{"id":15495,"date":"2024-12-14T13:48:29","date_gmt":"2024-12-14T05:48:29","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=15495"},"modified":"2024-12-14T13:49:10","modified_gmt":"2024-12-14T05:49:10","slug":"ilya-sutskeverzaineu","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/ilya-sutskeverzaineu\/","title":{"rendered":"Ilya Sutskever\u5728NeurIPS\u70b8\u88c2\u5ba3\u5224\uff1a\u9884\u8bad\u7ec3\u5c06\u7ed3\u675f\uff0c\u6570\u636e\u538b\u69a8\u5230\u5934\u4e86"},"content":{"rendered":"<blockquote><p>\u63a8\u7406\u662f\u4e0d\u53ef\u9884\u6d4b\u7684\uff0c\u6240\u4ee5\u6211\u4eec\u5fc5\u987b\u4ece\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\uff0c\u4e0d\u53ef\u9884\u6d4b\u7684 AI \u7cfb\u7edf\u5f00\u59cb\u3002<\/p><\/blockquote>\n<p>Ilya \u7ec8\u4e8e\u73b0\u8eab\u4e86\uff0c\u800c\u4e14\u4e00\u4e0a\u6765\u5c31\u6709\u60ca\u4eba\u4e4b\u8bed\u3002\u672c\u5468\u4e94\uff0cOpenAI \u7684\u524d\u9996\u5e2d\u79d1\u5b66\u5bb6 Ilya Sutskever \u5728\u5168\u7403 AI \u9876\u4f1a\u4e0a\u8868\u793a\uff1a\u300c\u6211\u4eec\u80fd\u83b7\u5f97\u7684\u6570\u636e\u5df2\u7ecf\u5230\u5934\uff0c\u4e0d\u4f1a\u518d\u6709\u66f4\u591a\u4e86\u3002\u300d <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/236767c65b4b752.jpg\" \/><br \/>\nOpenAI \u7684\u8054\u5408\u521b\u59cb\u4eba\u517c\u524d\u9996\u5e2d\u79d1\u5b66\u5bb6 Ilya Sutskever \u4eca\u5e74 5 \u6708\u79bb\u5f00\u516c\u53f8\uff0c\u521b\u529e\u4e86\u81ea\u5df1\u7684\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4 Safe Superintelligence\uff0c\u6210\u4e3a\u5934\u6761\u65b0\u95fb\u3002\u81ea\u79bb\u5f00 OpenAI \u540e\u4ed6\u4e00\u76f4\u8fdc\u79bb\u5a92\u4f53\uff0c\u4f46\u672c\u5468\u4e94\u5728\u6e29\u54e5\u534e\u4e3e\u884c\u7684\u795e\u7ecf\u4fe1\u606f\u5904\u7406\u7cfb\u7edf\u4f1a\u8bae NeurIPS 2024 \u4e0a\uff0c\u4ed6\u7f55\u89c1\u5730\u516c\u5f00\u9732\u9762\u4e86\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u300c\u6211\u4eec\u6240\u719f\u6089\u7684\u9884\u8bad\u7ec3\u65e0\u7591\u4f1a\u7ed3\u675f\uff0c\u300dSutskever \u5728\u53f0\u4e0a\u8bf4\u3002<\/p>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u91cc\uff0cBERT \u3001GPT \u7b49\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6a21\u578b\uff08Pre-Training