{"id":806196,"date":"2026-06-28T14:09:30","date_gmt":"2026-06-28T06:09:30","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=806196"},"modified":"2026-06-28T14:09:30","modified_gmt":"2026-06-28T06:09:30","slug":"transformer%e7%9a%84%e5%85%ab%e4%b8%aa%e7%88%b9%e5%a6%88%ef%bc%8c%e5%a6%82%e4%bb%8a%e9%83%bd%e5%9c%a8%e5%93%aa%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=806196","title":{"rendered":"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f"},"content":{"rendered":"

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u7f16\u8f91\uff5cPanda<\/p>\n

\u524d\u51e0\u5929\uff0c\u8c37\u6b4c\u63a5\u8fde\u75db\u5931\u4e24\u5458\u5927\u5c06\u3002<\/p>\n

6 \u6708 18 \u65e5\uff0cTransformer \u8bba\u6587\u7684\u5171\u540c\u4f5c\u8005\u4e4b\u4e00 Noam Shazeer \u5728 X \u4e0a\u5ba3\u5e03\u79bb\u804c\uff0c\u52a0\u5165 OpenAI<\/a>\u3002\u4e24\u5929\u540e\uff0c2024 \u5e74\u8bfa\u8d1d\u5c14\u5316\u5b66\u5956\u5f97\u4e3b\u3001AlphaFold \u56e2\u961f\u8d1f\u8d23\u4eba John Jumper \u4e5f\u5ba3\u5e03\u79bb\u5f00 Google DeepMind\uff0c\u53bb\u5411\u662f Anthropic\u3002<\/p>\n

\u4e24\u6761\u6d88\u606f\u63a5\u8fde\u7838\u4e0b\u6765\uff0c\u8d44\u672c\u5e02\u573a\u7684\u53cd\u5e94\u5f88\u5927\uff1a\u8c37\u6b4c\u6bcd\u516c\u53f8 Alphabet \u80a1\u4ef7\u4e00\u5ea6\u66b4\u8dcc\u8d85\u8fc7 7%\uff0c\u5e02\u503c\u84b8\u53d1\u903e 3000 \u4ebf\u7f8e\u5143\u3002\u591a\u5bb6\u5206\u6790\u673a\u6784\u90fd\u628a\u8fd9\u6b21\u629b\u552e\u5f52\u56e0\u4e8e\u300c\u4eba\u624d\u51fa\u8d70\u300d\u3002D.A. Davidson \u7684\u5206\u6790\u5e08 Gil Luria \u76f4\u8a00\uff0cShazeer \u6295\u5954 OpenAI\u3001Jumper \u6295\u5954 Anthropic\uff0c\u4e24\u4eba\u524d\u540e\u811a\u79bb\u804c\uff0c\u8ba9\u5e02\u573a\u5f00\u59cb\u62c5\u5fc3\u8c37\u6b4c\u6b63\u5728 AI \u4eba\u624d\u4e89\u593a\u6218\u4e2d\u843d\u4e8e\u4e0b\u98ce\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Shazeer \u7684\u8fd9\u6b21\u79bb\u5f00\u5c24\u5176\u503c\u5f97\u73a9\u5473\u2014\u2014\u8fd9\u5df2\u7ecf\u662f\u4ed6\u7b2c\u4e8c\u6b21\u79bb\u5f00\u8c37\u6b4c\u4e86\u3002<\/p>\n

2021 \u5e74\uff0c\u4ed6\u56e0\u4e3a\u4e0d\u6ee1\u516c\u53f8\u4e0d\u613f\u516c\u5f00\u53d1\u5e03\u81ea\u5df1\u4e3b\u5bfc\u7814\u53d1\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u51fa\u8d70\u521b\u529e\u4e86 Character.AI\uff1b2024 \u5e74 8 \u6708\uff0c\u8c37\u6b4c\u53c8\u82b1\u4e86\u5927\u7ea6 27 \u4ebf\u7f8e\u5143\u4e70\u4e0b Character.AI \u7684\u6280\u672f\u6388\u6743\uff0c\u987a\u52bf\u628a\u4ed6\u8bf7\u56de\u4e86 DeepMind\uff0c\u8ba9\u4ed6\u51fa\u4efb Gemini \u9879\u76ee\u7684\u5de5\u7a0b\u526f\u603b\u88c1\u3001\u4e0e Jeff Dean \u4e00\u8d77\u5171\u540c\u9886\u5bfc\u8fd9\u4e2a\u9879\u76ee\u3002\u4e0d\u5230\u4e24\u5e74\u540e\uff0c\u4ed6\u8fd8\u662f\u8d70\u4e86\uff0c\u8fd9\u6b21\u53bb\u7684\u8fd8\u662f\u6b7b\u5bf9\u5934 OpenAI\u3002<\/p>\n

\u81f3\u6b64\uff0c\u90a3\u7bc7\u4e5d\u5e74\u524d\u53d1\u8868\u7684\u8bba\u6587\u300aAttention Is All You Need\u300b\u7684\u516b\u4f4d\u5171\u540c\u4f5c\u8005\uff0c\u5df2\u7ecf\u5168\u90e8\u79bb\u5f00\u4e86\u8c37\u6b4c\u3002<\/p>\n

\ud835\udd4f \u7528\u6237 Tyler Maran \u505a\u4e86\u4e00\u5f20\u56fe\uff0c\u628a\u4ed6\u4eec\u5982\u4eca\u5404\u81ea\u7684\u53bb\u5411\u753b\u5728\u4e86\u4e00\u8d77\uff0c\u8fd9\u5f20\u56fe\u5728\u793e\u4ea4\u7f51\u7edc\u4e0a\u88ab\u75af\u72c2\u8f6c\u53d1\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u4e0d\u8fc7\uff0c\u8fd9\u5f20\u56fe\u53ef\u80fd\u5f88\u5feb\u5c31\u8981\u8fc7\u65f6\u4e86\u3002\u5c31\u5728\u8fc7\u53bb\u4e24\u5929\uff0c\u5e02\u573a\u4e0a\u6d41\u4f20\u51fa\u6d88\u606f\u79f0\uff0c\u82f1\u4f1f\u8fbe\u6b63\u5728\u6084\u6084\u5438\u7eb3 Essential AI \u7684\u6838\u5fc3\u56e2\u961f\uff0c\u5176\u4e2d\u5c31\u5305\u62ec Transformer \u8bba\u6587\u4f5c\u8005\u4e4b\u4e00\u3001Essential AI \u8054\u5408\u521b\u59cb\u4eba\u517c CEO Ashish Vaswani\u3002\u622a\u81f3\u53d1\u7a3f\uff0c\u82f1\u4f1f\u8fbe\u548c Essential AI \u5747\u672a\u5bf9\u6b64\u4e8b\u505a\u51fa\u6b63\u5f0f\u56de\u5e94\u3002<\/p>\n

\u501f\u7740\u8fd9\u4e2a\u673a\u4f1a\uff0c\u6211\u4eec\u4e0d\u59a8\u5b8c\u6574\u5730\u76d8\u70b9\u4e00\u4e0b\uff0c\u8fd9\u516b\u4f4d\u88ab\u79f0\u4e3a\u300cTransformer \u4e4b\u7236\u300d\u7684\u4eba\u4e5d\u5e74\u6765\u7684\u5c65\u5386\uff0c\u4ee5\u53ca\u4ed6\u4eec\u5982\u4eca\u771f\u6b63\u7684\u53bb\u5904\u3002<\/p>\n

\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u300aAttention Is All You Need\u300b\u8bba\u6587\u7684\u4f5c\u8005\u987a\u5e8f\u662f\u968f\u673a\u6392\u5217\u7684\u3002\u8bba\u6587\u811a\u6ce8\u91cc\u5199\u5f97\u5f88\u6e05\u695a\uff1a\u6240\u6709\u4f5c\u8005\u8d21\u732e\u5747\u7b49\uff0c\u6392\u5e8f\u968f\u673a\uff0c\u56e0\u6b64\u5e76\u4e0d\u5b58\u5728\u6240\u8c13\u7684\u300c\u7b2c\u4e00\u4f5c\u8005\u300d\u6216\u300c\u901a\u8baf<\/a>\u4f5c\u8005\u300d\u3002\u672c\u6587\u4e5f\u5c31\u6309\u7167\u8bba\u6587\u539f\u672c\u7684\u7f72\u540d\u987a\u5e8f\uff0c\u4f9d\u6b21\u4ecb\u7ecd\u8fd9\u516b\u4e2a\u4eba\u3002<\/p>\n

\u300c\u4e07\u7269\u8d77\u6e90\u300d\uff1a\u516b\u4e2a\u4e0d\u52a1\u6b63\u4e1a\u7684\u8c37\u6b4c\u4eba<\/strong><\/p>\n

\u8981\u7406\u89e3\u4ed6\u4eec\u4eca\u5929\u7684\u53bb\u5411\uff0c\u5f97\u5148\u56de\u5230 2017 \u5e74\u3002\u5f53\u65f6\uff0c\u673a\u5668\u7ffb\u8bd1\u9886\u57df\u7684\u4e3b\u6d41\u505a\u6cd5\u662f\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\uff0c\u6a21\u578b\u5fc5\u987b\u4e00\u4e2a\u8bcd\u4e00\u4e2a\u8bcd\u6309\u987a\u5e8f\u5904\u7406\u53e5\u5b50\uff0c\u50cf\u5728\u5355\u884c\u9053\u4e0a\u6392\u961f\u8fc7\u9a6c\u8def\uff0c\u6ca1\u6cd5\u5e76\u884c\u8ba1\u7b97\uff0c\u8bad\u7ec3\u8d77\u6765\u53c8\u6162\u53c8\u8d35\u3002<\/p>\n

\u8c37\u6b4c\u5927\u8111\u7684\u516b\u4e2a\u4eba\u51b3\u5b9a\u8bd5\u4e00\u8bd5\u4e00\u4e2a\u8fd1\u4e4e\u5192\u8fdb\u7684\u60f3\u6cd5\uff1a\u628a\u5faa\u73af\u7ed3\u6784\u6574\u4e2a\u6254\u6389\uff0c\u53ea\u7559\u4e0b\u300c\u6ce8\u610f\u529b\u673a\u5236\u300d<\/strong>\uff0c\u8ba9\u6a21\u578b\u4e00\u6b21\u6027\u770b\u5b8c\u6574\u53e5\u8bdd\uff0c\u81ea\u5df1\u5224\u65ad\u54ea\u4e2a\u8bcd\u8be5\u91cd\u70b9\u5173\u7167\u54ea\u4e2a\u8bcd\u3002\u8bba\u6587\u6807\u9898\u91cc\u90a3\u53e5\u300cAttention Is All You Need\u300d<\/strong>\uff0c\u5316\u7528\u4e86\u62ab\u5934\u58eb\u90a3\u9996\u300aAll You Need Is Love\u300b\uff0c\u6b64\u540e\u4e5f\u6210\u4e3a\u8bb8\u591a\u8bba\u6587\u6807\u9898\u6a21\u4eff\u7684\u5f62\u5f0f\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u8bba\u6587\u7684\u4f5c\u8005\u8d21\u732e\u8bf4\u660e\uff0c\u7b80\u77ed\u8bb0\u5f55\u4e86\u6bcf\u4e2a\u4eba\u5177\u4f53\u505a\u4e86\u4ec0\u4e48\uff1a<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Jakob Uszkoreit \u6700\u5148\u63d0\u51fa\u7528\u81ea\u6ce8\u610f\u529b\u53d6\u4ee3\u5faa\u73af\u7ed3\u6784\uff0c\u5e76\u4e3b\u5bfc\u4e86\u5bf9\u8fd9\u4e2a\u60f3\u6cd5\u7684\u65e9\u671f\u9a8c\u8bc1\uff1b<\/p>\n

