c\u5b83\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u4e5f\u662f\u864e\u89c6\u803d\u803d\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>05<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u82b18\u5206\u949f\u65f6\u95f4\uff0c<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u62c6\u89e3Transformer\u8fd9\u53ea\u53d8\u5f62\u91d1\u521a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\u4e3a\u4f55\u5982\u6b64\u5f3a\u5927\uff0c\u6211\u4eec\u82b18\u5206\u949f\u6765\u89e3\u5256\u5b83\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u5185\u5bb9\u6765\u81ea<strong>Jay Alammar<\/strong>\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformers\u53ef\u4ee5\u88ab\u770b\u505a\u4e00\u4e2a<strong>\u9ed1\u76d2<\/strong>\uff0c\u4ee5<strong>\u6587\u672c\u7ffb\u8bd1<\/strong>\u4e2d\u7684<strong>\u6cd5-\u82f1\u7ffb\u8bd1\u4efb\u52a1<\/strong>\u4e3a\u4f8b\uff0c\u8fd9\u4e2a\u9ed1\u7bb1\u63a5\u53d7\u4e00\u53e5\u6cd5\u8bed\u4f5c\u4e3a\u8f93\u5165\uff0c\u8f93\u51fa\u4e00\u53e5\u76f8\u5e94\u7684\u82f1\u8bed\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/10774906c03a460f9e7b4bde281fcbce~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=Z%2B4hb7tfFlPV905OxvbWtDWwap0%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe6\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe6\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u4e48\u5728\u8fd9\u4e2a\u9ed1\u76d2\u5b50\u91cc\u9762\u90fd\u6709\u4ec0\u4e48\u5462\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cc\u9762\u4e3b\u8981\u6709\u4e24\u90e8\u5206\u7ec4\u6210\uff1a<strong>Encoder<\/strong>&nbsp;\u548c&nbsp;<strong>Decoder<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/c9e1e63de14d4c08a8cb11d8b34a84de~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=AcwN%2BIH71J24mPMnvDVO1OMgjAM%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe7\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe7\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f93\u5165\u4e00\u4e2a\u6587\u672c\u7684\u65f6\u5019\uff0c\u8be5\u6587\u672c\u6570\u636e\u4f1a\u5148\u7ecf\u8fc7\u4e00\u4e2a\u53eb<strong>Encoders<\/strong>\u7684\u6a21\u5757\uff0c\u5bf9\u8be5\u6587\u672c\u8fdb\u884c\u7f16\u7801\u3002\u7136\u540e\u5c06\u7f16\u7801\u540e\u7684\u6570\u636e\u518d\u4f20\u5165\u4e00\u4e2a\u53eb<strong>Decoders<\/strong>\u7684\u6a21\u5757\u8fdb\u884c\u89e3\u7801\uff0c\u89e3\u7801\u540e\u5c31\u5f97\u5230\u4e86\u7ffb\u8bd1\u540e\u7684\u6587\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Encoders<\/strong>\u4e3a<strong>\u7f16\u7801\u5668<\/strong>\uff0c<strong>Decoders<\/strong>\u4e3a<strong>\u89e3\u7801\u5668<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ec6\u5fc3\u7684\u540c\u5b66\u53ef\u80fd\u5df2\u7ecf\u53d1\u73b0\u4e86\uff0c\u4e0a\u56fe\u4e2d\u7684<strong>Decoders\u540e\u8fb9\u52a0\u4e86\u4e2as<\/strong>\uff0c\u90a3\u5c31\u4ee3\u8868\u6709\u591a\u4e2a\u7f16\u7801\u5668\u4e86\u5457\uff0c\u6ca1\u9519\uff0c\u8fd9\u4e2a\u7f16\u7801\u6a21\u5757\u91cc\u8fb9\uff0c\u6709\u5f88\u591a\u5c0f\u7684\u7f16\u7801\u5668\uff0c\u4e00\u822c\u60c5\u51b5\u4e0b\uff0cEncoders\u91cc\u8fb9\u6709<strong>6\u4e2a\u5c0f\u7f16\u7801\u5668<\/strong>\uff0c\u540c\u6837\u7684\uff0cDecoders\u91cc\u8fb9\u6709<strong>6\u4e2a\u5c0f\u89e3\u7801\u5668<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/ff8c43a2b698417c8f0aabedba51ccc4~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=DILd%2FQWE4K2aLtYD0S3yd%2FJWhP0%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe8\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe8\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728<strong>\u7f16\u7801\u90e8\u5206<\/strong>\uff0c\u6bcf\u4e00\u4e2a\u7684\u5c0f\u7f16\u7801\u5668\u7684\u8f93\u5165\uff0c\u662f\u524d\u4e00\u4e2a\u5c0f\u7f16\u7801\u5668\u7684\u8f93\u51fa\u3002\u800c\u6bcf\u4e00\u4e2a\u5c0f\u89e3\u7801\u5668\u7684\u8f93\u5165\uff0c\u4e0d\u5149\u662f\u5b83\u7684\u524d\u4e00\u4e2a\u89e3\u7801\u5668\u7684\u8f93\u51fa\uff0c\u8fd8\u5305\u62ec\u4e86<strong>\u6574\u4e2a\u7f16\u7801\u90e8\u5206<\/strong>\u7684\u8f93\u51fa\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u6bcf\u4e00\u4e2a\u5c0f\u7f16\u7801\u5668\u91cc\u8fb9\u53c8\u662