Model\uff09\u8fd1\u5e74\u6765\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\uff0c\u5df2\u7ecf\u6210\u4e3a\u6280\u672f\u8fdb\u6b65\u9053\u8def\u4e0a\u7684\u4e00\u4e2a\u91cc\u7a0b\u7891\u3002<\/p>\n<p>\u7531\u4e8e\u590d\u6742\u7684\u9884\u8bad\u7ec3\u76ee\u6807\u548c\u5de8\u5927\u7684\u6a21\u578b\u53c2\u6570\uff0c\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u53ef\u4ee5\u6709\u6548\u5730\u4ece\u5927\u91cf\u6807\u8bb0\u548c\u672a\u6807\u8bb0\u7684\u6570\u636e\u4e2d\u83b7\u53d6\u77e5\u8bc6\u3002\u901a\u8fc7\u5c06\u77e5\u8bc6\u5b58\u50a8\u5230\u5de8\u5927\u7684\u53c2\u6570\u4e2d\u5e76\u5bf9\u7279\u5b9a\u4efb\u52a1\u8fdb\u884c\u5fae\u8c03\uff0c\u5de8\u5927\u53c2\u6570\u4e2d\u9690\u5f0f\u7f16\u7801\u7684\u4e30\u5bcc\u77e5\u8bc6\u53ef\u4ee5\u4f7f\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u53d7\u76ca\u3002\u73b0\u5728 AI \u793e\u533a\u7684\u5171\u8bc6\u662f\u91c7\u7528\u9884\u8bad\u7ec3\u4f5c\u4e3a\u4e0b\u6e38\u4efb\u52a1\u7684\u4e3b\u5e72\uff0c\u800c\u4e0d\u662f\u4ece\u5934\u5f00\u59cb\u5b66\u4e60\u6a21\u578b\u3002 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/70e2eab21729515.jpg\" \/><br \/>\n\u7136\u800c\uff0c\u5728\u4ed6\u7684 NeurIPS \u6f14\u8bb2\u4e2d\uff0cIlya Sutskever \u8868\u793a\uff0c\u5c3d\u7ba1\u73b0\u6709\u6570\u636e\u4ecd\u80fd\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u4f46\u8fd9\u4e2a\u884c\u4e1a\u91cc\u79f0\u5f97\u4e0a\u53ef\u7528\u7684\u65b0\u6570\u636e\u4e0a\u5df2\u7ecf\u63a5\u8fd1\u67af\u7aed\u3002\u4ed6\u6307\u51fa\uff0c\u8fd9\u4e00\u8d8b\u52bf\u6700\u7ec8\u5c06\u8feb\u4f7f\u884c\u4e1a\u6539\u53d8\u5f53\u524d\u7684\u6a21\u578b\u8bad\u7ec3\u65b9\u5f0f\u3002<\/p>\n<p>Sutskever \u5c06\u8fd9\u4e00\u72b6\u51b5\u6bd4\u4f5c\u5316\u77f3\u71c3\u6599\u7684\u6d88\u8017\uff1a\u6b63\u5982\u77f3\u6cb9\u662f\u6709\u9650\u8d44\u6e90\u4e00\u6837\uff0c\u4e92\u8054\u7f51\u4e2d\u7531\u4eba\u7c7b\u751f\u6210\u7684\u5185\u5bb9\u4e5f\u662f\u6709\u9650\u7684\u3002<\/p>\n<p>\u300c\u6211\u4eec\u5df2\u7ecf\u8fbe\u5230\u4e86\u6570\u636e\u7684\u5cf0\u503c\uff0c\u672a\u6765\u4e0d\u4f1a\u518d\u6709\u66f4\u591a\u6570\u636e\uff0c\u300dSutskever \u8bf4\u9053\u3002\u300c\u6211\u4eec\u5fc5\u987b\u5229\u7528\u73b0\u6709\u7684\u6570\u636e\uff0c\u56e0\u4e3a\u4e92\u8054\u7f51\u53ea\u6709\u4e00\u4e2a\u3002\u300d<\/p>\n<p>Sutskever \u9884\u6d4b\uff0c\u4e0b\u4e00\u4ee3\u6a21\u578b\u5c06\u4f1a\u300c\u4ee5\u771f\u6b63\u7684\u65b9\u5f0f\u8868\u73b0\u51fa\u81ea\u4e3b\u6027\u300d\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u667a\u80fd\u4f53\uff08Agent\uff09\u5df2\u6210\u4e3a AI \u9886\u57df\u7684\u70ed\u8bcd\u3002<\/p>\n<p>\u9664\u4e86\u5177\u6709\u300c\u81ea\u4e3b\u6027\u300d\uff0c\u4ed6\u8fd8\u63d0\u5230\u672a\u6765\u7684\u7cfb\u7edf\u5c06\u5177\u5907\u63a8\u7406\u80fd\u529b\u3002\u4e0e\u5f53\u4eca\u7684 AI \u4e3b\u8981\u4f9d\u8d56\u7684\u6a21\u5f0f\u5339\u914d\uff08\u57fa\u4e8e\u6a21\u578b\u4ee5\u524d\u89c1\u8fc7\u7684\u5185\u5bb9\uff09\u4e0d\u540c\uff0c\u672a\u6765\u7684 AI \u7cfb\u7edf\u5c06\u80fd\u591f\u4ee5\u7c7b\u4f3c\u4e8e\u300c\u601d\u8003\u300d\u7684\u65b9\u5f0f\u9010\u6b65\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<p>Sutskever \u8868\u793a\uff0c\u7cfb\u7edf\u7684\u63a8\u7406\u80fd\u529b\u8d8a\u5f3a\uff0c\u5176\u884c\u4e3a\u5c31\u8d8a\u300c\u4e0d\u53ef\u9884\u6d4b\u300d\u3002\u4ed6\u5c06\u300c\u771f\u6b63\u5177\u5907\u63a8\u7406\u80fd\u529b\u7684\u7cfb\u7edf\u300d\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u4e0e\u9ad8\u7ea7 AI \u5728\u56fd\u9645\u8c61\u68cb\u4e2d\u7684\u8868\u73b0\u8fdb\u884c\u4e86\u6bd4\u8f83 \u2014\u2014\u300c\u5373\u4f7f\u662f\u6700\u4f18\u79c0\u7684\u4eba\u7c7b\u68cb\u624b\u4e5f\u65e0\u6cd5\u9884\u6d4b\u5b83\u4eec\u7684\u52a8\u4f5c\u3002\u300d<\/p>\n<p>\u4ed6\u8bf4\uff1a\u300c\u8fd9\u4e9b\u7cfb\u7edf\u5c06\u80fd\u591f\u4ece\u6709\u9650\u7684\u6570\u636e\u4e2d\u7406\u89e3\u4e8b\u7269\uff0c\u5e76\u4e14\u4e0d\u4f1a\u611f\u5230\u56f0\u60d1\u3002\u300d<\/p>\n<p>\u5728\u6f14\u8bb2\u4e2d\uff0c\u4ed6\u5c06 AI \u7cfb\u7edf\u7684 Scaling \u4e0e\u8fdb\u5316\u751f\u7269\u5b66\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u5e76\u5f15\u7528\u4e86\u7814\u7a76\u4e2d\u4e0d\u540c\u7269\u79cd\u4e4b\u95f4\u7684\u5927\u8111\u4e0e\u4f53\u91cd\u7684\u6bd4\u4f8b\u5173\u7cfb\u3002\u4ed6\u6307\u51fa\uff0c\u5927\u591a\u6570\u54fa\u4e73\u52a8\u7269\u9075\u5faa\u4e00\u79cd\u7279\u5b9a\u7684 Scaling \u6a21\u5f0f\uff0c\u800c\u4eba\u7c7b\u79d1\uff08\u4eba\u7c7b\u7956\u5148\uff09\u7684\u8111\u4f53\u6bd4\u5728\u5bf9\u6570\u5c3a\u5ea6\u4e0a\u5c55\u73b0\u51fa\u622a\u7136\u4e0d\u540c\u7684\u589e\u957f\u8d8b\u52bf\u3002<\/p>\n<p>Sutskever \u63d0\u8bae\uff0c\u5c31\u50cf\u8fdb\u5316\u4e3a\u4eba\u7c7b\u79d1\u5927\u8111\u627e\u5230\u4e86\u4e00\u79cd\u65b0\u7684 Scaling \u6a21\u5f0f\u4e00\u6837\uff0cAI \u53ef\u80fd\u4e5f\u4f1a\u8d85\u8d8a\u73b0\u6709\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\uff0c\u53d1\u73b0\u5168\u65b0\u7684\u6269\u5c55\u8def\u5f84\u3002\u4ee5\u4e0b\u662f Ilya Sutskever \u7684\u6f14\u8bb2\u5168\u6587\uff1a <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/7c8f104e7b03435.png\" \/><br \/>\n\u6211\u8981\u611f\u8c22\u5927\u4f1a\u7ec4\u7ec7\u8005\u4e3a\u8fd9\u4e2a\u5956\u9879\u9009\u62e9\u4e86\u4e00\u7bc7\u8bba\u6587\uff08Ilya Sutskever \u7b49\u4eba\u7684 Seq2Seq \u8bba\u6587\u5165\u9009\u4e86 NeurIPS 2024 \u65f6\u95f4\u68c0\u9a8c\u5956\uff09\u3002\u592a\u597d\u4e86\u3002\u6211\u4e5f\u60f3\u611f\u8c22\u6211\u4e0d\u53ef\u601d\u8bae\u7684\u5408\u8457\u8005 Oriol Vinyals \u548c Quoc V. Le\uff0c\u4ed6\u4eec\u521a\u624d\u5c31\u7ad9\u5728\u4f60\u4eec\u9762\u524d\u3002 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/baf1f48510de1da.jpg\" \/><br \/>\n<img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/1c8a9310d2a2f00.jpg\" \/><br \/>\n\u4f60\u8fd9\u91cc\u6709\u4e00\u5f20\u56fe\u7247\uff0c\u4e00\u5f20\u622a\u56fe\u300210 \u5e74\u524d\u5728\u8499\u7279\u5229\u5c14\u7684 NIPS 2014 \u4e5f\u6709\u7c7b\u4f3c\u7684\u6f14\u8bb2\u3002\u90a3\u662f\u4e00\u4e2a\u66f4\u52a0\u7eaf\u771f\u7684\u65f6\u4ee3\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u51fa\u73b0\u5728\u7167\u7247\u4e2d\u3002\u987a\u4fbf\u8bf4\u4e00\u4e0b\uff0c\u90a3\u662f\u4e0a\u6b21\uff0c\u4e0b\u9762\u8fd9\u5f20\u662f\u8fd9\u6b21\u3002<\/p>\n<p>\u73b0\u5728\u6211\u4eec\u6709\u4e86\u66f4\u591a\u7684\u7ecf\u9a8c\uff0c\u5e0c\u671b\u73b0\u5728\u66f4\u806a\u660e\u4e00\u70b9\u4e86\u3002\u4f46\u662f\u5728\u8fd9\u91cc\uff0c\u6211\u60f3\u8c08\u4e00\u4e0b\u8fd9\u9879\u5de5\u4f5c\u672c\u8eab\uff0c\u4e5f\u8bb8\u8fd8\u60f3\u505a\u4e00\u4e2a 10 \u5e74\u7684\u56de\u987e\uff0c\u56e0\u4e3a\u8fd9\u9879\u5de5\u4f5c\u4e2d\u7684\u5f88\u591a\u4e8b\u60c5\u662f\u6b63\u786e\u7684\uff0c\u4f46\u6709\u4e9b\u5219\u4e0d\u592a\u6b63\u786e\u3002\u6211\u4eec\u53ef\u4ee5\u56de\u987e\u5b83\u4eec\uff0c\u770b\u770b\u53d1\u751f\u4e86\u4ec0\u4e48\uff0c\u4ee5\u53ca\u5b83\u662f\u5982\u4f55\u628a\u6211\u4eec\u5f15\u5411\u4eca\u5929\u7684\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/521c73c9f44a515.jpg\" \/> \u6240\u4ee5\u8ba9\u6211\u4eec\u5f00\u59cb\u8c08\u8c08\u6211\u4eec\u6240\u505a\u7684\u4e8b\u60c5\u3002\u6211\u4eec\u8981\u505a\u7684\u7b2c\u4e00\u4ef6\u4e8b\u5c31\u662f\u5c55\u793a 10 \u5e74\u524d\u540c\u4e00\u4e2a\u6f14\u8bb2\u7684\u5e7b\u706f\u7247\u3002\u603b\u7ed3\u8d77\u6765\u5c31\u662f\u4e09\u4e2a\u8981\u70b9\u3002\u4e00\u4e2a\u57fa\u4e8e\u6587\u672c\u8bad\u7ec3\u7684\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u5b83\u662f\u4e00\u4e2a\u5927\u578b\u795e\u7ecf\u7f51\u7edc\uff0c\u5b83\u662f\u4e00\u4e2a\u5927\u578b\u6570\u636e\u96c6\uff0c\u5c31\u662f\u8fd9\u6837\u3002<\/p>\n<p>\u73b0\u5728\u8ba9\u6211\u4eec\u518d\u6df1\u5165\u4e00\u4e9b\u7ec6\u8282\u3002 