Ashish Vaswani \u4e0e Illia Polosukhin \u4e00\u8d77\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u6700\u521d\u7684 Transformer \u6a21\u578b\uff0c\u51e0\u4e4e\u53c2\u4e0e\u4e86\u9879\u76ee\u7684\u6bcf\u4e00\u4e2a\u73af\u8282\uff1b<\/p>\n

Noam Shazeer \u63d0\u51fa\u4e86\u7f29\u653e\u70b9\u79ef\u6ce8\u610f\u529b\u3001\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\u4ee5\u53ca\u65e0\u53c2\u6570\u7684\u4f4d\u7f6e\u8868\u793a\u65b9\u6cd5\uff0c\u662f\u53e6\u4e00\u4f4d\u51e0\u4e4e\u4e8b\u4e8b\u4eb2\u529b\u4eb2\u4e3a\u7684\u4eba\uff1b<\/p>\n

Niki Parmar \u5728\u6700\u521d\u7684\u4ee3\u7801\u5e93\u548c\u540e\u6765\u7684 tensor2tensor \u6846\u67b6\u91cc\uff0c\u8bbe\u8ba1\u3001\u5b9e\u73b0\u5e76\u8c03\u8bd5\u4e86\u6570\u4e0d\u6e05\u7684\u6a21\u578b\u53d8\u4f53\uff1b<\/p>\n

Llion Jones \u540c\u6837\u5c1d\u8bd5\u4e86\u5927\u91cf\u65b0\u7684\u6a21\u578b\u53d8\u4f53\uff0c\u5e76\u8d1f\u8d23\u4e86\u6700\u521d\u7684\u4ee3\u7801\u5e93\u3001\u63a8\u7406\u6548\u7387\u4f18\u5316\u548c\u53ef\u89c6\u5316\u5de5\u4f5c\uff1b<\/p>\n

\u0141ukasz Kaiser \u548c Aidan N. Gomez \u5219\u82b1\u4e86\u65e0\u6570\u4e2a\u65e5\u591c\u642d\u5efa tensor2tensor \u7684\u5404\u4e2a\u6a21\u5757\uff0c\u66ff\u6362\u6389\u65e9\u671f\u7684\u4ee3\u7801\u5e93\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u5b9e\u9a8c\u7ed3\u679c\u548c\u7814\u7a76\u6548\u7387\u3002<\/p>\n

\u8fd9\u6bb5\u8bf4\u660e\u4e5f\u95f4\u63a5\u63ed\u793a\u4e86\u4e00\u4e2a\u7ec6\u8282\uff1a\u5c3d\u7ba1\u8bba\u6587\u7f72\u540d\u987a\u5e8f\u968f\u673a\uff0c\u4f46 Uszkoreit\u3001Vaswani\u3001Polosukhin \u548c Shazeer \u663e\u7136\u627f\u62c5\u4e86\u67b6\u6784\u5c42\u9762\u66f4\u6838\u5fc3\u7684\u89d2\u8272\uff0c\u800c Parmar\u3001Jones\u3001Kaiser \u548c Gomez \u5219\u5728\u5de5\u7a0b\u5b9e\u73b0\u548c\u7cfb\u7edf\u642d\u5efa\u4e0a\u625b\u8d77\u4e86\u5927\u65d7\u2014\u2014\u8fd9\u6070\u6070\u4e5f\u662f\u540e\u6765\u516b\u4e2a\u4eba\u5404\u81ea\u9009\u62e9\u4e0d\u540c\u9053\u8def\u65f6\uff0c\u6027\u683c\u4e0e\u4e13\u957f\u5dee\u5f02\u7684\u4e00\u5904\u65e9\u671f\u6ce8\u811a\u3002<\/p>\n

\u300cTransformer\u300d\u8fd9\u4e2a\u540d\u5b57\u672c\u8eab\u4e5f\u6709\u4e00\u6bb5\u8f76\u4e8b\u3002Uszkoreit \u559c\u6b22\u8fd9\u4e2a\u8bcd\u7684\u53d1\u97f3\uff0c\u4e8e\u662f\u56e2\u961f\u5185\u90e8\u5e72\u8106\u81ea\u79f0\u300cTeam Transformer\u300d\uff0c\u65e9\u671f\u7684\u8bbe\u8ba1\u6587\u6863\u5c01\u9762\u4e0a\u8fd8\u753b\u4e86\u53d8\u5f62\u91d1\u521a\u52a8\u753b\u91cc\u7684\u516d\u4e2a\u89d2\u8272\u3002<\/p>\n

\u8bba\u6587\u53d1\u8868\u81f3\u4eca\uff0c\u5f15\u7528\u91cf\u5df2\u7ecf\u8d85\u8fc7 26 \u4e07\u6b21<\/strong>\uff0c\u662f 21 \u4e16\u7eaa\u88ab\u5f15\u7528\u6700\u591a\u7684\u8bba\u6587\u4e4b\u4e00\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Ashish Vaswani<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Vaswani \u51fa\u751f\u4e8e 1986 \u5e74\uff0c\u5370\u5ea6<\/a>\u4eba\uff0c2002 \u5e74\u4ece\u5370\u5ea6\u6bd4\u62c9\u7406\u5de5\u5b66\u9662\uff08BIT Mesra\uff09\u62ff\u5230\u8ba1\u7b97\u673a\u79d1\u5b66\u5b66\u58eb\u5b66\u4f4d\uff0c\u968f\u540e\u8d74\u7f8e\uff0c\u5728\u5357\u52a0\u5dde\u5927\u5b66\u8ddf\u968f David Chiang \u653b\u8bfb\u535a\u58eb\uff0c\u7814\u7a76\u65b9\u5411\u662f\u7edf\u8ba1\u673a\u5668\u7ffb\u8bd1\u548c\u795e\u7ecf\u7f51\u7edc\u8bed\u8a00\u5efa\u6a21\u3002\u5b8c\u6210\u535a\u58eb\u5b66\u4e1a\u540e\uff0c\u4ed6\u5728\u5357\u52a0\u5927\u4fe1\u606f\u79d1\u5b66\u7814\u7a76\u6240\u505a\u4e86\u4e24\u5e74\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\uff0c2016 \u5e74\u6b63\u5f0f\u52a0\u5165 Google Brain\uff0c\u6210\u4e3a\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c\u4e00\u76f4\u5de5\u4f5c\u5230 2021 \u5e74\u3002<\/p>\n

\u6309\u7167\u8bba\u6587\u7684\u4f5c\u8005\u8d21\u732e\u8bf4\u660e\uff0cVaswani \u4e0e Illia Polosukhin \u4e00\u8d77\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u6700\u521d\u7684 Transformer \u6a21\u578b\uff0c\u662f\u300c\u51e0\u4e4e\u53c2\u4e0e\u4e86\u9879\u76ee\u6bcf\u4e00\u4e2a\u73af\u8282\u300d\u7684\u6838\u5fc3\u4eba\u7269\u4e4b\u4e00\u3002<\/p>\n

\u79bb\u5f00\u8c37\u6b4c\u540e\uff0cVaswani \u5728 2021 \u5e74\u4e0e Niki Parmar\u3001\u524d OpenAI \u5de5\u7a0b\u526f\u603b\u88c1 David Luan \u7b49\u4eba\u5171\u540c\u521b\u529e\u4e86 Adept AI\uff0c\u62c5\u4efb\u9996\u5e2d\u79d1\u5b66\u5bb6\uff0c\u76ee\u6807\u662f\u6253\u9020\u80fd\u5728\u4efb\u610f\u8f6f\u4ef6\u91cc\u81ea\u4e3b\u5b8c\u6210\u64cd\u4f5c\u7684\u300c\u884c\u4e3a\u6a21\u578b\u300d\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Adept \u4e00\u5ea6\u878d\u5230\u8d85\u8fc7 4 \u4ebf\u7f8e\u5143\uff0c\u4f30\u503c\u7ea6 10 \u4ebf\u7f8e\u5143\uff0c\u4f46\u4ea7\u54c1\u8fdf\u8fdf\u672a\u80fd\u843d\u5730\uff0c\u56e2\u961f\u5185\u90e8\u4e5f\u51fa\u73b0\u4e86\u5206\u6b67\u3002Vaswani \u548c Parmar \u5f88\u65e9\u5c31\u9009\u62e9\u9000\u51fa\u2014\u2014\u4ed6\u5728 Adept \u7684\u9996\u5e2d\u79d1\u5b66\u5bb6\u4efb\u671f\u6b62\u4e8e 2022 \u5e74 11 \u6708\u3002<\/p>\n

2023 \u5e74\u521d\uff0cVaswani \u4e0e Parmar \u518d\u6b21\u8054\u624b\uff0c\u5171\u540c\u521b\u7acb Essential AI\uff0c\u7531\u4ed6\u51fa\u4efb CEO\u3002\u516c\u53f8\u5148\u540e\u62ff\u5230\u8c37\u6b4c\u3001\u82f1\u4f1f\u8fbe\u3001AMD \u7684\u6218\u7565\u6295\u8d44<\/a>\uff1a\u79cd\u5b50\u8f6e 830 \u4e07\u7f8e\u5143\u7531 Thrive Capital \u9886\u6295\uff0c2023 \u5e74\u5e95\u7684 5650 \u4e07\u7f8e\u5143 A \u8f6e\u7531 March Capital \u9886\u6295\uff0c\u8c37\u6b4c\u3001\u82f1\u4f1f\u8fbe\u3001AMD\u3001KB Investment\u3001Franklin Templeton \u7b49\u673a\u6784\u8ddf\u6295\u30022026 \u5e74\u521d\uff0c\u516c\u53f8\u5b8c\u6210 1.75 \u4ebf\u7f8e\u5143 B \u8f6e\u878d\u8d44<\/a>\uff0c\u7531 Lightspeed Venture Partners \u9886\u6295\uff0cThrive Capital \u8ddf\u6295\uff0c\u4f30\u503c\u7ad9\u4e0a 10 \u4ebf\u7f8e\u5143\uff0c\u6b63\u5f0f\u6210\u4e3a\u72ec\u89d2\u517d\u3002<\/p>\n