f\u4ec0\u4e48\u5462\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u653e\u5927\u4e00\u4e2a<strong>encoder<\/strong>\uff0c\u53d1\u73b0\u91cc\u8fb9\u7684\u7ed3\u6784\u662f\u4e00\u4e2a<strong>\u81ea\u6ce8\u610f\u529b\u673a\u5236<\/strong>+\u4e00\u4e2a<strong>\u524d\u9988\u795e\u7ecf\u7f51\u7edc<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/01f83967780b469896386cf6c2e6ee50~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=ATIeTmJvEcQZcyybQ9tqCXML9QA%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe9\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe9\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u6765\u770b\u4e0b<strong>Self-attention<\/strong>\u662f\u4ec0\u4e48\u6837\u5b50\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u51e0\u4e2a\u6b65\u9aa4\u6765\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">(1) \u9996\u5148\uff0c<strong>Self-attention<\/strong>\u7684\u8f93\u5165\u5c31\u662f<strong>\u8bcd\u5411\u91cf<\/strong>\uff0c\u5373\u6574\u4e2a\u6a21\u578b\u7684\u6700\u521d\u7684\u8f93\u5165\u662f\u8bcd\u5411\u91cf\u7684\u5f62\u5f0f\u3002\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u987e\u540d\u601d\u4e49\u5c31\u662f\u81ea\u5df1\u548c\u81ea\u5df1\u8ba1\u7b97\u4e00\u904d\u6ce8\u610f\u529b\uff0c\u5373\u5bf9\u6bcf\u4e00\u4e2a\u8f93\u5165\u7684\u8bcd\u5411\u91cf\uff0c\u6211\u4eec\u9700\u8981\u6784\u5efa<strong>Self-attention<\/strong>\u7684\u8f93\u5165\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/c4bff946b5604a1e98d1b89c8dea303d~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=zP%2BiF5ddY%2BPl9ty%2Fxs7DydLAaDk%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe10\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe10\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">(2) \u63a5\u4e0b\u6765\u5c31\u8981\u8ba1\u7b97<strong>\u6ce8\u610f\u529b\u5f97\u5206<\/strong>\u4e86\uff0c\u8fd9\u4e2a\u5f97\u5206\u662f\u901a\u8fc7\u8ba1\u7b97<strong>Q<\/strong>\u4e0e\u5404\u4e2a\u5355\u8bcd\u7684<strong>K\u5411\u91cf\u7684\u70b9\u79ef<\/strong>\u5f97\u5230\u7684\u3002\u4ee5X1\u4e3a\u4f8b\uff0c\u5206\u522b\u5c06<strong>Q1<\/strong>\u548c<strong>K1<\/strong>\u3001<strong>K2<\/strong>\u8fdb\u884c\u70b9\u79ef\u8fd0\u7b97\uff0c\u5047\u8bbe\u5206\u522b\u5f97\u5230\u5f97\u5206112\u548c96\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/16093629f75542de85a6a889dd804899~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=pYxG35Aj%2B1UqyT7sbMsgx%2FVoaYk%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe11\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe11\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">(3) \u5c06\u5f97\u5206\u5206\u522b\u9664\u4ee5\u4e00\u4e2a<strong>\u7279\u5b9a\u6570\u503c8<\/strong>\uff08K\u5411\u91cf\u7684\u7ef4\u5ea6\u7684\u5e73\u65b9\u6839\uff0c\u901a\u5e38K\u5411\u91cf\u7684\u7ef4\u5ea6\u662f64\uff09\u8fd9\u80fd\u8ba9\u68af\u5ea6\u66f4\u52a0\u7a33\u5b9a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">(4) \u5c06\u4e0a\u8ff0\u7ed3\u679c\u8fdb\u884c<strong>softmax\u8fd0\u7b97<\/strong>\u5f97\u5230\uff0csoftmax\u4e3b\u8981\u5c06<strong>\u5206\u6570\u6807\u51c6\u5316<\/strong>\uff0c\u4f7f\u4ed6\u4eec\u90fd\u662f\u6b63\u6570\u5e76\u4e14\u52a0\u8d77\u6765\u7b49\u4e8e<strong>1<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/a84250812c62458d959bc65f51f5b73d~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=8aaIDKFEtLp%2BN4wruL2rwDYC1ME%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe12\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe12\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">(5)\u5c06<strong>V\u5411\u91cf<\/strong>\u4e58\u4e0a<strong>softmax<\/strong>\u7684\u7ed3\u679c\uff0c\u8fd9\u4e2a\u601d\u60f3\u4e3b\u8981\u662f\u4e3a\u4e86\u4fdd\u6301\u6211\u4eec\u60f3\u8981\u5173\u6ce8\u7684\u5355\u8bcd\u7684\u503c\u4e0d\u53d8\uff0c\u800c\u63a9\u76d6\u6389\u90a3\u4e9b\u4e0d\u76f8\u5173\u7684\u5355\u8bcd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">(6) \u5c06\u5e26<strong>\u6743\u91cd<\/strong>\u7684\u5404\u4e2a<strong>V\u5411\u91cf<\/strong>\u52a0\u8d77\u6765\uff0c\u81f3\u6b64\uff0c\u4ea7\u751f\u5728\u8fd9\u4e2a\u4f4d\u7f6e\u4e0a\uff08\u7b2c\u4e00\u4