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/ad42d74ea3cb737.png\" \/><br \/>\n\u8fd9\u662f 10 \u5e74\u524d\u7684\u4e00\u5f20\u5e7b\u706f\u7247\uff0c\u770b\u8d77\u6765\u4e0d\u9519\uff0c\u300c\u6df1\u5ea6\u5b66\u4e60\u5047\u8bf4\u300d\u3002\u6211\u4eec\u5728\u8fd9\u91cc\u8bf4\u7684\u662f\uff0c\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u5177\u6709 10 \u5c42\u7684\u5927\u578b\u795e\u7ecf\u7f51\u7edc\uff0c\u4f46\u5b83\u53ef\u4ee5\u5728\u51e0\u5206\u4e4b\u4e00\u79d2\u5185\u5b8c\u6210\u4eba\u7c7b\u53ef\u4ee5\u505a\u7684\u4efb\u4f55\u4e8b\u60c5\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/97e45a53e052309.png\" \/> \u4e3a\u4ec0\u4e48\u6211\u4eec\u8981\u5f3a\u8c03\u300c\u4eba\u7c7b\u53ef\u4ee5\u5728\u51e0\u5206\u4e4b\u4e00\u79d2\u5185\u5b8c\u6210\u7684\u4e8b\u60c5\u300d\uff1f\u4e3a\u4ec0\u4e48\u662f\u8fd9\u4ef6\u4e8b\uff1f<\/p>\n<p>\u597d\u5427\uff0c\u5982\u679c\u4f60\u76f8\u4fe1\u6df1\u5ea6\u5b66\u4e60\u7684\u6559\u6761\uff0c\u4eba\u5de5\u795e\u7ecf\u5143\u548c\u751f\u7269\u795e\u7ecf\u5143\u662f\u76f8\u4f3c\u7684\uff0c\u6216\u8005\u81f3\u5c11\u4e0d\u662f\u592a\u4e0d\u540c\uff0c\u5e76\u4e14\u4f60\u76f8\u4fe1\u4e09\u4e2a\u771f\u6b63\u7684\u795e\u7ecf\u5143\u662f\u7f13\u6162\u7684\uff0c\u90a3\u4e48\u4eba\u7c7b\u53ef\u4ee5\u5feb\u901f\u5904\u7406\u4efb\u4f55\u4e8b\u60c5\u3002\u6211\u751a\u81f3\u6307\u7684\u662f\u5047\u5982\u5168\u4e16\u754c\u53ea\u6709\u4e00\u4e2a\u4eba\u3002\u5982\u679c\u5168\u4e16\u754c\u6709\u4e00\u4e2a\u4eba\u53ef\u4ee5\u5728\u51e0\u5206\u4e4b\u4e00\u79d2\u5185\u5b8c\u6210\u67d0\u4e9b\u4efb\u52a1\uff0c\u90a3\u4e48 10 \u5c42\u795e\u7ecf\u7f51\u7edc\u4e5f\u53ef\u4ee5\u505a\u5230\uff0c\u5bf9\u5427\uff1f<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u4f60\u53ea\u9700\u5c06\u5b83\u4eec\u7684\u8fde\u63a5\u5d4c\u5165\u5230\u4e00\u4e2a\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u4e2d\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u52a8\u673a\u3002\u4efb\u4f55\u4eba\u7c7b\u53ef\u4ee5\u5728\u51e0\u5206\u4e4b\u4e00\u79d2\u5185\u5b8c\u6210\u7684\u4e8b\u60c5\uff0c\u90a3\u4e48 10 \u5c42\u795e\u7ecf\u7f51\u7edc\u4e5f\u53ef\u4ee5\u505a\u5230\u3002<\/p>\n<p>\u6211\u4eec\u4e13\u6ce8\u4e8e 10 \u5c42\u795e\u7ecf\u7f51\u7edc\uff0c\u56e0\u4e3a\u8fd9\u662f\u5f53\u5e74\u6211\u4eec\u6240\u77e5\u9053\u7684\u8bad\u7ec3\u65b9\u5f0f\uff0c\u5982\u679c\u4f60\u80fd\u4ee5\u67d0\u79cd\u65b9\u5f0f\u8d85\u8d8a\u8fd9\u4e2a\u5c42\u6570\uff0c\u90a3\u4e48\u4f60\u53ef\u4ee5\u505a\u66f4\u591a\u7684\u4e8b\u60c5\u3002\u4f46\u5728\u90a3\u65f6\uff0c\u6211\u4eec\u53ea\u80fd\u505a 10 \u5c42\uff0c\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u5f3a\u8c03\u4eba\u7c7b\u53ef\u4ee5\u5728\u51e0\u5206\u4e4b\u4e00\u79d2\u5185\u505a\u7684\u4efb\u4f55\u4e8b\u60c5\u3002<\/p>\n<p>\u5f53\u5e74\u7684\u53e6\u4e00\u5f20\u5e7b\u706f\u7247\u8bf4\u660e\u4e86\u6211\u4eec\u7684\u4e3b\u8981\u601d\u60f3\uff0c\u4f60\u53ef\u80fd\u80fd\u591f\u8bc6\u522b\u4e24\u4ef6\u4e8b\u60c5\uff0c\u6216\u8005\u81f3\u5c11\u4e00\u4ef6\u4e8b\u60c5\uff0c\u4f60\u53ef\u80fd\u80fd\u591f\u8bc6\u522b\u51fa\u8fd9\u91cc\u6b63\u5728\u53d1\u751f\u81ea\u56de\u5f52\u7684\u4e8b\u60c5\u3002 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/4001c9c44611eed.png\" \/><br \/>\n\u5b83\u5230\u5e95\u5728\u8bf4\u4ec0\u4e48\uff1f\u8fd9\u5f20\u5e7b\u706f\u7247\u5230\u5e95\u8bf4\u4e86\u4ec0\u4e48\uff1f\u8fd9\u5f20\u5e7b\u706f\u7247\u8bf4\uff0c\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u5e76\u4e14\u5b83\u9884\u6d4b\u4e0b\u4e00\u4e2a <a href=\"https:\/\/www.kdjingpai.com\/tokenization\/\">token<\/a> \u8db3\u591f\u597d\uff0c\u90a3\u4e48\u5b83\u5b9e\u9645\u4e0a\u4f1a\u6293\u53d6\u3001\u6355\u6349\u5e76\u638c\u63e1\u63a5\u4e0b\u6765\u51fa\u73b0\u7684\u4efb\u4f55\u5e8f\u5217\u7684\u6b63\u786e\u5206\u5e03\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u76f8\u5bf9\u8f83\u65b0\u7684\u4e1c\u897f\uff0c\u5b83\u5e76\u4e0d\u662f\u7b2c\u4e00\u4e2a\u81ea\u56de\u5f52\u7f51\u7edc\uff0c\u4f46\u6211\u8ba4\u4e3a\u8fd9\u662f\u7b2c\u4e00\u4e2a\u81ea\u52a8\u56de\u5f52\u795e\u7ecf\u7f51\u7edc\u3002\u6211\u4eec\u771f\u6b63\u76f8\u4fe1\uff0c\u5982\u679c\u4f60\u8bad\u7ec3\u5f97\u5f88\u597d\uff0c\u90a3\u4e48\u4f60\u5c31\u4f1a\u5f97\u5230\u4f60\u60f3\u8981\u7684\u4efb\u4f55\u4e1c\u897f\u3002\u5728\u6211\u4eec\u7684\u6848\u4f8b\u4e2d\uff0c\u662f\u73b0\u5728\u770b\u6765\u5f88\u4fdd\u5b88\uff0c\u5f53\u65f6\u770b\u6765\u975e\u5e38\u5927\u80c6\u7684\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\u3002\u73b0\u5728\u6211\u5c06\u5411\u4f60\u4eec\u5c55\u793a\u4e00\u4e9b\u4f60\u4eec\u4e2d\u8bb8\u591a\u4eba\u53ef\u80fd\u4ece\u672a\u89c1\u8fc7\u7684\u53e4\u8001\u5386\u53f2\uff0c\u5b83\u88ab\u79f0\u4e3a