2025 \u5e74\u5e95\uff0c\u516c\u53f8\u53d1\u5e03\u4e86\u9996\u4e2a\u5f00\u6e90\u6a21\u578b\u7cfb\u5217 Rnj-1\uff08\u4ee5\u5370\u5ea6\u6570\u5b66\u5bb6\u62c9\u9a6c\u52aa\u91d1 Ramanujan \u547d\u540d\uff09\u3002<\/p>\n

\u7136\u800c\u5c31\u5728\u8fc7\u53bb\u4e24\u5929\uff0c\u98ce\u5411\u7a81\u53d8\u3002\u636e\u62a5\u9053\uff0c\u82f1\u4f1f\u8fbe\u6b63\u5728\u62db\u52df Essential AI \u7684\u6838\u5fc3\u56e2\u961f\uff0cVaswani \u672c\u4eba\u4e5f\u5728\u5176\u4e2d\uff0c\u672a\u6765\u5c06\u53c2\u4e0e\u82f1\u4f1f\u8fbe\u5f00\u6e90\u6a21\u578b Nemotron \u7684\u7814\u53d1\u3002<\/p>\n

\u6d88\u606f\u4eba\u58eb\u900f\u9732\uff0c\u539f\u56e0\u76f8\u5f53\u73b0\u5b9e\uff1aEssential AI \u7684\u878d\u8d44\u6b63\u5728\u9047\u5230\u74f6\u9888\uff0c\u800c\u628a Vaswani \u548c\u56e2\u961f\u4ece\u82f1\u4f1f\u8fbe\u7684\u7ade\u4e89\u5bf9\u624b AMD \u7684\u9635\u8425\u91cc\u62c9\u8d70\uff08AMD \u4e00\u76f4\u662f Essential AI \u7684\u65e9\u671f\u6218\u7565\u6295\u8d44<\/a>\u4eba\u4e4b\u4e00\uff0c\u516c\u53f8\u4e5f\u957f\u671f\u4f9d\u8d56 AMD \u7684 GPU\uff09\uff0c\u672c\u8eab\u5c31\u662f\u4e00\u6869\u5212\u7b97\u7684\u4e70\u5356\u3002\u5df2\u6709\u51e0\u4f4d Essential AI \u7684\u7814\u7a76\u5458\uff08\u5305\u62ec Alok Tripathy\u3001Saurabh Srivastava\uff09\u66f4\u65b0\u4e86\u9886\u82f1\u8d44\u6599\uff0c\u663e\u793a\u5df2\u7ecf\u52a0\u5165\u82f1\u4f1f\u8fbe\u3002\u4e0d\u8fc7\u622a\u81f3\u76ee\u524d\uff0c\u82f1\u4f1f\u8fbe\u548c Essential AI \u90fd\u6ca1\u6709\u6b63\u5f0f\u786e\u8ba4\u8fd9\u4e00\u6d88\u606f\u3002<\/p>\n

Noam Shazeer<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Shazeer \u51fa\u751f\u4e8e 1976 \u5e74\u7684\u8d39\u57ce\uff0c\u662f\u4e00\u540d\u6b63\u7edf\u72b9\u592a\u6559\u5f92\uff1b\u7236\u4eb2 Dov Shazeer \u662f\u6570\u5b66\u6559\u5e08\u51fa\u8eab\u7684\u5de5\u7a0b\u5e08\uff0c\u59d0\u59b9\u5219\u88ab\u5e0c\u4f2f\u6765\u5b66\u9662\u6388\u4e88\u62c9\u6bd4\u8d44\u683c\u3002\u4ed6\u5c11\u5e74\u65f6\u671f\u5c31\u5c55\u9732\u8fc7\u4eba\u5929\u8d4b\uff0c1994 \u5e74\u4f5c\u4e3a\u7f8e\u56fd<\/a>\u961f\u6210\u5458\u53c2\u52a0\u56fd\u9645\u6570\u5b66\u5965\u6797\u5339\u514b\u7ade\u8d5b\u5e76\u83b7\u5f97\u6ee1\u5206\u91d1\u724c\uff0c\u968f\u540e\u8fdb\u5165\u675c\u514b\u5927\u5b66\u5b66\u4e60\u6570\u5b66\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\uff0c\u662f Angier B. Duke \u7eaa\u5ff5\u5956\u5b66\u91d1\u7684\u83b7\u5f97\u8005\uff0c\u5e76\u5728 Putnam \u6570\u5b66\u7ade\u8d5b\u4e2d\u83b7\u5956\u3002<\/p>\n

2000 \u5e74\uff0cShazeer \u52a0\u5165\u8c37\u6b4c\uff0c\u65e9\u5e74\u7684\u6210\u540d\u4f5c\u662f\u4fee\u597d\u4e86\u8c37\u6b4c\u641c\u7d22\u7684\u62fc\u5199\u7ea0\u9519\u529f\u80fd\u3002<\/p>\n

\u6309\u7167 Transformer \u8bba\u6587\u7684\u4f5c\u8005\u8d21\u732e\u8bf4\u660e\uff0c\u4ed6\u63d0\u51fa\u4e86\u7f29\u653e\u70b9\u79ef\u6ce8\u610f\u529b\u3001\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\u4ee5\u53ca\u65e0\u53c2\u6570\u7684\u4f4d\u7f6e\u8868\u793a\u65b9\u6cd5\uff0c\u662f\u9664\u4e86 Vaswani \u548c Polosukhin \u4e4b\u5916\uff0c\u300c\u51e0\u4e4e\u53c2\u4e0e\u4e86\u6bcf\u4e00\u4e2a\u7ec6\u8282\u300d\u7684\u4eba\u3002<\/p>\n

2017 \u5e74\u5408\u8457 Transformer \u8bba\u6587\u4e4b\u540e\uff0c\u4ed6\u548c\u540c\u4e8b Daniel De Freitas \u4e00\u8d77\u505a\u51fa\u4e86\u804a\u5929\u673a\u5668\u4eba Meena\uff0c\u4f46\u8c37\u6b4c\u51fa\u4e8e\u5ba1\u614e\u8003\u8651\u6ca1\u6709\u628a\u5b83\u516c\u5f00\u53d1\u5e03\u3002\u4e24\u4eba\u5728 2021 \u5e74\u9009\u62e9\u79bb\u804c\uff0c\u521b\u529e\u4e86 Character.AI\uff0c\u4e00\u5ea6\u4ece a16z \u7b49\u673a\u6784\u878d\u5230\u8d85\u8fc7 1.5 \u4ebf\u7f8e\u5143\uff0c\u505a\u6210\u4e86\u4e00\u6b3e\u9887\u53d7\u6b22\u8fce\u7684\u89d2\u8272\u626e\u6f14\u804a\u5929\u5e94\u7528\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

2024 \u5e74 8 \u6708\uff0c\u6545\u4e8b\u51fa\u73b0\u8f6c\u6298\uff1a\u8c37\u6b4c\u4e0e Character.AI \u8fbe\u6210\u4e00\u9879\u6388\u6743\u534f\u8bae\uff0c\u91d1\u989d\u636e\u62a5\u9053\u9ad8\u8fbe 27 \u4ebf\u7f8e\u5143\uff0cShazeer \u548c De Freitas \u5e26\u7740\u4e00\u5c0f\u6279\u540c\u4e8b\u56de\u5230\u8c37\u6b4c DeepMind\uff0c\u4ed6\u88ab\u4efb\u547d\u4e3a\u5de5\u7a0b\u526f\u603b\u88c1\uff0c\u4e0e Jeff Dean\u3001Oriol Vinyals \u4e00\u8d77\u5171\u540c\u9886\u5bfc Gemini \u9879\u76ee\u3002\u7531\u4e8e\u4ed6\u672c\u4eba\u6301\u6709 Character.AI \u7ea6\u4e09\u6210\u5230\u56db\u6210\u7684\u80a1\u4efd\uff0c\u8fd9\u7b14\u4ea4\u6613\u8ba9\u4ed6\u4e2a\u4eba\u5957\u73b0\u89c4\u6a21\u636e\u4f30\u7b97\u5728 7.5 \u4ebf\u5230 10 \u4ebf\u7f8e\u5143\u4e4b\u95f4\u30022026 \u5e74\uff0c\u4ed6\u88ab\u9009\u4e3a\u7f8e\u56fd\u56fd\u5bb6\u5de5\u7a0b\u9662\u9662\u58eb\uff0c\u5c65\u5386\u770b\u8d77\u6765\u5982\u65e5\u4e2d\u5929\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u53ef\u4ec5\u4ec5\u51e0\u4e2a\u6708\u4e4b\u540e\uff0c\u4ed6\u53c8\u4e00\u6b21\u9009\u62e9\u4e86\u79bb\u5f00\uff0c\u8fd9\u6b21\u53bb\u5411\u662f OpenAI\uff0c\u636e\u62a5\u9053\u5c06\u8d1f\u8d23\u4e00\u4e2a\u540d\u4e3a\u300c\u67b6\u6784\u7814\u7a76\u300d\u7684\u65b9\u5411\uff0c\u6070\u597d\u8d76\u4e0a OpenAI \u4e3a\u51b2\u51fb IPO<\/a> \u62db\u5175\u4e70\u9a6c\u7684\u7a97\u53e3\u671f\uff08\u516c\u53f8\u5df2\u4e8e 6 \u6708 8 \u65e5\u5411\u7f8e\u56fd\u8bc1\u5238\u4ea4\u6613\u59d4\u5458\u4f1a\u79d8\u5bc6\u63d0\u4ea4\u4e86 S-1 \u6587\u4ef6\uff0c\u4f30\u503c\u4f20\u95fb\u9ad8\u8fbe 8520 \u4ebf\u7f8e\u5143\uff09\u3002<\/p>\n

OpenAI CEO Sam Altman \u7f55\u89c1\u5730\u516c\u5f00\u8868\u6001\uff1a\u300c\u4ece OpenAI \u521b\u7acb\u7684\u7b2c\u4e00\u5929\u8d77\uff0c\u4ed6\u5c31\u662f\u6211\u6700\u60f3\u5408\u4f5c\u7684\u4eba\u4e4b\u4e00\u300d\uff0c\u8fd8\u8bf4\u8fd9\u6b21\u62db\u8058\u300c\u915d\u917f\u4e86\u6574\u6574\u5341\u5e74\u300d\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u5bf9\u8c37\u6b4c\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u4ee3\u4ef7\u9ad8\u6602\u7684\u300c\u56de\u8d2d<\/a>\u672a\u9042\u300d\uff1a\u4e24\u5e74\u524d\u82b1 27 \u4ebf\u7f8e\u5143\u8bf7\u56de\u6765\u7684\u4eba\uff0c\u5982\u4eca\u53c8\u6295\u5954\u4e86\u5934\u53f7\u7ade\u4e89\u5bf9\u624b\uff0c\u800c\u8fd9\u4e5f\u6210\u4e86\u672c\u5468\u8c37\u6b4c\u80a1\u4ef7\u5927\u8dcc<\/a>\u7684\u76f4\u63a5\u8bf1\u56e0\u4e4b\u4e00\u3002<\/p>\n

