{"id":38418,"date":"2025-02-16T04:00:53","date_gmt":"2025-02-15T20:00:53","guid":{"rendered":"https:\/\/17aitech.com\/?p=38418"},"modified":"2025-02-16T04:00:53","modified_gmt":"2025-02-15T20:00:53","slug":"%e6%b8%af%e5%a4%a7%e9%a9%ac%e6%af%85%ef%bc%9a%e7%8e%b0%e5%9c%a8%e7%9a%84%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%8f%aa%e6%9c%89%e3%80%8c%e7%9f%a5%e8%af%86%e3%80%8d%ef%bc%8c%e6%b2%a1%e6%9c%89%e3%80%8c%e6%99%ba","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38418","title":{"rendered":"\u6e2f\u5927\u9a6c\u6bc5\uff1a\u73b0\u5728\u7684\u5927\u6a21\u578b\u53ea\u6709\u300c\u77e5\u8bc6\u300d\uff0c\u6ca1\u6709\u300c\u667a\u80fd\u300d"},"content":{"rendered":"

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\u5bfc\u8bed\uff1a\u77e5\u8bc6\u4e0e\u667a\u80fd\u662f\u4e24\u4e2a\u6982\u5ff5\u3002<\/p>\n

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\u8bbf\u8c08 | \u9648\u5f69\u5a34<\/p>\n

\u64b0\u6587\u4e28\u9a6c\u854a\u857e<\/p>\n

\u7f16\u8f91\u4e28\u9648\u5f69\u5a34<\/p>\n

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\u5f53\u591a\u6570\u4eba\u5c06 Scaling Law\uff08\u89c4\u6a21\u5b9a\u5f8b\uff09\u4f5c\u4e3a\u4fe1\u4ef0\u5e76\u6295\u8eab\u5176\u4e2d\u65f6\uff0c\u9a6c\u6bc5\u5374\u9009\u62e9\u4e86\u4e00\u6761\u5c11\u6709\u4eba\u8d70\u7684\u8def\u3002<\/p>\n

\u300c\u6a21\u578b\u65e0\u6240\u8c13\u5927\u5c0f\uff0c\u6211\u4eec\u8bf4\u6b63\u786e\u7684\u6a21\u578b\uff0c\u4e3b\u8981\u770b\u673a\u5236\u662f\u5426\u6b63\u786e\uff0c\u8fd9\u624d\u662f\u667a\u80fd\u7684\u672c\u8d28\u3002\u300d<\/p>\n

\u5728\u4ed6\u770b\u6765\uff0c\u771f\u6b63\u7684\u667a\u80fd\u4e0d\u5e94\u8be5\u4ec5\u4ec5\u662f\u6570\u636e\u548c\u7b97\u529b\u7684\u5806\u780c\uff0c\u800c\u5e94\u8be5\u662f\u66f4\u6df1\u5c42\u6b21\u7684\u7406\u89e3\u2014\u2014\u5176\u4e2d\u5305\u62ec\u5bf9\u6570\u636e\u538b\u7f29\u3001\u6a21\u5f0f\u8bc6\u522b\u548c\u81ea\u4e3b\u5b66\u4e60\u7684\u6df1\u523b\u6d1e\u5bdf\u3002<\/p>\n

\u4f5c\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u77e5\u540d\u5b66\u8005\uff0c\u9a6c\u6bc5\u76ee\u524d\u62c5\u4efb\u9999\u6e2f\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u4e3b\u4efb\u548c\u6570\u636e\u79d1\u5b66\u7814\u7a76\u9662\u9662\u957f\u3002\u52a0\u5165\u9999\u6e2f\u5927\u5b66\u4e4b\u524d\uff0c\u4ed6\u8fd8\u662f\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7535\u5b50\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u7cfb\u6559\u6388\u3002<\/p>\n