LSTM\u3002<\/p>\n<p>\u5bf9\u4e8e\u90a3\u4e9b\u4e0d\u719f\u6089\u7684\u4eba\u6765\u8bf4\uff0cLSTM \u662f\u53ef\u601c\u7684\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u8005\u4eec\u5728 <a href=\"https:\/\/www.kdjingpai.com\/transformer\/\">Transformer<\/a> \u4e4b\u524d\u6240\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u5b83\u57fa\u672c\u4e0a\u662f ResNet\uff0c\u4f46\u65cb\u8f6c 90 \u5ea6\u3002\u6240\u4ee5\u8fd9\u662f\u4e00\u4e2a LSTM\u3002LSTM \u5c31\u50cf\u662f\u4e00\u4e2a\u7a0d\u5fae\u590d\u6742\u7684 ResNet\u3002\u4f60\u53ef\u4ee5\u770b\u5230 integrator\uff0c\u5b83\u73b0\u5728\u88ab\u79f0\u4e3a residual stream\u3002\u4f46\u662f\u4f60\u6709\u4e00\u4e9b\u4e58\u6cd5\u6b63\u5728\u8fdb\u884c\u4e2d\u3002\u8fd9\u6709\u70b9\u590d\u6742\uff0c\u4f46\u8fd9\u5c31\u662f\u6211\u4eec\u6240\u505a\u7684\u3002\u8fd9\u662f\u4e00\u4e2a\u65cb\u8f6c 90 \u5ea6\u7684 ResNet\u3002 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/af36f71b5ab2a15.png\" \/><br \/>\n\u90a3\u4e2a\u8001\u6f14\u8bb2\u4e2d\u6211\u60f3\u5f3a\u8c03\u7684\u53e6\u4e00\u4e2a\u91cd\u70b9\u662f\u6211\u4eec\u4f7f\u7528\u4e86\u5e76\u884c\u5316\uff0c\u4f46\u4e0d\u4ec5\u4ec5\u662f\u5e76\u884c\u5316\u3002<\/p>\n<p>\u6211\u4eec\u4f7f\u7528\u4e86\u6d41\u6c34\u7ebf\uff0c\u6bcf\u5c42\u795e\u7ecf\u7f51\u7edc\u5206\u914d\u4e00\u5757 GPU\u3002\u6b63\u5982\u6211\u4eec\u73b0\u5728\u6240\u77e5\uff0c\u6d41\u6c34\u7ebf\u7b56\u7565\u5e76\u4e0d\u660e\u667a\uff0c\u4f46\u6211\u4eec\u5f53\u65f6\u5e76\u4e0d\u806a\u660e\u3002\u6240\u4ee5\u6211\u4eec\u4f7f\u7528\u5b83\uff0c\u4f7f\u7528 8 \u5757 GPU \u83b7\u5f97\u4e86 3.5 \u500d\u7684\u901f\u5ea6\u3002 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/636967b69b4367f.png\" \/><br \/>\n\u6700\u540e\u7684\u7ed3\u8bba\uff0c\u90a3\u662f\u6700\u91cd\u8981\u7684\u4e00\u5f20\u5e7b\u706f\u7247\u3002\u5b83\u9610\u660e\u4e86\u53ef\u80fd\u662f Scaling Laws \u7684\u5f00\u59cb\u3002\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u975e\u5e38\u5927\u7684\u6570\u636e\u96c6\u5e76\u4e14\u4f60\u8bad\u7ec3\u4e86\u4e00\u4e2a\u975e\u5e38\u5927\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u90a3\u4e48\u6210\u529f\u5c31\u662f\u6709\u4fdd\u8bc1\u7684\u3002\u4eba\u4eec\u53ef\u4ee5\u4e89\u8fa9\u8bf4\uff0c\u5982\u679c\u4e00\u4e2a\u4eba\u662f\u6177\u6168\u7684\uff0c\u8fd9\u786e\u5b9e\u662f\u6b63\u5728\u53d1\u751f\u7684\u4e8b\u60c5\u3002 