e2a\u5355\u8bcd\uff09\u7684<strong>Self-attention<\/strong>\u5c42\u7684\u8f93\u51fa\uff0c\u5176\u4f59\u4f4d\u7f6e\u7684<strong>Self-attention<\/strong>\u8f93\u51fa\u4e5f\u662f\u540c\u6837\u7684\u8ba1\u7b97\u65b9\u5f0f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/c4530b1142c8495d9dd537c1c4eefcae~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=8uTcTU4iK6w6fZH6CGtvDA9X4Dc%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe13\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe13\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c06\u4e0a\u8ff0\u7684\u8fc7\u7a0b\u603b\u7ed3\u4e3a\u4e00\u4e2a\u516c\u5f0f\u5c31\u53ef\u4ee5\u7528\u4e0b\u56fe\u8868\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/7599434250e144f998ce834a9e8cebd3~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=BEwtw8FPOGn8FsSkNev8alaqfeA%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe14\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe14\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Self-attention\u5c42<\/strong>\u5230\u8fd9\u91cc\u5c31\u7ed3\u675f\u4e86\u5417\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd8\u6ca1\u6709\uff0c\u8bba\u6587\u4e3a\u4e86\u8fdb\u4e00\u6b65\u7ec6\u5316\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5c42\uff0c\u589e\u52a0\u4e86\u201c<strong>\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236<\/strong>\u201d\u7684\u6982\u5ff5\uff0c\u8fd9\u4ece\u4e24\u4e2a\u65b9\u9762\u63d0\u9ad8\u4e86\u81ea\u6ce8\u610f\u529b\u5c42\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u4e2a\u65b9\u9762\uff0c<strong>\u5b83\u6269\u5c55\u4e86\u6a21\u578b\u5173\u6ce8\u4e0d\u540c\u4f4d\u7f6e\u7684\u80fd\u529b<\/strong>\uff0c\u8fd9\u5bf9\u7ffb\u8bd1\u4e00\u4e0b\u53e5\u5b50\u7279\u522b\u6709\u7528\uff0c\u56e0\u4e3a\u6211\u4eec\u60f3\u77e5\u9053\u201cit\u201d\u662f\u6307\u4ee3\u7684\u54ea\u4e2a\u5355\u8bcd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/cf0c18785ee8431a86bf838e20d6800c~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=GJ3%2BMS0EWkEBAQjROMN5AVg5KdQ%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe15\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe15\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u4e2a\u65b9\u9762\uff0c<strong>\u5b83\u7ed9\u4e86\u81ea\u6ce8\u610f\u529b\u5c42\u591a\u4e2a\u201c\u8868\u793a\u5b50\u7a7a\u95f4\u201d<\/strong>\u3002\u5bf9\u4e8e\u591a\u5934\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4e0d\u6b62\u6709\u4e00\u7ec4<strong>Q\/K\/V\u6743\u91cd\u77e9\u9635<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ecf\u8fc7<strong>\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236<\/strong>\u540e\uff0c\u5c31\u4f1a\u5f97\u5230\u591a\u4e2a\u6743\u91cd\u77e9\u9635Z\uff0c\u6211\u4eec\u5c06\u591a\u4e2aZ\u8fdb\u884c\u62fc\u63a5\u5c31\u5f97\u5230\u4e86Self-attention\u5c42\u7684\u8f93\u51fa\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/575c7dcfcd0048f1b644c436407dada7~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=RyQSjpXULITeUL%2Fcz3gEigHmYwY%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe16\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe16\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8ff0\u6211\u4eec\u7ecf\u8fc7\u4e86self-attention\u5c42\uff0c\u6211\u4eec\u5f97\u5230\u4e86self-attention\u7684\u8f93\u51fa\uff0cself-attention\u7684\u8f93\u51fa\u5373\u662f\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5c42\u7684\u8f93\u5165\uff0c\u7136\u540e\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u7684\u8f93\u5165\u53ea\u9700\u8981\u4e00\u4e2a\u77e9\u9635\u5c31\u53ef\u4ee5\u4e86\uff0c\u4e0d\u9700\u8981\u516b\u4e2a\u77e9\u9635\uff0c\u6240\u4ee5\u6211\u4eec\u9700\u8981\u628a\u8fd98\u4e2a\u77e9\u9635\u538b\u7f29\u6210\u4e00\u4e2a\uff0c\u6211\u4eec\u600e\u4e48\u505a\u5462\uff1f\u53ea\u9700\u8981\u628a\u8fd9\u4e9b\u77e9\u9635\u62fc\u63a5\u8d77\u6765\u7136\u540e\u7528\u4e00\u4e2a\u989d\u5916\u7684\u6743\u91cd\u77e9\u9635\u4e0e\u4e4b\u76f8\u4e58\u5373\u53ef\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/0ca3ee64ae5048e1b16fb01d2568ccfb~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=cAiQFBSFEc4uC96r%2F2X6M49zSMc%