Niki Parmar<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Parmar \u51fa\u751f\u4e8e\u5370\u5ea6\u6d66\u90a3\uff0c\u672c\u79d1\u5c31\u8bfb\u4e8e\u6d66\u90a3\u8ba1\u7b97\u673a\u6280\u672f\u5b66\u9662\uff08Pune Institute of Computer Technology\uff09\uff0c\u4e3b\u4fee\u4fe1\u606f\u6280\u672f\u3002\u5728\u6821\u671f\u95f4\uff0c\u5979\u901a\u8fc7\u5434\u6069\u8fbe\u548c Peter Norvig \u5f00\u8bbe\u7684\u7f51\u7edc\u516c\u5f00\u8bfe\u5bf9\u4eba\u5de5\u667a\u80fd<\/a>\u548c\u673a\u5668\u5b66\u4e60<\/a>\u4ea7\u751f\u4e86\u5174\u8da3\uff0c\u968f\u540e\u8d74\u7f8e\u5728\u5357\u52a0\u5dde\u5927\u5b66\u8bfb\u8ba1\u7b97\u673a\u79d1\u5b66\u7855\u58eb\uff0c\u8ddf\u968f\u6559\u6388 Morteza Dehghani \u7528\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u7814\u7a76\u793e\u4f1a\u79d1\u5b66\u95ee\u9898\u3002<\/p>\n

2015 \u5e74\uff0cParmar \u52a0\u5165\u8c37\u6b4c\u7814\u7a76\u9662\u505a\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff0c2017 \u5e74\u8f6c\u5165\u8c37\u6b4c\u5927\u8111\u505a\u7814\u7a76\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u2014\u2014\u636e\u62a5\u9053\uff0c\u5979\u662f\u5f53\u65f6\u8c37\u6b4c\u5927\u8111\u56e2\u961f\u91cc\u6700\u5e74\u8f7b\u3001\u4e5f\u662f\u552f\u4e00\u6ca1\u6709\u535a\u58eb\u5b66\u4f4d\u7684\u7814\u7a76\u4eba\u5458\u3002<\/p>\n

\u6309\u7167\u8bba\u6587\u7684\u4f5c\u8005\u8d21\u732e\u8bf4\u660e\uff0c\u5979\u5728\u6700\u521d\u7684\u4ee3\u7801\u5e93\u548c\u540e\u6765\u7684 tensor2tensor \u6846\u67b6\u91cc\uff0c\u8bbe\u8ba1\u3001\u5b9e\u73b0\u5e76\u8c03\u8bd5\u4e86\u6570\u4e0d\u6e05\u7684\u6a21\u578b\u53d8\u4f53\u3002\u8bba\u6587\u53d1\u8868\u4e4b\u540e\uff0c\u5979\u7ee7\u7eed\u628a Transformer \u63a8\u5411\u8bed\u8a00\u4e4b\u5916\u7684\u9886\u57df\uff0c\u53c2\u4e0e\u4e86\u628a\u81ea\u6ce8\u610f\u529b\u673a\u5236\u6269\u5c55\u5230\u56fe\u50cf\u751f\u6210\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u7814\u7a76\u5de5\u4f5c\u3002<\/p>\n

2021 \u5e74\uff0cParmar \u79bb\u5f00\u8c37\u6b4c\uff0c\u4e0e Ashish Vaswani\u3001David Luan \u7b49\u4eba\u5171\u540c\u521b\u529e Adept AI\uff0c\u62c5\u4efb\u9996\u5e2d\u6280\u672f\u5b98\u3002\u5979\u548c Vaswani \u4e00\u6837\u5f88\u65e9\u5c31\u4ece Adept \u9000\u51fa\uff0c2023 \u5e74\u521d\u53c8\u4e0e Vaswani \u4e00\u8d77\u521b\u7acb Essential AI\uff0c\u7ee7\u7eed\u505a\u8054\u5408\u521b\u59cb\u4eba\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u4f46\u5979\u6ca1\u6709\u7b49\u5230 Essential AI \u540e\u6765\u7684 B \u8f6e\u878d\u8d44\u548c\u72ec\u89d2\u517d\u8eab\u4efd\u30022024 \u5e74\u5e95\uff0cParmar \u6084\u6084\u79bb\u5f00\u4e86 Essential AI\uff0c\u8f6c\u8eab\u52a0\u5165\u4e86 Anthropic\uff0c\u5e76\u5728 2025 \u5e74 2 \u6708\u516c\u5f00\u5ba3\u5e03\u8fd9\u4e00\u6d88\u606f\u3002\u5979\u5728 X \u4e0a\u5199\u9053\uff1a\u300c\u4eca\u5929\u548c\u5f80\u5e38\u4e00\u6837\u9002\u5408\u5206\u4eab\uff1a\u6211\u53bb\u5e74 12 \u6708\u52a0\u5165\u4e86 Anthropic\u3002\u300d<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u5979\u968f\u540e\u53c2\u4e0e\u4e86 Claude 3.7 Sonnet \u7684\u5f00\u53d1\u2014\u2014\u90a3\u662f Anthropic \u5386\u53f2\u4e0a\u6700\u91cd\u8981\u7684\u4e00\u6b21\u6a21\u578b\u53d1\u5e03\u4e4b\u4e00\u3002\u5982\u4eca\u5979\u662f Anthropic \u7684\u6280\u672f\u56e2\u961f\u6210\u5458\uff08Member of Technical Staff\uff09\uff0c\u4e13\u6ce8\u4e8e\u524d\u6cbf\u80fd\u529b\u7814\u7a76\u548c\u5f3a\u5316\u5b66\u4e60\u65b9\u5411\u7684\u5de5\u4f5c\u3002<\/p>\n

\u4e24\u4f4d\u66fe\u7ecf\u5f62\u5f71\u4e0d\u79bb\u7684\u5408\u8457\u8005\u3001\u4e24\u6b21\u5171\u540c\u521b\u4e1a<\/a>\u7684\u642d\u6863\uff0c\u6700\u7ec8\u8d70\u5411\u4e86\u4e24\u4e2a\u5b8c\u5168\u4e0d\u540c\u7684\u5f52\u5bbf\uff1aParmar \u63d0\u524d\u4e00\u5e74\u591a\u6084\u7136\u62bd\u8eab\uff0c\u5b89\u9759\u5730\u878d\u5165\u4e86\u4e00\u5bb6\u5934\u90e8\u5b9e\u9a8c\u5ba4\uff1b\u800c Vaswani \u9009\u62e9\u7ee7\u7eed\u628a Essential AI \u5f80\u524d\u63a8\uff0c\u76f4\u5230\u8fd9\u5468\u624d\u88ab\u7ade\u4e89\u5bf9\u624b\u4f38\u51fa\u7684\u624b\u63a5\u4f4f\u3002<\/p>\n

Jakob Uszkoreit<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Uszkoreit \u51fa\u751f\u5728\u4e00\u4e2a\u8bed\u8a00\u5b66\u4e16\u5bb6\u3002\u4ed6\u7684\u7236\u4eb2 Hans Uszkoreit \u662f\u77e5\u540d\u7684\u8ba1\u7b97\u8bed\u8a00\u5b66\u5bb6\u3002\u513f\u5b50\u63d0\u51fa\u300c\u5355\u9760\u6ce8\u610f\u529b\u673a\u5236\u5c31\u591f\u7528\u300d\u8fd9\u4e2a\u5047\u8bbe\u65f6\uff0c\u8fde\u7236\u4eb2\u672c\u4eba\u90fd\u662f\u6000\u7591\u7684\u3002Uszkoreit \u5728\u67cf\u6797\u5de5\u4e1a\u5927\u5b66\u62ff\u5230\u535a\u58eb\u5b66\u4f4d\uff0c\u540e\u6765\u5728\u8c37\u6b4c\u5927\u8111\u505a\u5230\u4e86\u300c\u6770\u51fa\u79d1\u5b66\u5bb6\u300d\uff08Distinguished Scientist\uff09\u7684\u7ea7\u522b\u3002<\/p>\n

\u6309\u7167\u8bba\u6587\u7684\u4f5c\u8005\u8d21\u732e\u8bf4\u660e\uff0c\u6b63\u662f Uszkoreit \u6700\u5148\u63d0\u51fa\u7528\u81ea\u6ce8\u610f\u529b\u673a\u5236\u53d6\u4ee3\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff0c\u5e76\u4e3b\u5bfc\u4e86\u5bf9\u8fd9\u4e2a\u60f3\u6cd5\u7684\u65e9\u671f\u9a8c\u8bc1\u2014\u2014\u8fd9\u4e2a\u5047\u8bbe\u7684\u79cd\u5b50\uff0c\u5176\u5b9e\u5728\u4ed6 2016 \u5e74\u4e0e Ankur Parikh\u3001Oscar Täckström,\u3001Dipanjan Das \u5408\u8457\u7684\u300c\u53ef\u5206\u89e3\u6ce8\u610f\u529b\u6a21\u578b\u300d\u8bba\u6587\u91cc\u5c31\u5df2\u7ecf\u57cb\u4e0b\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u300cTransformer\u300d\u8fd9\u4e2a\u540d\u5b57\uff0c\u4e5f\u662f\u56e0\u4e3a\u4ed6\u559c\u6b22\u8fd9\u4e2a\u8bcd\u7684\u53d1\u97f3\u624d\u5b9a\u4e0b\u6765\u7684\uff1b\u56e2\u961f\u5185\u90e8\u81ea\u79f0\u300cTeam Transformer\u300d\uff0c\u65e9\u671f\u8bbe\u8ba1\u6587\u6863\u5c01\u9762\u4e0a\u753b\u7684\uff0c\u662f\u53d8\u5f62\u91d1\u521a\u52a8\u753b\u91cc\u7684\u516d\u4e2a\u89d2\u8272\u3002<\/p>\n

2020 \u5e74\u5e95\uff0cDeepMind \u7684 AlphaFold2 \u8bc1\u660e Transformer \u5f0f\u7684\u6a21\u578b\u53ef\u4ee5\u89e3\u51b3\u86cb\u767d\u8d28\u6298\u53e0\u8fd9\u79cd\u300c\u751f\u7269\u5b66\u5723\u676f\u300d\u7ea7\u522b\u7684\u96be\u9898\u3002\u4ed6\u4e5f\u8d8a\u6765\u8d8a\u6e05\u695a\u5730\u610f\u8bc6\u5230\uff0c\u6df1\u5ea6\u5b66\u4e60\u4e4b\u6240\u4ee5\u8fd8\u6ca1\u80fd\u771f\u6b63\u6539\u53d8\u751f\u7269\u5b66\uff0c\u7f3a\u7684\u4e0d\u662f\u7b97\u6cd5\uff0c\u662f\u6570\u636e\u3002\u300c\u8fd9\u51e0\u4e4e\u6210\u4e86\u4e00\u79cd\u9053\u5fb7\u4e49\u52a1\uff0c\u300d\u4ed6\u540e\u6765\u56de\u5fc6\u8bf4\u3002<\/p>\n