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/7413d270f4c01b1.png\" \/><br \/>\n\u73b0\u5728\uff0c\u6211\u60f3\u63d0\u53e6\u4e00\u4e2a\u60f3\u6cd5\uff0c\u6211\u8ba4\u4e3a\u8fd9\u4e2a\u60f3\u6cd5\u771f\u6b63\u7ecf\u5f97\u8d77\u65f6\u95f4\u7684\u8003\u9a8c\u3002\u8fd9\u662f\u6df1\u5ea6\u5b66\u4e60\u672c\u8eab\u7684\u6838\u5fc3\u601d\u60f3\u3002\u8fd9\u5c31\u662f\u8054\u7ed3\u4e3b\u4e49\u7684\u601d\u60f3\u3002\u8fd9\u4e2a\u60f3\u6cd5\u662f\uff0c\u5982\u679c\u4f60\u76f8\u4fe1\u4eba\u5de5\u795e\u7ecf\u5143\u6709\u70b9\u50cf\u751f\u7269\u795e\u7ecf\u5143\u3002\u5982\u679c\u4f60\u76f8\u4fe1\u5176\u4e2d\u4e00\u4e2a\u6709\u70b9\u50cf\u53e6\u4e00\u4e2a\uff0c\u7136\u540e\u5b83\u8ba9\u4f60\u6709\u4fe1\u5fc3\u76f8\u4fe1\u8d85\u5927\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\u3002\u5b83\u4eec\u4e0d\u9700\u8981\u771f\u7684\u662f\u4eba\u7c7b\u5927\u8111\u89c4\u6a21\uff0c\u5b83\u4eec\u53ef\u80fd\u4f1a\u5c0f\u4e00\u70b9\uff0c\u4f46\u4f60\u53ef\u4ee5\u914d\u7f6e\u5b83\u4eec\u6765\u5b8c\u6210\u6211\u4eec\u6240\u505a\u7684\u51e0\u4e4e\u6240\u6709\u4e8b\u60c5\u3002<\/p>\n<p>\u4f46\u8fd9\u4e0e\u4eba\u7c7b\u4ecd\u7136\u5b58\u5728\u5dee\u5f02\uff0c\u56e0\u4e3a\u4eba\u7c7b\u5927\u8111\u4f1a\u5f04\u6e05\u695a\u5982\u4f55\u91cd\u65b0\u914d\u7f6e\u81ea\u5df1\uff0c\u6211\u4eec\u6b63\u5728\u4f7f\u7528\u6211\u4eec\u62e5\u6709\u7684\u6700\u597d\u7684\u5b66\u4e60\u7b97\u6cd5\uff0c\u8fd9\u9700\u8981\u4e0e\u53c2\u6570\u4e00\u6837\u591a\u7684\u6570\u636e\u70b9\u3002\u4eba\u7c7b\u5728\u8fd9\u65b9\u9762\u505a\u5f97\u66f4\u597d\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/e9b154958a44f49.png\" \/> \u00a0\u6240\u6709\u8fd9\u4e9b\u90fd\u5bfc\u5411\u4e86\uff0c\u6211\u53ef\u4ee5\u8bf4\u662f\uff0c\u9884\u8bad\u7ec3\u65f6\u4ee3\u3002<\/p>\n<p>\u8fdb\u800c\u5c31\u662f\u6211\u4eec\u6240\u8bf4\u7684 GPT-2 \u6a21\u578b\u3001GPT-3 \u6a21\u578b\uff0cScaling Laws\u3002\u6211\u60f3\u7279\u522b\u63d0\u5230\u6211\u7684\u524d\u5408\u4f5c\u8005 Alec Radford\uff0c\u8fd8\u6709 Jared Kaplan \u548c Dario Amodei\uff0c\u662f\u4ed6\u4eec\u7684\u52aa\u529b\u5b9e\u73b0\u4e86\u8fd9\u4e9b\u5de5\u4f5c\u3002\u00a0 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/1b675506eb9b2ae.jpg\" \/> 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src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/279ccdf72d13981.jpg\" \/><br \/>\n\u4f60\u751a\u81f3\u53ef\u4ee5\u8bf4\u6570\u636e\u662f AI 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