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe17\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe17\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u7ec8\u7684Z\u5c31\u4f5c\u4e3a<strong>\u524d\u9988\u795e\u7ecf\u7f51\u7edc<\/strong>\u7684\u8f93\u5165\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u6765\u5c31\u8fdb\u5165\u4e86<strong>\u5c0f\u7f16\u7801\u5668<\/strong>\u91cc\u8fb9\u7684<strong>\u524d\u9988\u795e\u7ecf\u7f51\u6a21\u5757<\/strong>\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u540e\u5728<strong>Transformer<\/strong>\u4e2d\u4f7f\u7528\u4e86<strong>6\u4e2aencoder<\/strong>\uff0c\u4e3a\u4e86\u89e3\u51b3\u68af\u5ea6\u6d88\u5931\u7684\u95ee\u9898\uff0c\u5728<strong>Encoders<\/strong>\u548c<strong>Decoder<\/strong>\u4e2d\u90fd\u662f\u7528\u4e86\u6b8b\u5dee\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\uff0c\u5373\u6bcf\u4e00\u4e2a\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u7684\u8f93\u5165\uff0c\u4e0d\u5149\u5305\u542b\u4e0a\u8ff0<strong>Self-attention<\/strong>\u7684\u8f93\u51faZ\uff0c\u8fd8\u5305\u542b\u6700\u539f\u59cb\u7684\u8f93\u5165\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8ff0\u8bf4\u5230\u7684<strong>encoder<\/strong>\u662f\u5bf9\u8f93\u5165\uff08\u673a\u5668\u5b66\u4e60\uff09\u8fdb\u884c\u7f16\u7801\uff0c\u4f7f\u7528\u7684\u662f\u81ea\u6ce8\u610f\u529b\u673a\u5236+\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\uff0c\u540c\u6837\u7684\uff0c\u5728<strong>ecoder<\/strong>\u4e2d\u4f7f\u7528\u7684\u4e5f\u662f\u540c\u6837\u7684\u7ed3\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/b65ce82d909640d7b1769c79e1e852ff~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=haC7VRiA8P%2BNR52kKVSDKuflkA8%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe18\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe18\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\uff0c\u5c31\u8bb2\u5b8c\u4e86<strong>Transformer<\/strong>\u7f16\u7801\u548c\u89e3\u7801\u4e24\u5927\u6a21\u5757\uff0c\u90a3\u4e48\u6211\u4eec\u56de\u5f52\u6700\u521d\u7684\u95ee\u9898\uff0c\u5c06\u201c<strong>Je suis etudiant<\/strong>\u201d\u7ffb\u8bd1\u6210\u201c<strong>I am a student<\/strong>\u201d\uff0c\u89e3\u7801\u5668\u8f93\u51fa\u672c\u6765\u662f\u4e00\u4e2a\u6d6e\u70b9\u578b\u7684\u5411\u91cf\uff0c\u600e\u4e48\u8f6c\u5316\u6210\u201c<strong>I am a student<\/strong>\u201d\u8fd9\u4e24\u4e2a\u8bcd\u5462\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u5de5\u4f5c\u662f\u6700\u540e\u7684<strong>\u7ebf\u6027\u5c42<\/strong>\u63a5\u4e0a\u4e00\u4e2a<strong>Softmax<\/strong>\uff0c\u5176\u4e2d\u7ebf\u6027\u5c42\u662f\u4e00\u4e2a\u7b80\u5355\u7684<strong>\u5168\u8fde\u63a5\u795e\u7ecf\u7f51\u7edc<\/strong>\uff0c\u5b83\u5c06\u89e3\u7801\u5668\u4ea7\u751f\u7684\u5411\u91cf\u6295\u5f71\u5230\u4e00\u4e2a\u66f4\u9ad8\u7ef4\u5ea6\u7684\u5411\u91cf\uff08logits\uff09\u4e0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8bbe\u6211\u4eec\u6a21\u578b\u7684\u8bcd\u6c47\u8868\u662f<strong>10000<\/strong>\u4e2a\u8bcd\uff0c\u90a3\u4e48logits\u5c31\u6709<strong>10000<\/strong>\u4e2a\u7ef4\u5ea6\uff0c\u6bcf\u4e2a\u7ef4\u5ea6\u5bf9\u5e94\u4e00\u4e2a\u60df\u4e00\u7684\u8bcd\u7684\u5f97\u5206\u3002\u4e4b\u540e\u7684<strong>Softmax<\/strong>\u5c42\u5c06\u8fd9\u4e9b\u5206\u6570\u8f6c\u6362\u4e3a\u6982\u7387\u3002\u9009\u62e9\u6982\u7387\u6700\u5927\u7684\u7ef4\u5ea6\uff0c\u5e76\u5bf9\u5e94\u5730\u751f\u6210\u4e0e\u4e4b\u5173\u8054\u7684\u5355\u8bcd\u4f5c\u4e3a\u6b64\u65f6\u95f4\u6b65\u7684\u8f93\u51fa\u5c31\u662f\u6700\u7ec8\u7684\u8f93\u51fa\u5566\uff01\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8bbe\u8bcd\u6c47\u8868\u7ef4\u5ea6\u662f6\uff0c\u90a3\u4e48\u8f93\u51fa\u6700\u5927\u6982\u7387\u8bcd\u6c47\u7684\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/c081d91ce721423a9fb2a53e6494acd4~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=u%2Fv0W4919PvRnipmn22FgPgoKEE%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe19\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe19\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u5c31\u662f<strong>Transformer<\/strong>\u7684\u6846\u67b6\u4e86\uff0c\u4f46\u662f\u8fd8\u6709\u6700\u540e