\u4e8e\u662f\u4ed6\u5728 2021 \u5e74\u548c\u65af\u5766\u798f\u5927\u5b66\u751f\u7269\u5316\u5b66\u6559\u6388\u3001\u77e5\u540d RNA \u8bbe\u8ba1\u6e38\u620f<\/a> Eterna \u7684\u5f00\u53d1\u8005 Rhiju Das \u5171\u540c\u521b\u7acb\u4e86 Inceptive\uff0c\u516c\u53f8\u603b\u90e8\u8bbe\u5728\u4f2f\u514b\u5229\uff0c\u7814\u7a76\u56e2\u961f\u7559\u5728\u67cf\u6797\u2014\u2014\u4ed6\u672c\u4eba\u5c31\u4f4f\u5728\u67cf\u6797\uff0c\u5458\u5de5\u8fd8\u5206\u5e03\u5728\u82cf\u9ece\u4e16\u3001\u4f26\u6566\u3001\u6e29\u54e5\u534e\u548c\u7f8e\u56fd\u4e1c\u6d77\u5cb8\u591a\u4e2a\u57ce\u5e02\u3002\u516c\u53f8\u7684\u6838\u5fc3\u601d\u8def\u662f\u53cd\u8fc7\u6765\u505a\u5b9e\u9a8c\uff1a\u4e0d\u662f\u5148\u6709\u6570\u636e\u518d\u8bad\u7ec3\u6a21\u578b\uff0c\u800c\u662f\u7528\u673a\u5668\u4eba\u548c\u4eba\u5de5\u5927\u89c4\u6a21\u751f\u6210\u5168\u65b0\u7684 RNA \u5b9e\u9a8c\u6570\u636e\uff0c\u518d\u5582\u7ed9\u6a21\u578b\u5b66\u4e60\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Inceptive \u5df2\u7ecf\u4ece\u82f1\u4f1f\u8fbe\u3001a16z\u3001Obvious Ventures\u3001Section 32 \u7b49\u673a\u6784\u878d\u5230\u7ea6 1.2 \u4ebf\u7f8e\u5143\u3002\u6700\u65b0\u7684\u8fdb\u5c55\u53d1\u751f\u5728\u8fd9\u4e2a\u6708\uff1a6 \u6708\u521d\uff0cRNA \u5e72\u6270\u7597\u6cd5\u7684\u5f00\u521b\u8005 Alnylam \u5236\u836f\u4e0e Inceptive \u7b7e\u7f72\u6218\u7565\u5408\u4f5c\uff0c\u501f\u52a9 Inceptive \u7684\u57fa\u7840\u6a21\u578b\u52a0\u901f siRNA \u5019\u9009\u836f\u7269\u7684\u8bbe\u8ba1\uff0c\u9996\u4ed8\u6b3e 3000 \u4e07\u7f8e\u5143\uff0c\u636e\u62a5\u9053\u6574\u7b14\u5408\u4f5c\u7684\u6f5c\u5728\u603b\u91d1\u989d\u53ef\u8fbe\u7ea6 20 \u4ebf\u7f8e\u5143\u3002Uszkoreit \u5728\u58f0\u660e\u91cc\u8bf4\uff1a\u300c\u5927\u591a\u6570\u836f\u7269\u8bbe\u8ba1\u4f9d\u7136\u9760\u8bd5\u9519\u2014\u2014\u6d4b\u8bd5\u6210\u5343\u4e0a\u4e07\u4e2a\u5206\u5b50\uff0c\u8d4c\u5176\u4e2d\u4e00\u4e2a\u80fd\u6210\u529f\u3002Inceptive \u7684\u51fa\u53d1\u70b9\u4e0d\u4e00\u6837\uff1a\u751f\u547d\u9075\u5faa\u7740\u6781\u5176\u590d\u6742\u7684\u89c4\u5f8b\uff0c\u53ea\u6709 AI \u624d\u80fd\u5b66\u4f1a\u5b83\u4eec\u3002\u300d<\/p>\n

\u516b\u4f4d\u4f5c\u8005\u91cc\uff0c\u4ed6\u662f\u552f\u4e00\u4e00\u4e2a\u5f7b\u5e95\u8f6c\u884c\u505a\u751f\u7269\u79d1\u6280\u7684\u4eba\uff0c\u800c\u8fd9\u6070\u597d\u5370\u8bc1\u4e86\u90a3\u7bc7\u8bba\u6587\u5f53\u5e74\u7559\u4e0b\u7684\u4e00\u53e5\u9884\u8a00\uff1a\u6ce8\u610f\u529b\u673a\u5236\u7684\u6f5c\u529b\uff0c\u8fdc\u4e0d\u6b62\u673a\u5668\u7ffb\u8bd1\u3002<\/p>\n

Llion Jones<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Jones \u662f\u5a01\u5c14\u58eb\u4eba\uff0c\u6bd5\u4e1a\u4e8e\u4f2f\u660e\u7ff0\u5927\u5b66\uff0c2011 \u5e74\u52a0\u5165\u8c37\u6b4c\u505a\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff0c\u4e00\u5e72\u5c31\u662f\u5341\u591a\u5e74\uff0c\u662f\u516b\u4f4d\u4f5c\u8005\u91cc\u5c11\u6570\u6ca1\u6709\u535a\u58eb\u5b66\u4f4d\u3001\u7eaf\u9760\u5de5\u7a0b\u76f4\u89c9\u6478\u51fa\u95e8\u9053\u7684\u4eba\u3002<\/p>\n

\u6309\u7167\u8bba\u6587\u7684\u4f5c\u8005\u8d21\u732e\u8bf4\u660e\uff0c\u4ed6\u5c1d\u8bd5\u4e86\u5927\u91cf\u65b0\u7684\u6a21\u578b\u53d8\u4f53\uff0c\u5e76\u8d1f\u8d23\u4e86\u6700\u521d\u7684\u4ee3\u7801\u5e93\u3001\u63a8\u7406\u6548\u7387\u4f18\u5316\u548c\u53ef\u89c6\u5316\u5de5\u4f5c\u3002<\/p>\n

\u4ed6\u540e\u6765\u56de\u5fc6\u8fc7\u90a3\u4e2a\u51b3\u5b9a\u6027\u7684\u77ac\u95f4\uff1a\u300c\u6211\u4eec\u5f53\u65f6\u521a\u5f00\u59cb\u5c1d\u8bd5\u628a\u6a21\u578b\u7684\u67d0\u4e9b\u90e8\u5206\u76f4\u63a5\u780d\u6389\uff0c\u5c31\u4e3a\u4e86\u770b\u770b\u6548\u679c\u4f1a\u53d8\u5dee\u591a\u5c11\u3002\u7ed3\u679c\u8ba9\u4eba\u610f\u5916\u7684\u662f\uff0c\u5b83\u53cd\u800c\u53d8\u597d\u4e86\u3002\u300d\u8fd9\u6b63\u662f\u300c\u5faa\u73af\u7ed3\u6784\u5176\u5b9e\u662f\u591a\u4f59\u7684\u300d\u8fd9\u4e00\u5047\u8bbe\u7b2c\u4e00\u6b21\u88ab\u9a8c\u8bc1\u7684\u65f6\u523b\u3002<\/p>\n

2023 \u5e74\uff0cJones \u548c\u540c\u6837\u51fa\u8eab\u8c37\u6b4c\u7684 David Ha \u4e00\u8d77\u5728\u4e1c\u4eac\u521b\u7acb\u4e86 Sakana AI\u3002\u300cSakana\u300d\u5728\u65e5\u8bed\u91cc\u5c31\u662f\u300c\u9c7c\u300d\u7684\u610f\u601d\u3002Ha \u51fa\u4efb CEO\uff0cJones \u51fa\u4efb CTO\uff0c\u516c\u53f8\u53e6\u4e00\u4f4d\u8054\u5408\u521b\u59cb\u4eba Ren Ito \u4efb COO\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Jones \u5982\u4eca\u5e38\u9a7b\u4e1c\u4eac\uff0c\u5728\u793e\u4ea4\u5a92\u4f53<\/a>\u4e0a\u81ea\u79f0\u300c\u4f4f\u5728\u4e1c\u4eac\u7684\u5a01\u5c14\u58eb AI \u7814\u7a76\u5458\u300d\u3002\u8fd9\u5bb6\u516c\u53f8\u7684\u7814\u7a76\u8def\u7ebf\u5e26\u7740\u9c9c\u660e\u7684\u53cd\u6f6e\u6d41\u8272\u5f69\uff1a\u4e0e\u5176\u4e00\u5473\u5806\u7b97\u529b\u3001\u5806\u53c2\u6570\uff0c\u4e0d\u5982\u501f\u9274\u81ea\u7136\u6f14\u5316\u7684\u903b\u8f91\uff0c\u8ba9\u4e00\u7fa4\u66f4\u5c0f\u7684\u6a21\u578b\u50cf\u9c7c\u7fa4\u4e00\u6837\u534f\u4f5c\uff0c\u516c\u53f8\u7684\u4ee3\u8868\u6027\u7814\u7a76\u6210\u679c\u5305\u62ec Continuous Thought Machine\uff08\u8fde\u7eed\u601d\u7ef4\u673a\uff09\u548c\u80fd\u591f\u81ea\u4e3b\u5f00\u5c55\u7aef\u5230\u7aef\u7814\u7a76\u7684\u300cAI Scientist\u300d\u9879\u76ee\u3002\u8fd1\u65e5\uff0c\u8be5\u516c\u53f8\u66f4\u662f\u53d1\u5e03\u4e86\u6027\u80fd\u524d\u6cbf\u7684 Sakana Fugu \u6a21\u578b\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Sakana AI \u7d2f\u8ba1\u878d\u8d44\u5df2\u8fbe 3.79 \u4ebf\u7f8e\u5143\uff0c\u5305\u62ec 2026 \u5e74 3 \u6708\u5b8c\u6210\u7684 B \u8f6e\u878d\u8d44\uff0c\u4e09\u83f1\u7535\u673a\u4e5f\u662f\u5176\u6295\u8d44\u65b9\u4e4b\u4e00\u30022026 \u5e74 3 \u6708\uff0c\u516c\u53f8\u8fd8\u62ff\u4e0b\u4e86\u4e09\u83f1\u65e5\u8054\u91d1\u878d\u96c6\u56e2\uff08MUFG\uff09\u7684\u591a\u5e74\u5408\u4f5c\u534f\u8bae\u3002\u540e\u8005\u8ba1\u5212\u7528 Sakana \u7684\u6280\u672f\u6539\u9020\u94f6\u884c\u4e1a\u52a1\u7cfb\u7edf\uff0c\u636e\u62a5\u9053\u8fd9\u7b14\u5408\u4f5c\u80fd\u8ba9\u8fd9\u5bb6\u4f30\u503c\u7ea6 15 \u4ebf\u7f8e\u5143\u7684\u516c\u53f8\u5728\u4e00\u5e74\u5185\u5b9e\u73b0\u76c8\u5229\u3002<\/p>\n