2023 \u5e74 6 \u6708\uff0c\u9a6c\u6bc5\u6559\u6388\u5e26\u9886\u7684\u56e2\u961f\u5f00\u521b\u6027\u5730\u63d0\u51fa\u4e86\u4e00\u79cd\u300c\u767d\u76d2\u300dTransformer \u6784\u67b6\u2014\u2014CRATE\uff0c\u80fd\u5728\u4fdd\u6301\u6a21\u578b\u826f\u597d\u6027\u80fd\u7684\u540c\u65f6\uff0c\u5927\u5927\u589e\u5f3a\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u8bd5\u56fe\u89e3\u51b3\u73b0\u6709\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u666e\u904d\u96be\u4ee5\u89e3\u91ca\u7684\u300c\u9ed1\u76d2\u300d\u95ee\u9898\u3002<\/p>\n

\u540c\u5e74 9 \u6708\uff0c\u9a6c\u6bc5\u521b\u7acb\u300c\u5fc6\u751f\u79d1\u6280\u300d\u3002\u9a6c\u6bc5\u8ba4\u4e3a\u4eba\u7684\u8bb0\u5fc6\u5c31\u662f\u5bf9\u4e16\u754c\u7684\u5efa\u6a21\uff0c\u300c\u5fc6\u751f\u300d\u5c31\u662f\u300c\u8bb0\u5fc6\u751f\u6210\u300d\u7684\u7f29\u5199 \u3002\u300c\u867d\u7136\u8bb0\u5fc6\u672c\u8eab\u662f\u6b7b\u7684\uff0c\u4f46\u751f\u6210\u53ef\u4ee5\u662f\u6d3b\u7684\u3002\u300d<\/p>\n

\u5728\u8c08\u53ca AGI \u65f6\uff0c\u4ed6\u629b\u51fa\u4e00\u4e2a\u95ee\u9898\uff1aGPT-4 \u548c\u521a\u51fa\u751f\u7684\u5a74\u513f\uff0c\u8c01\u66f4\u6709\u77e5\u8bc6\uff1f\u8c01\u66f4\u6709\u667a\u80fd\uff1f<\/p>\n

\u5728\u4ed6\u770b\u6765\uff0c\u77e5\u8bc6\u548c\u667a\u80fd\u7684\u6982\u5ff5\u88ab\u6df7\u6dc6\u4e86\u3002\u300c\u667a\u80fd\u662f\u83b7\u53d6\u65b0\u77e5\u8bc6\u3001\u6539\u8fdb\u65e7\u77e5\u8bc6\u7684\u80fd\u529b\uff0c\u77e5\u8bc6\u53ea\u662f\u667a\u80fd\u7cfb\u7edf\u6d3b\u52a8\u7684\u7ed3\u679c\u79ef\u7d2f\u3002\u300d<\/p>\n

\u4ed6\u8ba4\u4e3a\uff0cGPT-4\u5c31\u50cf\u4e00\u5ea7\u56fe\u4e66\u9986\uff0c\u5b83\u66f4\u6709\u77e5\u8bc6\u4f46\u6ca1\u6709\u667a\u80fd\uff1b\u800c\u521a\u51fa\u751f\u7684\u5a74\u513f\u867d\u7136\u77e5\u8bc6\u5c11\u3001\u4f46\u66f4\u6709\u667a\u80fd\uff0c\u56e0\u4e3a\u4ed6\u4eec\u53ef\u4ee5\u628a\u73b0\u6709\u77e5\u8bc6\u4e2d\u4e0d\u8db3\u7684\u5730\u65b9\u52a0\u4ee5\u81ea\u4e3b\u5b66\u4e60\u3002DNA \u662f\u57fa\u7840\uff0c\u540e\u5929\u7684\u9002\u5e94\u624d\u662f\u771f\u6b63\u667a\u80fd\u6700\u9ad8\u5f62\u5f0f\u7684\u4f53\u73b0\u3002<\/p>\n

\u6ca1\u6709\u4eba\u80fd\u8bf4\u51fa\u771f\u7406\u662f\u4ec0\u4e48\uff0c\u4f46\u6bcf\u4e2a\u4eba\u90fd\u80fd\u8bf4\u51fa\u81ea\u5df1\u8ba4\u4e3a\u7684\u771f\u7406\u3002\u5728\u8fd9\u573a\u6c79\u6d8c\u7684\u6d6a\u6f6e\u4e2d\uff0c\u5728\u5c11\u6709\u4eba\u76f8\u4fe1\u7684\u9053\u8def\u4e0a\uff0c\u9a6c\u6bc5\u8ba4\u4e3a\u6211\u4eec\u5bf9\u4e8e\u667a\u80fd\u7684\u7406\u89e3\u5176\u5b9e\u624d\u521a\u521a\u5f00\u59cb\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002<\/p>\n