\u4e00\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u90fd\u662f\u5230<strong>RNN<\/strong>\u4e2d\u7684\u6bcf\u4e2a\u8f93\u5165\u662f\u65f6\u5e8f\u7684\uff0c\u662f\u53c8\u5148\u540e\u987a\u5e8f\u7684\uff0c\u4f46\u662f<strong>Transformer<\/strong>\u6574\u4e2a\u6846\u67b6\u4e0b\u6765\u5e76\u6ca1\u6709\u8003\u8651\u987a\u5e8f\u4fe1\u606f\uff0c\u8fd9\u5c31\u9700\u8981\u63d0\u5230\u53e6\u4e00\u4e2a\u6982\u5ff5\u4e86\uff1a\u201c<strong>\u4f4d\u7f6e\u7f16\u7801<\/strong>\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\u4e2d\u786e\u5b9e\u6ca1\u6709\u8003\u8651<strong>\u987a\u5e8f\u4fe1\u606f<\/strong>\uff0c\u90a3\u600e\u4e48\u529e\u5462\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u8f93\u5165\u4e2d\u505a\u624b\u811a\uff0c\u628a\u8f93\u5165\u53d8\u5f97\u6709<strong>\u4f4d\u7f6e\u4fe1\u606f<\/strong>\u4e0d\u5c31\u884c\u4e86\uff0c\u90a3\u600e\u4e48\u628a\u8bcd\u5411\u91cf\u8f93\u5165\u53d8\u6210\u643a\u5e26\u4f4d\u7f6e\u4fe1\u606f\u7684\u8f93\u5165\u5462\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u53ef\u4ee5\u7ed9\u6bcf\u4e2a\u8bcd\u5411\u91cf\u52a0\u4e0a\u4e00\u4e2a\u6709\u987a\u5e8f\u7279\u5f81\u7684\u5411\u91cf\uff0c\u53d1\u73b0<strong>sin<\/strong>\u548c<strong>cos\u51fd\u6570<\/strong>\u80fd\u591f\u5f88\u597d\u7684\u8868\u8fbe\u8fd9\u79cd\u7279\u5f81\uff0c\u6240\u4ee5\u901a\u5e38\u4f4d\u7f6e\u5411\u91cf\u7528\u4ee5\u4e0b\u516c\u5f0f\u6765\u8868\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/696ad05237dc4e84b33c29598685de30~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=TgpR25MuDIzJ53O40YPF54gillw%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe20\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe20\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>06<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>Transformer\uff0c<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u5728AI\u9886\u57df\u80fd\u5f62\u6210\u5927\u7edf\u4e00\u7406\u8bba\u5417\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u4ee5\u4e0a\u6280\u672f\u53ef\u4ee5\u770b\u51fa\uff1a<strong>Transformer\u662f\u901a\u7528\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u9002\u7528\u6027\u975e\u5e38\u5f3a\uff0c\u539f\u56e0\u5728\u4e8e\u5b83\u7684<strong>\u81ea\u6ce8\u610f\u529b\u673a\u5236<\/strong>\uff08self-attention mechanism\uff09\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u5904\u7406<strong>\u5e8f\u5217\u6570\u636e<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/1590ed1a66d14943a09c1e5fbdff8867~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=pwWOw%2B03fB%2BfuRKSw0i1dhJaOms%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe21\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe21\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u8fd9\u91cc\u5c31\u8981\u8c08\u4e00\u4e2a\u66f4\u524d\u6cbf\u7684\u6280\u672f\uff1a<strong>\u8de8\u6a21\u6001<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e5f\u5c31\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u80fd\u5426\u521b\u9020<strong>\u4e00\u4e2a\u53ef\u4ee5\u5904\u7406\u8bed\u8a00\u3001\u6587\u5b57\u3001\u56fe\u7247\u3001\u89c6\u9891\u7684\u5927\u7edf\u4e00\u6a21\u578b<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u5728\u7269\u7406\u4e16\u754c\uff0c\u90a3\u5c31\u6709\u70b9\u50cf\u7231\u56e0\u65af\u5766\u8ffd\u6c42\u7684\u201c<strong>\u5927\u7edf\u4e00\u7406\u8bba<\/strong>\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8de8\u6a21\u6001\u5e94\u7528\u4e2d\uff0cTransformer\u6a21\u578b\u901a\u5e38\u4f7f\u7528<strong>\u56fe\u50cf<\/strong>\u548c<strong>\u6587\u672c\u7279\u5f81<\/strong>\u4f5c\u4e3a\u8f93\u5165\u4fe1\u606f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2776\u4f7f\u7528<strong>\u81ea\u6ce8\u610f\u529b\u673a\u5236<\/strong>\u6765\u5b66\u4e60\u4e24\u4e2a\u6a21\u6001\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2777\u4f7f\u7528<strong>\u591a\u6a21\u6001\u81ea\u6ce8\u610f\u529b\u673a\u5236<\/strong>\uff08multi-modal self-attention\uff09\u6765\u5904\u7406\u591a\u4e2a\u6a21\u6001\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Transformer<\/strong>\u5e94\u7528\u4e8e<strong>\u8de8\u6a21\u6001\u4efb\u52a1<\/strong>\u7684\u6548\u679c\u975e\u5e38\u597d\uff0c\u5728\u8de8\u6a21\u6001\u4e0a\u53d6\u5f97\u6210\u529f\u7684\u51e0\u4e2a\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>CLIP<\/strong>\uff1aCLIP\u662f\u4e00\u79cd\u4f7f\u7528 