Jones \u672c\u4eba\u5728\u591a\u4e2a\u573a\u5408\u8868\u8fbe\u8fc7\u5bf9\u5355\u7eaf\u300cscaling\u300d\u7684\u6000\u7591\u30022026 \u5e74 3 \u6708\uff0c\u4ed6\u5728\u4e00\u573a\u94f6\u884c\u4e1a\u5185\u90e8\u6d3b\u52a8\u4e0a\u8bf4\uff0c\u5f53\u4e0b\u7684 AI \u7814\u7a76\u9762\u4e34\u4e00\u4e2a\u5c34\u5c2c\u7684\u73b0\u5b9e\uff1a\u6295\u8d44\u548c\u4eba\u624d\u5927\u91cf\u6d8c\u5165\uff0c\u7406\u8bba\u4e0a\u8be5\u50ac\u751f\u66f4\u591a\u7a81\u7834\uff0c\u4f46\u5b9e\u9645\u6548\u679c\u53ef\u80fd\u6070\u6070\u76f8\u53cd\uff1a\u6295\u8d44\u4eba\u50ac\u7740\u51fa\u6210\u679c\uff0c\u7ade\u4e89\u50ac\u7740\u62a2\u9996\u53d1\uff0c\u7559\u7ed9\u7814\u7a76\u8005\u300c\u81ea\u7531\u6478\u7d22\u300d\u7684\u7a7a\u95f4\u53cd\u800c\u88ab\u538b\u7f29\u4e86\u3002\u4ed6\u63d0\u5230\uff0cSakana \u5185\u90e8\u4e00\u76f4\u4fdd\u7559\u7740\u4e00\u5c0f\u90e8\u5206\u300c\u6ca1\u6709 KPI\u300d\u7684\u7814\u7a76\u81ea\u7531\u5ea6\uff0c\u56e0\u4e3a\u4e0b\u4e00\u4e2a\u7a81\u7834\u6ce8\u5b9a\u6765\u81ea\u8fd9\u79cd\u4e0d\u8ba1\u540e\u679c\u7684\u957f\u7ebf\u6295\u5165\u2014\u2014\u8fd9\u5176\u5b9e\u5c31\u662f\u5f53\u5e74\u90a3\u95f4\u8c37\u6b4c\u5927\u8111\u529e\u516c\u5ba4\u5b55\u80b2\u51fa Transformer \u7684\u65b9\u5f0f\u3002<\/p>\n

\u4ed6\u8fd8\u8bf4\u8fc7\u4e00\u53e5\u88ab\u53cd\u590d\u5f15\u7528\u7684\u8bdd\uff1a\u8981\u8ba9\u67d0\u4e2a\u65b0\u67b6\u6784\u771f\u6b63\u53d6\u4ee3 Transformer\uff0c\u5149\u662f\u300c\u66f4\u597d\u300d\u4e0d\u591f\uff0c\u5fc5\u987b\u300c\u660e\u663e\u5730\u3001\u6beb\u65e0\u7591\u95ee\u5730\u66f4\u597d\u300d\u3002<\/p>\n

Aidan N. Gomez<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Gomez \u662f\u516b\u4f4d\u4f5c\u8005\u4e2d\u5e74\u7eaa\u6700\u5c0f\u7684\u4e00\u4e2a\u3002\u8bba\u6587\u53d1\u8868\u90a3\u5e74\uff0c\u4ed6\u53ea\u662f\u8c37\u6b4c\u5927\u8111\u4e00\u540d 20 \u5c81\u7684\u672c\u79d1\u5b9e\u4e60\u751f\uff0c\u6b63\u5728\u591a\u4f26\u591a\u5927\u5b66\u5ff5\u8ba1\u7b97\u673a\u548c\u6570\u5b66\u53cc\u5b66\u4f4d\u3002<\/p>\n

\u6309\u7167\u8bba\u6587\u7684\u4f5c\u8005\u8d21\u732e\u8bf4\u660e\uff0c\u4ed6\u548c \u0141ukasz Kaiser \u82b1\u4e86\u65e0\u6570\u4e2a\u65e5\u591c\u642d\u5efa tensor2tensor \u6846\u67b6\u7684\u5404\u4e2a\u6a21\u5757\uff0c\u66ff\u6362\u6389\u65e9\u671f\u7684\u4ee3\u7801\u5e93\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u5b9e\u9a8c\u7ed3\u679c\u548c\u7814\u7a76\u6548\u7387\u3002\u300c\u6211\u5f53\u65f6\u53ea\u662f\u60f3\u641e\u660e\u767d\u6ce8\u610f\u529b\u673a\u5236\u5230\u5e95\u662f\u600e\u4e48\u8fd0\u4f5c\u7684\uff0c\u300d\u4ed6\u540e\u6765\u56de\u5fc6\u9053\uff0c\u300c\u5b8c\u5168\u6ca1\u60f3\u5230\u5b83\u4f1a\u53d8\u6210\u300e\u4e07\u7269\u7684\u67b6\u6784\u300f\u3002\u300d\u8bba\u6587\u4e4b\u540e\uff0c\u4ed6\u53bb\u725b\u6d25\u5927\u5b66\u8bfb\u535a\u58eb\uff0c\u4e2d\u9014\u6682\u505c\u5b66\u4e1a\u521b\u4e1a\uff0c2024 \u5e74\u624d\u6b63\u5f0f\u62ff\u5230\u535a\u58eb\u5b66\u4f4d\u2014\u2014\u53ef\u4ee5\u8bf4\u4ed6\u662f\u8fb9\u521b\u4e1a\u8fb9\u628a\u5b66\u4f4d\u8865\u56de\u6765\u7684\u3002<\/p>\n

2019 \u5e74\uff0cGomez \u548c Ivan Zhang\u3001Nick Frosst \u4e00\u8d77\u521b\u529e\u4e86 Cohere\uff0c\u628a\u516c\u53f8\u5b9a\u4f4d\u4e3a\u4f01\u4e1a\u7ea7 AI \u670d\u52a1\u5546\uff0c\u523b\u610f\u907f\u5f00\u4e86\u6d88\u8d39\u7ea7\u804a\u5929\u673a\u5668\u4eba\u7684\u70e7\u94b1\u7ade\u8d5b\uff0c\u4e3b\u6253\u6570\u636e\u9690\u79c1\u3001\u672c\u5730\u5316\u90e8\u7f72\u548c\u591a\u8bed\u8a00\u80fd\u529b\uff0c\u5ba2\u6237\u591a\u662f\u5927\u578b\u4f01\u4e1a\u548c\u5404\u56fd\u653f\u5e9c\u30022023 \u5e74\uff0cGomez \u5165\u9009\u300a\u65f6\u4ee3\u5468\u520a\u300b\u8bc4\u9009\u7684 AI \u9886\u57df\u767e\u5927\u5f71\u54cd\u529b\u4eba\u7269\uff0c\u4ed6\u548c\u4e24\u4f4d\u8054\u5408\u521b\u59cb\u4eba\u4e5f\u4e00\u8d77\u62ff\u4e0b\u4e86\u300a\u9ea6\u8003\u6797\u300b\u6742\u5fd7\u5f53\u5e74\u8bc4\u9009\u7684 AI \u8d8b\u52bf\u5148\u950b\u699c\u9996\u4f4d\uff1b2025 \u5e74 4 \u6708\uff0c\u4ed6\u53c8\u88ab\u9009\u5165\u7535\u52a8\u8f66\u516c\u53f8 Rivian \u7684\u8463\u4e8b\u4f1a\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u8fd9\u4e2a\u76f8\u5bf9\u300c\u4e0d\u6027\u611f\u300d\u7684\u6253\u6cd5\u53cd\u800c\u8ba9\u516c\u53f8\u8dd1\u51fa\u4e86\u4e0d\u9519\u7684\u8d22\u52a1\u6570\u636e\uff1a\u622a\u81f3 2026 \u5e74\u4e2d\uff0cCohere \u5e74\u5316\u7ecf\u5e38\u6027\u6536\u5165\u5df2\u8d85\u8fc7 2 \u4ebf\u7f8e\u5143\uff0c\u8fc7\u53bb\u4e00\u5e74\u589e\u957f\u4e86 6 \u500d\uff0c\u6bdb\u5229\u7387\u7ea6 70%\uff0c\u7d2f\u8ba1\u878d\u8d44\u63a5\u8fd1 17 \u4ebf\u7f8e\u5143\uff0c\u4f30\u503c\u7ea6 70 \u4ebf\u7f8e\u5143\uff1b\u516c\u53f8\u5728 2025 \u5e74 8 \u6708\u8bf7\u6765\u66fe\u53c2\u4e0e Uber<\/a> \u4e0a\u5e02<\/a>\u7684 Francois Chadwick \u62c5\u4efb\u9996\u4f4d CFO\uff0c\u5458\u5de5\u4e8c\u7ea7\u5e02\u573a\u5356\u51fa\u80a1\u4efd\u7684\u7a97\u53e3\u4e5f\u5df2\u7ecf\u5f00\u653e\u8fc7\u4e00\u8f6e\uff0cGomez \u672c\u4eba\u591a\u6b21\u8868\u793a IPO \u300c\u5feb\u4e86\u300d\uff0c\u4f46\u622a\u81f3\u76ee\u524d\u516c\u53f8\u4ecd\u672a\u5411\u76d1\u7ba1\u673a\u6784\u63d0\u4ea4\u62db\u80a1\u4e66\u3002<\/p>\n

Gomez \u8fd9\u51e0\u5e74\u8d8a\u6765\u8d8a\u50cf\u4e00\u4e2a\u5730\u7f18\u653f\u6cbb\u610f\u4e49\u4e0a\u7684 AI \u53d1\u8a00\u4eba\u3002\u5c31\u5728\u8fd9\u5468\uff0c\u4ed6\u5728\u300a\u8d22\u5bcc\u300b\u6742\u5fd7\u64b0\u6587\uff0c\u547c\u5401\u5404\u56fd\u6b63\u89c6\u300c\u6570\u5b57\u4e3b\u6743\u300d\u95ee\u9898\u3002\u6587\u7ae0\u76f4\u63a5\u63d0\u5230 Anthropic \u6a21\u578b\u8bbf\u95ee\u6743\u9650\u8fd1\u671f\u88ab\u6536\u7d27\u7684\u4e8b\u4ef6\uff0c\u8b66\u544a\u5404\u56fd\u4e0d\u80fd\u628a\u81ea\u5df1\u7684\u672a\u6765\u300c\u79df\u300d\u7ed9\u5c11\u6570\u51e0\u5bb6\u4e2d\u5fc3\u5316\u7684\u79d1\u6280\u5de8\u5934\uff0c\u5e76\u63d0\u51fa\u8981\u5efa\u7acb\u4e00\u4e2a\u771f\u6b63\u591a\u5143\u7684\u751f\u6001\uff0c\u8ba9\u5404\u56fd\u53ef\u4ee5\u4f9d\u8d56\u4e0d\u540c\u7684 AI \u4f9b\u5e94\u5546\uff0c\u540c\u65f6\u4fdd\u6709\u81ea\u5df1\u7684\u4ef7\u503c\u89c2\u3001\u8bed\u8a00\u548c\u6cd5\u5f8b\u4f53\u7cfb\u3002<\/p>\n