\u4ee5\u4e0b\u662f AI \u79d1\u6280\u8bc4\u8bba\u7684\u8bbf\u8c08\u5b9e\u5f55\uff0c\u4f5c\u8005\u8fdb\u884c\u4e86\u4e0d\u6539\u539f\u610f\u7684\u7f16\u8f91\u6574\u7406\uff1a<\/p>\n

\u9ed1\u76d2\u6a21\u578b\u7684\u7814\u7a76\u74f6\u9888\u4e0e\u521b\u4e1a\u52a8\u673a<\/strong><\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5f53\u524d\u5927\u6a21\u578b\u7684\u7814\u7a76\u8def\u5f84\u4ee5\u9ed1\u76d2\u6a21\u578b\u4e3a\u4e3b\uff0c\u901a\u8fc7\u5806\u79ef\u53c2\u6570\u6765\u5b9e\u73b0\u6a21\u578b\u7684\u667a\u80fd\u6c34\u5e73\u3002\u60a8\u600e\u4e48\u770b\u5f85\u8fd9\u6761\u6280\u672f\u8def\u7ebf\uff1f<\/p>\n

\u9a6c\u6bc5\uff1a\u867d\u7136\u5927\u5bb6\u8fd8\u5728\u76f8\u4fe1 Scaling Law\uff0c\u4f46\u81f3\u5c11\u5728\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u7684\u7ed3\u5408\u65b9\u9762\uff0cScaling Law \u6280\u672f\u8def\u7ebf\u5df2\u7ecf\u9047\u5230\u4e86\u74f6\u9888\u3002<\/p>\n

\u6bd4\u5982\u6211\u4eec\u4e0e\u8c22\u8d5b\u5b81\u3001Yann LeCun \u7b49\u4eba\u5408\u4f5c\u7684\u3001\u5728\u4eca\u5e74 CVPR \u4e0a\u4e5f\u4f1a\u91cd\u70b9\u505a oral \u62a5\u544a\u7684\u5de5\u4f5c\uff08\u5982\u4e0b\uff09\uff0c\u6211\u4eec\u5c31\u53d1\u73b0\uff0c\u57fa\u4e8e Transformer \u5f00\u53d1\u7684\u9ed1\u76d2\u89c6\u89c9\u8bed\u8a00\u5927\u6a21\u578b\u5982 GPT-4V \u5728\u4e5d\u4e2a\u57fa\u7840\u89c6\u89c9\u4efb\u52a1\u4e0a\u5b58\u5728\u7cfb\u7edf\u6027\u7f3a\u9677\u3002\u591a\u6a21\u6001\u53c8\u662f AI \u7684\u672a\u6765\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n

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\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2401.06209<\/p>\n

\u76ee\u524d\u5f88\u591a\u6280\u672f\u6a21\u578b\uff0c\u5b9e\u9645\u4e0a\u975e\u5e38\u7c97\u66b4\uff0c\u751a\u81f3\u662f\u4e00\u79cd\u76f8\u5bf9\u539f\u59cb\u7684\u65b9\u6cd5\u3002\u6269\u5c55\u53ef\u4ee5\u8d8a\u591a\u8d8a\u597d\uff0c\u4f46\uff08\u6211\u4eec\uff09\u9700\u8981\u601d\u8003\u6269\u5c55\u7684\u5fc5\u8981\u6027\u4ee5\u53ca\u80fd\u5426\u627e\u5230\u6b63\u786e\u7684\u7cfb\u7edf\u6765\u6269\u5c55\uff0c\u8fd9\u624d\u662f\u6b63\u786e\u7684\u7406\u89e3 Scaling Law\uff0c\u800c\u4e0d\u662f\u4e0d\u8ba1\u6210\u672c\u548c\u6548\u7387\u5730\u53bb\u6269\u5c55\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u6211\u4eec\u8981\u6269\u5c55\u6b63\u786e\u7684\u6a21\u578b\uff1f\u56e0\u4e3a Transformer \u7684\u300c\u9ed1\u76d2\u300d\u662f\u7ecf\u9a8c\u8bbe\u8ba1\u7684\u65b9\u5f0f\uff0c\u6211\u4eec\u5f88\u96be\u4e86\u89e3\u5b83\u7684\u5229\u7528\u7387\uff0c\u6240\u4ee5\u6211\u4eec\u8981\u901a\u8fc7\u8bad\u7ec3\u4e00\u7cfb\u5217\u7684\u6df1\u5ea6\u7f51\u7edc\u6765 Transformer \u8fd9\u6837\u7684\u9ed1\u76d2\u6a21\u578b\u5de5\u4f5c\u7684\u539f\u7406\u3002<\/p>\n