Transformer \u7684<strong>\u8054\u5408\u8bad\u7ec3\u6846\u67b6<\/strong>\uff0c\u540c\u65f6\u4f7f\u7528\u56fe\u50cf\u548c\u6587\u672c\u6765\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u8be5\u6a21\u578b\u80fd\u591f\u5c06<strong>\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0<\/strong>\u548c<strong>\u56fe\u50cf<\/strong>\u8054\u7cfb\u8d77\u6765\uff0c\u5728\u591a\u4e2a\u89c6\u89c9\u63a8\u7406\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u975e\u5e38\u51fa\u8272\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>DALL-E<\/strong>\uff1aDALL-E \u662f OpenAI \u53d1\u5e03\u7684\u4e00\u4e2a\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u901a\u8fc7<strong>\u9884\u8bad\u7ec3<\/strong>\u5f97\u5230\u4e86\u975e\u5e38\u5f3a\u5927\u7684\u751f\u6210\u80fd\u529b\uff0c\u5728\u751f\u6210\u5305\u62ec<strong>\u98de\u884c\u7684\u5927\u8c61<\/strong>\u3001<strong>\u8272\u5f69\u6591\u6593\u7684\u6c99\u6f0f<\/strong>\u7b49\u5177\u6709\u6311\u6218\u6027\u7684\u56fe\u50cf\u65f6\u8868\u73b0\u51fa\u8272\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/a34c49e0365e4db18212319189cc4c15~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=fwzaQi9FKaui%2BlEGodSGq00ZB1k%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe22\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe22\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7DALL-E\u751f\u6210\u7684\u56fe\u50cf<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u7ed8\u753b\u7684\u8001\u73a9\u5bb6\u4e00\u5b9a\u77e5\u9053\u8fd9\u4e24\u4e2a\u4ea7\u54c1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Transformer<\/strong>\u5728\u5404\u4e2a\u65b9\u5411\u4e0a\u9f50\u5934\u5e76\u8fdb\uff0c\u5f62\u6210\u4e86\u5e9e\u5927\u7684Transformer\u5bb6\u65cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u4e48\uff0c<strong>Transformer\u4f1a\u5728AI\u9886\u57df\u80fd\u5f62\u6210\u5927\u7edf\u4e00\u7406\u8bba\u5417\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u5728\u5f97\u51fa\u8fd9\u6837\u7684\u7ed3\u8bba\u4e3a\u65f6\u8fc7\u65e9\uff0cAI\u9886\u57df\u5e94\u7528\u975e\u5e38\u590d\u6742\uff0c\u9700\u8981\u7ed3\u5408\u5404\u79cd\u6280\u672f\u548c\u7b97\u6cd5\u624d\u80fd\u89e3\u51b3\uff0c\u671f\u5f85\u5355\u4e00\u7684\u6a21\u578b\u89e3\u51b3\u6240\u6709\u95ee\u9898\uff0c\u6709\u70b9\u96be\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u4eba\u7c7b\u5bf9\u4e8eAGI\u7684\u671f\u5f85\uff0c\u53c8\u662f\u5b9e\u5b9e\u5728\u5728\u7684\u3002<\/p>\n\n\n\n<p class=\"has-blush-light-purple-gradient-background has-background wp-block-paragraph\">\u76ee\u524d\uff0c\u5df2\u6709\u9762\u5411\u6df7\u5408\u5929\u673a\u82af\u7247\u67b6\u6784\u7684\u4eba\u5de5\u901a\u7528\u667a\u80fd\uff08AGI\uff0c\u5f3a\u4eba\u5de5\u667a\u80fd\uff09\u7684\u8bba\u6587\u5728Nature\u4e0a\u53d1\u8868\uff0c\u6211\u4eec\u4e0d\u96be\u60f3\u8c61AGI\u548c\u533a\u5757\u94fe\u5728\u672a\u6765\u7684\u7ed3\u5408\uff0c\u6bd4\u5982\uff1a\u5229\u7528\u533a\u5757\u94fe\u5b9e\u73b0AGI\u4e4b\u95f4\u7684\u534f\u4f5c\u548c\u7ade\u4e89\uff0c\u5f62\u6210\u4e00\u4e2a\u591a\u667a\u80fd\u4f53\u7684<strong>\u751f\u6001\u7cfb\u7edf<\/strong>\u3002<\/p>\n\n\n\n<p class=\"has-blush-light-purple-gradient-background has-background wp-block-paragraph\">ICNLAB\u5b9e\u9a8c\u5ba4\u5728<a href=\"http:\/\/www.hoticn.cn\/\">IEEE 1st HotICN 2018<\/a>&nbsp;\u56fd\u9645\u4f1a\u8bae\u4e0a\u81ea\u4e3b\u63d0\u51fa\u7684\u201c<strong>\u667a\u80fd\u751f\u6001\u7f51\u7edcIEN<\/strong>\u201d\u2014\u2014\u4ee5\u77e5\u8bc6\u6570\u636e\u4e3a\u4e2d\u5fc3\u3001\u77e5\u8bc6\u667a\u80fd\u4e3a\u7406\u8bba\u7684\u5206\u5e03\u5f0f\u4fe1\u4efb\u4e0e\u4ef7\u503c\u7ef4\u62a4\u65b0\u578b\u7f51\u7edc\u67b6\u6784\uff0c\u521b\u65b0\u6027\u5730\u5c06\u4fe1\u606f\u4e2d\u5fc3\u7f51\u7edc\u3001\u533a\u5757\u94fe\u548c\u5206\u5e03\u5f0f\u4eba\u5de5\u667a\u80fd\u7f51\u7edc\u63a7\u5236\u7b49\u6280\u672f\u4ea4\u53c9\u96c6\u6210\uff0c\u63d0\u51fa\u4e00\u79cd\u53ef\u6301\u7eed\u6f14\u8fdb\u5e76\u5411\u540e\u517c\u5bb9\u76845G\u8fb9\u7f18\u7b97\u529b\u670d\u52a1\u67b6\u6784\u65b9\u6848\uff0c\u5148\u540e\u83b7\u5f97\u4e24\u6b21\u6700\u4f73\u8bba\u6587\u3002\u5b9e\u9a8c\u5ba4\u56e2\u961f\u4e00\u76f4\u6301\u7eed\u4e13\u6ce8\u4e8eIEN\u67b6\u6784\u7684\u62d3\u5c55\u6df1\u5165\uff0c\u5e76<a