\u4ed6\u8fd8\u516c\u5f00\u8868\u793a\u8fc7\uff0c\u5916\u754c\u5bf9\u300cAI \u672b\u65e5\u300d\u5f0f\u5b58\u5728\u98ce\u9669<\/a>\u7684\u62c5\u5fe7\u88ab\u5938\u5927\u4e86\uff0c\u4ed6\u66f4\u62c5\u5fc3\u7684\u73b0\u5b9e\u98ce\u9669\uff0c\u662f\u865a\u5047\u4fe1\u606f\u5728\u793e\u4ea4\u5a92\u4f53\u4e0a\u88ab\u81ea\u52a8\u5316\u653e\u5927\u3002Gomez \u5982\u4eca\u8c08\u8bba\u7684\u5df2\u7ecf\u4e0d\u53ea\u662f\u6a21\u578b\u672c\u8eab\uff0c\u800c\u662f\u8c01\u6709\u8d44\u683c\u51b3\u5b9a\u5168\u4e16\u754c\u7528\u4ec0\u4e48\u6837\u7684 AI\u3002<\/p>\n

\u0141ukasz Kaiser<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Kaiser \u662f\u6ce2\u5170\u4eba\uff0c\u6700\u521d\u7684\u5b66\u672f\u8bad\u7ec3\u662f\u903b\u8f91\u5b66\u3001\u81ea\u52a8\u673a\u7406\u8bba\u3001\u7b97\u6cd5\u6a21\u578b\u8bba\u548c\u535a\u5f08\u8bba\u7b49\u7406\u8bba\u8ba1\u7b97\u673a\u79d1\u5b66\u65b9\u5411\uff1a\u4ed6\u5728\u5f17\u7f57\u8328\u74e6\u592b\u5927\u5b66\u62ff\u5230\u6570\u5b66\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u53cc\u7855\u58eb\u5b66\u4f4d\uff0c\u53c8\u5728\u5fb7\u56fd\u4e9a\u741b\u5de5\u4e1a\u5927\u5b66\u5b8c\u6210\u535a\u58eb\u5b66\u4e1a\uff0c\u968f\u540e\u5728\u6cd5\u56fd\u56fd\u5bb6\u79d1\u5b66\u7814\u7a76\u4e2d\u5fc3\uff08CNRS\uff09\u548c\u5df4\u9ece\u4e03\u5927\u62e5\u6709\u7ec8\u8eab\u6559\u804c\uff0c\u4e13\u6ce8\u4e8e\u903b\u8f91\u5b66\u548c\u81ea\u52a8\u673a\u7406\u8bba\u7684\u7eaf\u7406\u8bba\u7814\u7a76\u3002\u540e\u6765\u4ed6\u8f6c\u5411\u5e94\u7528\uff0c\u5728\u8c37\u6b4c\u5927\u8111\u5de5\u4f5c\u4e86\u5c06\u8fd1\u516b\u5e74\uff0c\u671f\u95f4\u4e5f\u662f TensorFlow \u7684\u5408\u8457\u8005\u4e4b\u4e00\uff0c\u5e76\u4e0e Samy Bengio \u5408\u4f5c\u53d1\u8868\u8fc7\u300c\u4e3b\u52a8\u8bb0\u5fc6\u80fd\u5426\u53d6\u4ee3\u6ce8\u610f\u529b\u300d\u7684\u65e9\u671f\u8bba\u6587\uff0c\u4e0e Ilya Sutskever \u5408\u4f5c\u53d1\u8868\u8fc7\u300c\u795e\u7ecf GPU \u5b66\u4e60\u7b97\u6cd5\u300d\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u6309\u7167\u8bba\u6587\u7684\u4f5c\u8005\u8d21\u732e\u8bf4\u660e\uff0c\u4ed6\u548c Aidan N. Gomez \u82b1\u4e86\u65e0\u6570\u4e2a\u65e5\u591c\u642d\u5efa tensor2tensor \u6846\u67b6\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u5b9e\u9a8c\u7ed3\u679c\u548c\u7814\u7a76\u6548\u7387\u3002<\/p>\n

\u516b\u4f4d\u4f5c\u8005\u4e2d\uff0c\u4ed6\u662f\u552f\u4e00\u4e00\u4e2a\u6ca1\u6709\u53bb\u521b\u4e1a\u3001\u59cb\u7ec8\u7559\u5728\u5927\u578b\u5b9e\u9a8c\u5ba4\u505a\u7eaf\u7814\u7a76\u7684\u4eba\u3002<\/p>\n

2021 \u5e74\u4ed6\u52a0\u5165\u4e86 OpenAI\uff0c\u90a3\u65f6 ChatGPT<\/a> \u8fd8\u6ca1\u6709\u9762\u4e16\u3002\u5728 OpenAI\uff0c\u4ed6\u53c2\u4e0e\u4e86 Codex \u7684\u7814\u53d1\uff08\u540e\u6765\u6210\u4e3a GitHub Copilot \u7684\u6280\u672f\u57fa\u7840\uff09\u4ee5\u53ca\u914d\u5957\u7684 HumanEval \u7f16\u7a0b\u57fa\u51c6\uff0c\u4e5f\u53c2\u4e0e\u4e86 GSM8K \u6570\u5b66\u9898\u6570\u636e\u96c6\u7684\u7814\u7a76\uff0c\u8fd9\u9879\u5de5\u4f5c\u65e9\u65e9\u5c55\u793a\u4e86\u300c\u8ba9\u6a21\u578b\u5728\u63a8\u7406\u65f6\u591a\u7b97\u4e00\u4f1a\u513f\u3001\u591a\u91c7\u6837\u51e0\u6b21\u300d\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u51c6\u786e\u7387\u2014\u2014\u8fd9\u6b63\u662f\u540e\u6765\u63a8\u7406\u6a21\u578b\u8303\u5f0f\u7684\u96cf\u5f62\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u4ed6\u8fd8\u662f GPT-4 \u6280\u672f\u62a5\u544a\u7684\u7f72\u540d\u4f5c\u8005\u4e4b\u4e00\uff0c\u540e\u6765\u6210\u4e3a OpenAI \u9996\u4e2a\u63a8\u7406\u6a21\u578b o1\uff082024 \u5e74 9 \u6708\u53d1\u5e03\uff09\u7684\u6838\u5fc3\u8d21\u732e\u8005\uff0c\u88ab\u8ba4\u4e3a\u662f\u300c\u7814\u7a76\u8d1f\u8d23\u4eba\u300d\u7ea7\u522b\u7684\u89d2\u8272\uff0c\u6b64\u540e\u4e00\u8def\u5ef6\u7eed\u5230 o3 \u4ee5\u53ca\u66f4\u65b0\u7684\u63a8\u7406\u8303\u5f0f\uff0c\u76f4\u5230\u4eca\u5929\u7684 GPT-5 \u7cfb\u5217\u3002<\/p>\n

\u4ed6\u6700\u8fd1\u5728 Matt Turck \u4e3b\u6301\u7684 MAD Podcast \u4e0a\u8c08\u5230\uff0cTransformer \u5df2\u7ecf\u88ab\u6570\u5b66\u8bc1\u660e\u53ef\u4ee5\u89e3\u51b3\u4efb\u4f55\u95ee\u9898\uff0c\u53ea\u8981\u5141\u8bb8\u6a21\u578b\u751f\u6210\u8db3\u591f\u591a\u7684\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u3002\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u8bb2\uff0c\u8fd9\u662f\u5bf9\u4e5d\u5e74\u524d\u90a3\u7bc7\u8bba\u6587\u7684\u4e00\u6b21\u8fdf\u5230\u7684\u3001\u66f4\u7cbe\u786e\u7684\u6ce8\u89e3\u3002<\/p>\n

Illia Polosukhin<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

Polosukhin \u6765\u81ea\u4e4c\u514b\u5170<\/a>\u54c8\u5c14\u79d1\u592b\uff0c\u672c\u79d1\u5b66\u7684\u662f\u5e94\u7528\u6570\u5b66\uff0c\u8fd8\u662f\u56fd\u9645\u5927\u5b66\u751f\u7a0b\u5e8f\u8bbe\u8ba1\u7ade\u8d5b\uff08ICPC\uff09\u7684\u51a0\u519b\u9009\u624b\u3002\u636e\u4ed6\u672c\u4eba\u56de\u5fc6\uff0c\u5341\u5c81\u90a3\u5e74\u770b\u4e86\u300a\u9ed1\u5ba2\u5e1d\u56fd\u300b\u4e4b\u540e\uff0c\u4ed6\u5c31\u5bf9\u4eba\u5de5\u667a\u80fd\u4ea7\u751f\u4e86\u8fd1\u4e4e\u6267\u5ff5\u7684\u5174\u8da3\u30022014 \u5e74\uff0c\u4ed6\u52a0\u5165\u8c37\u6b4c\uff0c\u53c2\u4e0e TensorFlow \u76f8\u5173\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u4e5f\u505a\u8fc7\u673a\u5668\u9605\u8bfb\u7406\u89e3\u548c\u95ee\u7b54\u7cfb\u7edf\u65b9\u9762\u7684\u7814\u7a76\u3002<\/p>\n

\u6309\u7167\u8bba\u6587\u7684\u4f5c\u8005\u8d21\u732e\u8bf4\u660e\uff0c\u4ed6\u4e0e Ashish Vaswani \u4e00\u8d77\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u6700\u521d\u7684 Transformer \u6a21\u578b\uff0c\u4ed6\u8d1f\u8d23\u7684\u90e8\u5206\u4e3b\u8981\u662f\u9a8c\u8bc1\u8fd9\u5957\u67b6\u6784\u5728\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\u4e0a\u7684\u6709\u6548\u6027\u3002<\/p>\n