\u4f46\u6211\u4eec\u5176\u5b9e\u53ef\u4ee5\u91c7\u7528\u4e00\u79cd\u66f4\u4e3a\u5408\u7406\u7684\u65b9\u5f0f\u53bb\u4f18\u5316\u3002\u6709\u4e00\u4e2a\u8bcd\u53eb\u300cMinimonistic Approach\u300d\uff08\u6700\u5c0f\u5316\u65b9\u6cd5\uff09\uff0c\u5373\u7528\u6700\u7b80\u7ea6\u7684\u65b9\u6cd5\u6765\u8bbe\u8ba1\u6a21\u578b\uff0c\u6700\u540e\u8bad\u7ec3\u5f97\u5230\u7684\u6a21\u578b\uff0c\u5176\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u63a7\u6027\u4e5f\u80fd\u5f97\u5230\u63d0\u5347\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5728\u8fd9\u4e00\u6ce2\u6d6a\u6f6e\u91cc\uff0c\u60a8\u4ee5\u524d\u4efb\u804c\u7684\u4f2f\u514b\u5229\u5927\u5b66\uff08UC Berkeley\uff09\u5728\u5927\u6a21\u578b\u65b9\u9762\u4ea7\u51fa\u4e86\u5f88\u591a\u6770\u51fa\u6210\u679c\u3002<\/p>\n

\u9a6c\u6bc5\uff1a\u9876\u5c16\u9662\u6821\u4e00\u822c\u90fd\u4f1a\u5728\u73b0\u6709\u7684\u6280\u672f\u4e0a\u505a\u4e00\u4e9b\u9886\u5148\u7684\u5de5\u4f5c\uff0c\u6bd4\u5982 Sora \u7684\u56e2\u961f\u7814\u53d1\u8d1f\u8d23\u4eba\u4e5f\u662f\u4f2f\u514b\u5229\u4eba\u5de5\u667a\u80fd\u4e13\u4e1a\u7684\u6bd5\u4e1a\u751f\u3002<\/p>\n

\u5728\u5de5\u4e1a\u754c\uff0c\u4f60\u8981\u628a\u4e8b\u60c5\u505a\u5f97\u8d8a\u6765\u8d8a\u300c\u597d\u300d\uff0c\u800c\u5728\u5b66\u672f\u754c\u4f60\u8981\u628a\u4e8b\u60c5\u505a\u5f97\u8d8a\u6765\u8d8a\u300c\u5bf9\u300d\u3002\u4e24\u8005\u7684\u5206\u5de5\u662f\u6709\u533a\u5206\u7684\u3002<\/p>\n

\u76ee\u524d\u8bb8\u591a\u9ad8\u6821\u7684\u8001\u5e08\u5f88\u8ff7\u832b\uff0c\u8ba4\u4e3a\u5b66\u6821\u6ca1\u6709\u8d44\u6e90\u3001\u6ca1\u6709\u6570\u636e\u3001\u6ca1\u6709\u7b97\u529b\u751a\u81f3\u6ca1\u6709\u4eba\u624d\uff0c\u597d\u50cf\u5c31\u65e0\u6cd5\u53c2\u4e0e AGI \u6216\u5927\u6a21\u578b\u7684\u7814\u7a76\u3002\u4f46\u8bf4\u5b9e\u8bdd\uff0c\u6211\u4eec\u5bf9\u4e8e\u667a\u80fd\u7684\u7406\u89e3\u5176\u5b9e\u624d\u521a\u521a\u5f00\u59cb\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u6211\u542c\u8bf4\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u6570\u636e\uff0c\u53bb\u5e74\u4f2f\u514b\u5229\u6bd5\u4e1a\u4e86\u5927\u7ea6 30 \u4f4d AI \u535a\u58eb\u751f\uff0c\u8d85\u8fc7 90% \u7684\u5b66\u751f\u90fd\u53bb\u4e86 OpenAI\u3002\u73b0\u5728 AI \u4eba\u624d\u90fd\u5f80\u5de5\u4e1a\u754c\u53d1\u5c55\u4e86\u3002<\/p>\n