href=\"https:\/\/github.com\/ScottTuring\/IEN\">\u5f00\u6e90\u4e86\u4ee3\u7801<\/a>\uff0c\u5148\u540e\u8fed\u4ee33\u4e2a\u91cd\u8981\u7248\u672c\u3002<a href=\"https:\/\/github.com\/ScottTuring\/IEN\">\u667a\u80fd\u751f\u6001\u7f51\u7edc\uff08Intelligent&nbsp;&nbsp;Eco&nbsp;&nbsp;Networking\uff0c\u7b80\u79f0IEN\uff09<\/a>\u878d\u5408\u533a\u5757\u94fe\u3001AI\u548c5G\u7f51\u7edc\u6280\u672f\u4f18\u52bf\u4e3a\u4e00\u4f53\uff0c\u9762\u5411Web3.0\u5c06\u5448\u73b0\u65b0\u5546\u4e1a\u6a21\u5f0f\u3002IEN\u5c06\u63d0\u4f9b\u4ef7\u503c\u6570\u636e\u5185\u5bb9\u6743\u76ca\u6cbb\u7406\u7684\u57fa\u7840\u534f\u8bae\uff0c\u50ac\u751f\u8de8\u5730\u57df\u3001\u78b3\u4e2d\u548c\u7684\u5206\u5e03\u5f0f\u201c\u4e1c\u6570\u897f\u7b97\u201d\u5e02\u573a\u5f62\u6001\uff0c\u63a8\u52a8\u4e91\u3001\u94fe\u3001\u7b97\u3001\u6570\u3001\u7f51\u96c6\u6210\u4e3a\u4e0b\u4e00\u4ee3\u4e92\u8054\u7f51\u201c<a href=\"http:\/\/www.icenet.cn\/\">\u65b0\u578b\u7f51\u7edc\u4f53\u7cfb\u7ed3\u6784\u4e0e\u6280\u672f<\/a>\uff08<a href=\"http:\/\/www.icenet.cn\/\">ICENAT<\/a>\uff09\u201d\u7684\u53d1\u5c55\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"313\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2023\/02\/image-34.png\"  class=\"wp-image-301\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe23\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe23\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u7ed3\u8bed<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u8bb0\u4f4f\u90a3\u4e9b\u65e0\u540d\u7684\u6280\u672f\u82f1\u96c4<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Transformer<\/strong>\u5982\u6b64\u5f3a\u5927\uff0c\u4ecd\u7136\u6ca1\u6709\u51e0\u4e2a\u4eba\u77e5\u9053\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u7b97\u662f\u8fd9\u80cc\u540e\u7ad9\u7740<strong>\u8c37\u6b4c<\/strong>\u8fd9\u6837\u7684\u5de8\u4eba\uff0c\u540c\u6837\u88ab\u5927\u4f17\u5ffd\u7565\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b64\u65f6\u5149\u8292\u56db\u5c04\u7684<strong>chatGPT<\/strong>\uff0c\u8fde\u592a\u9633\u7684\u5149\u8f89\u90fd\u80fd\u591f\u906e\u76d6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u5b9e\u9645\u4e0a\uff0c<strong>\u6ca1\u6709Transformer\u7684\u5f00\u6e90\uff0c\u5c31\u6ca1\u6709chatGPT<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece<strong>\u6280\u672f\u8c31\u7cfb<\/strong>\u4e0a\u6765\u770b\uff0cchatGPT\u53ea\u662fTransformer\u5bb6\u65cf\u4e2d\u7684\u4e00\u5458\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u5b83\u8c31\u7cfb\u7684\u6210\u5458\uff0c\u540c\u6837\u8868\u73b0\u4f18\u79c0\u4e14\u6770\u51fa\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5982\u679c\u4e00\u5b9a\u8981\u8bf4\u672a\u6765\u8c01\u80fd\u5f15\u9886\u4eba\u5de5\u667a\u80fd\u4e16\u754c\uff0c\u6211\u66f4\u76f8\u4fe1\u662fTransformer\u800c\u975echatGPT<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u5f15\u51fa\u6765\u53e6\u4e00\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u4e0d\u80fd\u53ea\u770b\u5230\u6210\u529f\u7684\u5c71\u59c6\u00b7\u963f\u5c14\u7279\u66fc\uff08Sam<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Altman\uff09\uff0c\u8fd8\u8981\u770b\u5230chatGPT\u540e\u9762\u66f4\u591a\u7684\u6280\u672f\u82f1\u96c4\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ashish Vaswani<\/strong>\u7b49\u4eba\uff1a\u63d0\u51fa\u81ea\u6ce8\u610f\u529b\u673a\u5236Transformer\u6a21\u578b\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Bradly C. Stadie<\/strong>\u7b49\u4eba\uff1a\u63d0\u51faRLHF\u8fd9\u79cd\u4eba\u7c7b\u53cd\u9988\u673a\u5236\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ilya Sutskever, Oriol Vinyals<\/strong>\u7b49\u4eba\uff1a\u63d0\u51faSeq2Seq\u6a21\u578b\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>EleutherAI\u56e2\u961f\uff1a<\/strong>\u521b\u5efaGPT-Neo\u6a21\u578b\u7684\u793e\u533a\u9879\u76ee\uff0c\u662fGPT-3\u7684\u4e00\u4e2a\u5206\u652f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Hugging