\u8bba\u6587\u53d1\u8868\u4e4b\u540e\uff0c\u4ed6\u5728 2017 \u5e74\u79bb\u5f00\u8c37\u6b4c\uff0c\u4e0e Alexander Skidanov \u5171\u540c\u521b\u529e\u4e86\u4e00\u5bb6\u6700\u521d\u53eb NEAR.AI \u7684\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u3002\u4f46\u5f88\u5feb\u4ed6\u4eec\u53d1\u73b0\uff0c\u505a\u53bb\u4e2d\u5fc3\u5316\u7684\u57fa\u7840\u8bbe\u65bd\u53ef\u80fd\u6bd4\u505a\u6a21\u578b\u66f4\u6709\u610f\u601d\uff0c\u4e8e\u662f\u516c\u53f8\u5728 2018 \u5e74\u524d\u540e\u8f6c\u578b\u6210\u4e86\u533a\u5757\u94fe<\/a>\u9879\u76ee NEAR Protocol\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

NEAR \u91c7\u7528\u4e86\u540d\u4e3a Nightshade \u7684\u5206\u7247\u6280\u672f\uff0c\u5e76\u901a\u8fc7 Aurora \u63d0\u4f9b\u4e0e\u4ee5\u592a\u574a\u517c\u5bb9\u7684\u4e8c\u5c42\u7f51\u7edc\uff0c2020 \u5e74\u4e3b\u7f51\u6b63\u5f0f\u4e0a\u7ebf\uff0c\u8fc4\u4eca\u5df2\u4ece a16z\u3001Coinbase\u3001\u8001\u864e\u73af\u7403\u57fa\u91d1\u3001Hashed\u3001Dragonfly Capital \u7b49\u673a\u6784\u878d\u8d44\u8d85\u8fc7 5.3 \u4ebf\u7f8e\u5143\u3002<\/p>\n

\u5982\u4eca\u7684 Polosukhin \u6b63\u8bd5\u56fe\u628a\u81ea\u5df1\u6700\u521d\u7684\u4e24\u4e2a\u8eab\u4efd\u91cd\u65b0\u62fc\u5230\u4e00\u8d77\uff1a2026 \u5e74 3 \u6708\uff0c\u4ed6\u544a\u8bc9\u5a92\u4f53\uff0c\u300c\u533a\u5757\u94fe\u672a\u6765\u7684\u7528\u6237\u5c06\u662f AI \u667a\u80fd\u4f53\uff0c\u800c\u4e0d\u662f\u4eba\u7c7b\u300d\uff0c\u5e76\u628a NEAR \u5b9a\u4f4d\u6210\u667a\u80fd\u4f53\u7ecf\u6d4e\u7684\u300c\u7ed3\u7b97\u5c42\u300d\u3002\u540c\u5e74 4 \u6708\uff0c\u4ed6\u516c\u5f00\u547c\u5401\u5efa\u7acb\u66f4\u5b8c\u5584\u7684\u76d1\u7ba1\u6846\u67b6\u6765\u5e94\u5bf9\u81ea\u4e3b AI \u667a\u80fd\u4f53\uff1b\u4ed6\u8ba4\u4e3a\u73b0\u6709\u7684\u673a\u6784\u548c\u5236\u5ea6\u8fd8\u6ca1\u51c6\u5907\u597d\u5904\u7406\u8fd9\u7c7b\u7cfb\u7edf\u5e26\u6765\u7684\u8d23\u4efb\u5f52\u5c5e\u548c\u7cfb\u7edf\u6027\u98ce\u9669\u95ee\u9898\uff0c\u547c\u5401\u5efa\u7acb\u66f4\u6e05\u6670\u7684\u95ee\u8d23\u673a\u5236\u548c\u300c\u4eba\u5728\u56de\u8def\u300d\u5f0f\u7684\u76d1\u7763\u3002<\/p>\n

\u4ed6\u76ee\u524d\u5e38\u9a7b\u8461\u8404\u7259\u3002\u5728\u300c\u5199\u4e86\u5960\u57fa\u6027 LLM \u8bba\u6587\u300d\u548c\u300c\u7ecf\u8425\u4e00\u5bb6\u5e02\u503c\u6570\u5341\u4ebf\u7f8e\u5143\u7684\u533a\u5757\u94fe\u516c\u53f8\u300d\u8fd9\u4e24\u4e2a\u8eab\u4efd\u4e4b\u95f4\uff0c\u80fd\u540c\u65f6\u62e5\u6709\u4e24\u8005\u7684\u4eba\uff0c\u5168\u4e16\u754c\u6050\u6015\u53ea\u6709\u4ed6\u4e00\u4e2a\u3002<\/p>\n

\u516b\u6761\u8def\uff0c\u7ee7\u7eed\u63a2\u7d22<\/strong><\/p>\n

2024 \u5e74 3 \u6708\uff0c\u82f1\u4f1f\u8fbe GTC \u5927\u4f1a\u4e0a\uff0c\u516b\u4f4d\u4f5c\u8005\u91cc\u7684\u4e03\u4f4d\uff08Niki Parmar \u56e0\u6545\u7f3a\u5e2d\uff09\u7b2c\u4e00\u6b21\u4ee5\u7fa4\u4f53\u8eab\u4efd\u540c\u53f0\u4eae\u76f8\uff0c\u63a5\u53d7\u4e86\u9ec4\u4ec1\u52cb\u7684\u8bbf\u8c08\u3002<\/p>\n

\"Transformer\u7684\u516b\u4e2a\u7239\u5988\uff0c\u5982\u4eca\u90fd\u5728\u54ea\uff1f\"<\/p>\n

\u9ec4\u4ec1\u52cb\u8bf4\uff1a\u300c\u6211\u4eec\u4eca\u5929\u4eab\u53d7\u7684\u4e00\u5207\uff0c\u90fd\u80fd\u8ffd\u6eaf\u5230\u90a3\u4e00\u523b\u3002\u300d<\/p>\n

\u5bf9\u8bdd\u7ed3\u675f\u65f6\uff0c\u4ed6\u7ed9\u6bcf\u4e2a\u4eba\u90fd\u9001\u4e0a\u4e86\u4e00\u5757\u523b\u7740\u300c\u4f60\u4eec\u6539\u53d8\u4e86\u4e16\u754c\uff08You transformed the world\uff09\u300d\u7684\u82f1\u4f1f\u8fbe DGX-1 \u8d85\u7b97\u7b7e\u540d\u7eaa\u5ff5\u724c\u3002\u540c\u5e74 11 \u6708\uff0c\u65e5\u672c<\/a> NEC C&C \u57fa\u91d1\u4f1a\u628a\u5f53\u5e74\u7684 C&C \u5956\u9881\u7ed9\u4e86\u8fd9\u516b\u4e2a\u4eba\u7ec4\u6210\u7684\u300cTransformer \u56e2\u961f\u300d\uff0c\u4e0e\u4ed6\u4eec\u540c\u53f0\u9886\u5956\u7684\uff0c\u662f\u4e09\u4f4d\u7814\u7a76\u8de8\u6d0b\u6d77\u5e95\u5149\u7f06\u4f20\u8f93\u6280\u672f\u7684\u8d44\u6df1\u5de5\u7a0b\u5e08\u3002\u4e24\u79cd\u5b8c\u5168\u4e0d\u540c\u9886\u57df\u7684\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\u8005\uff0c\u88ab\u653e\u5728\u4e86\u540c\u4e00\u4e2a\u5956\u9879\u91cc\u3002<\/p>\n<\/p>\n

\u4e5d\u5e74\u8fc7\u53bb\uff0c\u8fd9\u516b\u6761\u4eba\u751f\u8f68\u8ff9\u5df2\u7ecf\u5206\u6563\u5230\u51e0\u4e4e\u4e0d\u4f1a\u518d\u76f8\u4ea4\u7684\u5730\u65b9\uff1a\u7845\u8c37<\/a>\u7684\u4f01\u4e1a\u670d\u52a1\u8d5b\u9053\uff0c\u4e1c\u4eac\u7684\u6f14\u5316\u7b97\u6cd5\u5b9e\u9a8c\u5ba4\uff0c\u67cf\u6797\u7684\u5206\u5b50\u751f\u7269\u5b66\u516c\u53f8\uff0c\u8461\u8404\u7259\u7684\u533a\u5757\u94fe\u534f\u8bae\uff0c\u8fd8\u6709\u8fd9\u5468\u4ecd\u5728\u91cd\u65b0\u6392\u5217\u7ec4\u5408\u7684\u51e0\u5bb6\u5934\u90e8 AI \u5b9e\u9a8c\u5ba4\u3002<\/p>\n

\u4f46\u5982\u679c\u628a\u4ed6\u4eec\u8fd9\u4e9b\u5e74\u8bf4\u8fc7\u7684\u8bdd\u653e\u5728\u4e00\u8d77\u770b\uff0c\u4f1a\u53d1\u73b0\u4e00\u4e2a\u5171\u540c\u7684\u5224\u65ad\u53cd\u590d\u51fa\u73b0\uff1a\u6ca1\u6709\u4eba\u771f\u7684\u76f8\u4fe1 Transformer \u4f1a\u662f\u7ec8\u70b9\u3002<\/p>\n

Aidan N. Gomez \u8bf4\uff0c\u4e16\u754c\u9700\u8981\u6bd4 Transformer \u66f4\u597d\u7684\u4e1c\u897f\uff1bLlion Jones \u8bf4\uff0c\u4e0b\u4e00\u4e2a\u67b6\u6784\u5fc5\u987b\u300c\u660e\u663e\u5730\u3001\u6beb\u65e0\u7591\u95ee\u5730\u66f4\u597d\u300d\u624d\u80fd\u53d6\u4ee3\u5b83\uff1b\u0141ukasz Kaiser \u5219\u4ecd\u5728\u7528\u6570\u5b66\u8bed\u8a00\uff0c\u8bd5\u56fe\u8bf4\u6e05\u695a\u8fd9\u5957\u4e5d\u5e74\u524d\u8bde\u751f\u7684\u67b6\u6784\uff0c\u5230\u5e95\u8fd8\u80fd\u628a\u4eba\u7c7b\u5e26\u591a\u8fdc\u3002<\/p>\n

\u8fd9\u6216\u8bb8\u624d\u662f\u8fd9\u7bc7\u8bba\u6587\u7559\u4e0b\u7684\u6700\u6301\u4e45\u7684\u9057\u4ea7\uff1a\u5b83\u7684\u516b\u4f4d\u4f5c\u8005\u6563\u843d\u5929\u6daf\uff0c\u5374\u6ca1\u6709\u4e00\u4e2a\u4eba\u505c\u6b62\u5bfb\u627e\u4e0b\u4e00\u4e2a\u7b54\u6848\u3002<\/p>\n

(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"

\u7f16\u8f91\uff5cPanda \u524d\u51e0\u5929\uff0c\u8c37\u6b4c\u63a5\u8fde\u75db\u5931\u4e24\u5458\u5927\u5c06\u3002 6 \u6708 18 \u65e5\uff0cTransformer \u8bba\u6587\u7684\u5171\u540c\u4f5c\u8005\u4e4b\u4e00 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[379,271,57,378,71,223,195,349,148,158,173,178,49,308,280,125,241,179,277,321,157,367,144,24,192],"views":2,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/806196"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=806196"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/806196\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=806196"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=806196"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=806196"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}