\u9a6c\u6bc5\uff1a\u5728\u8fc7\u53bb\uff0cAI \u6bd5\u4e1a\u751f\u53bb\u5de5\u4e1a\u754c\u7684\u85aa\u8d44\u53ef\u80fd\u53ea\u662f\u5b66\u672f\u754c\u7684 2-3 \u500d\uff0c\u4f46\u73b0\u5728\u57fa\u672c\u63a5\u8fd1 10 \u500d\uff0c\u8fd9\u5bf9\u5e74\u8f7b\u4eba\u5f88\u5927\u7684\u8bf1\u60d1\u3002\u73b0\u5728\u53bb\u5b66\u672f\u754c\u9700\u8981\u4e00\u70b9\u60c5\u6000\u3002<\/p>\n

\u4f46\u9662\u6821\u4e5f\u662f\u4e00\u4e2a\u80fd\u9a8c\u8bc1 AI \u60f3\u6cd5\u7684\u597d\u5730\u65b9\uff0c\u6bd4\u5982\u8fd1\u51e0\u5e74\u89c6\u89c9\u9886\u57df\u4e24\u4e2a\u5960\u57fa\u6027\u7684\u5de5\u4f5c\u2014\u2014NeRF \u4e0e Diffusion Model\uff0c\u5c31\u662f\u5728\u4f2f\u514b\u5229\u8bde\u751f\u7684 \u3002<\/p>\n

\u5982\u679c\u60f3\u4ea7\u751f\u597d\u7684\u6548\u679c\uff0c\u5de5\u4e1a\u754c\u662f\u4e00\u4e2a\u597d\u53bb\u5904\u3002<\/p>\n

\u50cf\u795e\u7ecf\u7f51\u7edc\uff0c\u4e00\u5f00\u59cb\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\u9700\u8981\u597d\u51e0\u5929\uff0c\u521d\u671f\u4e5f\u53ea\u6709\u5b66\u672f\u4ef7\u503c\uff0c\u4f46\u82f1\u4f1f\u8fbe\u8fd9\u4e9b\u516c\u53f8\u7528\u5927\u91cf\u7684\u5361\u5806\uff0c\u5f88\u5feb\u5c31\u5c06\u8fc7\u53bb\u5341\u5e74\u540c\u7b49\u89c4\u6a21\u7684\u6a21\u578b\u8bad\u7ec3\u65f6\u95f4\u7f29\u77ed\u5230\u51e0\u5206\u949f\u751a\u81f3\u51e0\u79d2\u949f\u3002\u6269\u6563\u6a21\u578b\u4e5f\u662f\uff0c\u524d\u671f\u597d\u51e0\u62e8\u4eba\u90fd\u6ca1\u505a\u8d77\u6765\uff0c\u6700\u540e Stability AI \u82b1\u4e86\u51e0\u5343\u4e07\u7f8e\u5143\u505a\u51fa Midjourney\uff0c\u5c31\u628a\u5b83\u7684\u6f5c\u8d28\u653e\u5927\u51fa\u6765\uff0c\u8ba9\u5927\u5bb6\u770b\u5230\u4e86\u6548\u679c\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u6211\u9009\u62e9\u521b\u4e1a\u7684\u539f\u56e0\u4e4b\u4e00\u3002<\/p>\n

\u767d\u76d2\u7406\u8bba\u7684\u63a2\u7d22\u4e0e\u5b9e\u8df5<\/strong><\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u7684\u767d\u76d2\u7406\u8bba\u6709\u300c4C\u300d\uff0cConsistent\uff08\u4e00\u81f4\u6027\uff09\u3001Controllable\uff08\u53ef\u63a7\u6027\uff09\u3001Correct\uff08\u6b63\u786e\u6027\uff09\uff0c\u8fd8\u6709\u4e00\u4e2a C \u662f\u4ec0\u4e48\uff1f<\/p>\n