Face\u56e2\u961f\uff1a<\/strong>\u5f00\u53d1\u4e86PyTorch\u548cTensorFlow\u5e93\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Brown<\/strong>\u7b49\u4eba\uff1a\u5728GPT-3\u8bba\u6587\u4e2d\u63d0\u51fa\u4e86\u65b0\u9896\u7684\u8bad\u7ec3\u7b56\u7565\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2026\u2026\u2026\u2026<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/19bf7d2d384a4a488f626c50529fb03d~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1678085279&amp;x-signature=xz3CPukEhjM%2BxnZQxRFmah7tWjM%3D\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe24\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe24\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6837\u7684\u4eba\u8fd8\u6709\u5f88\u591a\uff0c\u4e5f\u8bb8\u4ed6\u4eec\u53ea\u662f\u5145\u6ee1\u7740\u7406\u60f3\u4e3b\u4e49\u7684<strong>\u79d1\u5b66\u5bb6\u3001\u5de5\u7a0b\u5e08<\/strong>\u3001<strong>\u6570\u5b66\u5bb6<\/strong>\u548c<strong>\u7a0b\u5e8f\u5458<\/strong>\uff0c\u4ed6\u4eec\u5728\u5546\u4e1a\u4e0a<strong>\u6beb\u65e0\u8ffd\u6c42<\/strong>\uff0c\u4e5f\u4e0d\u662f\u6700\u540e\u7684<strong>\u540d\u5229\u6536\u5272\u8005<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u662f\uff0c<strong>\u6211\u4eec\u9700\u8981\u8bb0\u4f4f\u8fd9\u4e9b\u4eba<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u6211\u770b\u7740Transformer\u90a3\u5f20\u7ecf\u5178\u7684<strong>\u6280\u672f\u539f\u7406\u56fe<\/strong>\u65f6\uff0c\u83ab\u540d\u4f1a\u6709\u4e00\u79cd\u5fc3\u60b8\uff0c\u751a\u81f3\u767e\u611f\u4ea4\u96c6\uff0c\u8fd9\u91cc\u9762\u5bb9\u7eb3\u4e86\u4e0a\u5343\u4e0a\u4e07\u667a\u8005\u7684\u5fc3\u8840\u554a\uff01\u771f\u7684\u7f8e\uff0c\u53c8\u771f\u7684\u8ba9\u4eba\u75db\u3002<strong>\u5bf9\u77e5\u8bc6\u7684\u8ffd\u6c42\uff0c\u5343\u6298\u767e\u56de\uff0c\u8fd9\u662f\u6211\u4eec\u4eba\u7c7b\u6700\u503c\u5f97\u9a84\u50b2\u7684\u54c1\u8d28\u5427<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u4f60\u770b\u5230Transformer\u7684\u539f\u7406\u56fe\u65f6\uff0c\u4f60\u4f1a\u611f\u52a8\u5417\uff1f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u76f8\u5173\u9605\u8bfb\uff1a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.ienlab.com\/?p=273\">Web3.0 \u5546\u4e1a\u6a21\u5f0f \u2014 \u667a\u80fd\u751f\u6001\u7f51\u7edcIEN \u2013 IEN-\u201cIntelligent Eco Networking\u201d (ienlab.com)<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1000\" height=\"400\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2023\/02\/image-23.png\"  class=\"wp-image-269\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe25\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe25\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"http:\/\/www.bosombot.com\/?p=114\">IEN (Intelligent Eco Netwoking) \u2013 \u77e5\u804a\u673a\u5668\u4eba\u793e\u533a (bosombot.com)<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1146\" height=\"350\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2023\/02\/45.png\"  class=\"wp-image-272\" title=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe26\" alt=\"ChatGPT\u5e55\u540e\u7684\u771f\u6b63\u5927\u4f6c\u2026\u2026\u63d2\u56fe26\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.toutiao.com&#8230; <\/p>\n","protected":false},"author":2,"featured_media":303,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[117],"tags":[],"class_list":["post-300","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xueshujinzhan"],"_links":{"self":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/300","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=300"}],"version-history":[{"count":2,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/300\/revisions"}],"predecessor-version":[{"id":305,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/300\/revisions\/305"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/media\/303"}],"wp:attachment":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=300"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=300"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=300"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}