\u9a6c\u6bc5\uff1a\u8fd8\u6709\u4e00\u4e2a\u300cComplete\u300d\uff08\u5b8c\u5907\u6027\uff09\u3002<\/p>\n

Consistent \u662f\u8bf4\u4eba\u5bf9\u4e16\u754c\u7684\u7406\u89e3\u8981\u4e0e\u7269\u7406\u4e16\u754c\u4fdd\u6301\u4e00\u81f4\uff0cAI \u6a21\u578b\u4e5f\u540c\u6837\u5982\u6b64\u3002\u6bd4\u5982\uff0c\u6211\u4eec\u5bf9\u7279\u5b9a\u573a\u666f\u7684\u7406\u89e3\uff0c\u770b\u5b8c\u573a\u666f\u540e\u3001\u95ed\u4e0a\u773c\u775b\u60f3\u4e00\u904d\uff0c\u518d\u753b\u51fa\u6765\u7684\u573a\u666f\u548c\u73b0\u6709\u573a\u666f\u4e00\u5b9a\u662f\u4e00\u81f4\u7684\u3002\u5c31\u50cf\u6211\u773c\u524d\u6709\u4e24\u4e2a\u80cc\u5305\uff0c\u4f60\u770b\u5230\u7684\u548c\u4e0e\u95ed\u773c\u753b\u51fa\u6765\u7684\u4e00\u5b9a\u662f\u300c\u4e24\u4e2a\u300d\u80cc\u5305\u3002\u5982\u679c\u4e0d\u4e00\u81f4\uff0c\u6211\u4eec\u5c31\u4f1a\u505a\u7ea0\u9519\u3002<\/p>\n

\u300c\u753b\u300d\u5c31\u662f\u751f\u6210\u30022022 \u5e74\u4ee5\u6765\u6587\u751f\u56fe\u3001\u6587\u751f\u89c6\u9891\u5f88\u706b\uff0c\u4f46\u751f\u6210\u5177\u4f53\u7684\u7ec6\u8282\u662f\u5f88\u96be\u7684\u3002\u60f3\u8981\u751f\u51fa\u66f4\u7ec6\u8282\u3001\u66f4\u53ef\u63a7\u7684\u5185\u5bb9\uff0c\u5c31\u662f Controllable\u3002<\/p>\n

\u63a5\u4e0b\u6765\u662f Correct\uff0c\u4eba\u5bf9\u7cfb\u7edf\u7684\u7406\u89e3\u8981\u6b63\u786e\u3002\u5982\u679c\u6211\u4eec\u8981\u6269\u5c55\u4e00\u4e2a\u7cfb\u7edf\uff0c\u5c31\u8981\u6269\u5c55\u4e00\u4e2a\u6b63\u786e\u7684\u7cfb\u7edf\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u4e0d\u80fd\u662f\u9ed1\u76d2\u5b50\uff0cCorrect \u662f\u8981\u5b9e\u73b0\u7f51\u7edc\u7ed3\u6784\u3002<\/p>\n

Complete\u662f\u5728 Correct \u7684\u57fa\u7840\u4e0a\u66f4\u4e0a\u4e00\u4e2a\u5c42\u6b21\uff0c\u5b9e\u73b0\u6709\u5173\u73b0\u6709\u7cfb\u7edf\u7684\u5b8c\u6574\u6027\u3002\u867d\u7136\u6211\u4eec\u7684\u8bb0\u5fc6\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u7cfb\u7edf\uff0c\u65e2\u80fd\u8bc6\u522b\uff0c\u4e5f\u80fd\u9884\u6d4b\uff0c\u4f46\u73b0\u5728\u9ed1\u76d2\u6a21\u578b\u7684\u5b9e\u9a8c\u7cfb\u7edf\u53ea\u662f\u6211\u4eec\u8bb0\u5fc6\u7cfb\u7edf\u7684\u4e00\u90e8\u5206\uff0c\u5e76\u4e0d\u5b8c\u6574\u3002\u600e\u4e48\u5b9e\u73b0\u4e00\u4e2a\u5b8c\u6574\u7684\u7cfb\u7edf\u5462\uff1f\u8fd9\u662f\u4e00\u4e2a\u95ee\u9898\uff0c\u9700\u8981\u6211\u4eec\u5171\u540c\u63a2\u7a76\uff0c\u4f46\u81f3\u5c11\u73b0\u6709\u7684\u7cfb\u7edf\u8fd8\u6ca1\u6709\u8fbe\u5230 Complete \u7684\u5c42\u9762\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u662f\u54ea\u4e00\u5e74\u63d0\u51fa\u767d\u76d2\u7406\u8bba\u7684\uff1f<\/p>\n

\u9a6c\u6bc5\uff1a\u6211\u4eec\u5173\u4e8e\u767d\u76d2\u7406\u8bba\u7684\u9996\u4e2a\u5de5\u4f5c ReduNet\u5728 2021 \u5e74\u5c31\u53d1\u8868\u5728 NeurIPS \u4e0a\uff0c\u5f53\u65f6\u63a2\u8ba8\u4e86\u6709\u5173\u7f16\u7801\u7387\u51cf\u5c11\u5ea6\u91cf\u4fe1\u606f\u589e\u76ca\u7684\u5185\u5bb9\u95ee\u9898\u3002<\/p>\n

<\/a><\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2105.10446<\/p>\n

\u5b66\u4e60\u5b9e\u9645\u4e0a\u662f\u589e\u5927\u6211\u4eec\u5bf9\u4e16\u754c\u7684\u4fe1\u606f\u7406\u89e3\u548c\u83b7\u53d6\u80fd\u529b\uff0c\u5b66\u672f\u91cc\u628a\u5b83\u53eb\u505a\u300c\u4fe1\u606f\u589e\u76ca\u300d\uff08 Information Gain\uff09\u3002\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u5ba2\u89c2\u7684\u91cf\uff0c\u4f53\u73b0\u4f60\u83b7\u53d6\u7684\u5916\u90e8\u77e5\u8bc6\u5728\u5185\u5728\u5927\u8111\u7684\u8868\u8fbe\u4e2d\u4fe1\u606f\u7684\u4e89\u8bae\u6027\u6709\u591a\u5927\u3002\u5982\u679c\u4f60\u53bb\u4f18\u5316\u8fd9\u4e2a\u95ee\u9898\uff0c\u795e\u7ecf\u7f51\u7edc\u5c31\u5728\u4f18\u5316\u8fd9\u4e2a\u91cf\uff0c\u4f60\u53ef\u4ee5\u7528\u76ee\u6807\u51fd\u6570\u4ece\u8fd9\u4e2a\u4f18\u5316\u7b97\u6cd5\u91cc\u63a8\u5bfc\u51fa\u6765\u3002\u8fd9\u6837\u4f60\u5c31\u53ef\u4ee5\u5b9e\u73b0\u5fc5\u8981\u7684\u77e5\u8bc6\uff0c\u628a\u5197\u4f59\u7684\u4e1c\u897f\u5168\u90fd\u53bb\u9664\u3002<\/p>\n

\u6211\u4eec\u4e3b\u8981\u662f\u4ece\u6982\u5ff5\u548c\u7406\u8bba\u7684\u57fa\u672c\u7b97\u6cd5\u4e0a\u7406\u89e3\uff0c\u73b0\u5728\u4e5f\u770b\u5230\u4e86\u767d\u76d2\u7406\u8bba\u548c\u6269\u6563\u6a21\u578b\u3001Transformer \u7684\u8054\u7cfb\u3002\u76ee\u524d\u6211\u4eec\u7684\u7406\u8bba\u6846\u67b6\u7684\u9ad8\u6548\u6027\u548c\u6709\u6548\u6027\u90fd\u5f97\u5230\u4e86\u9a8c\u8bc1\uff0c\u4f46\u4e00\u76f4\u8bb2\u7406\u8bba\u5176\u5b9e\u5f88\u96be\u8bf4\u670d\u522b\u4eba\uff0c\u5f88\u591a\u4eba\u4e0d\u592a\u719f\u6089\u6570\u5b66\u7684\u6982\u5ff5\uff0c\u53ea\u6709\u628a\u5b83\u5b9e\u73b0\u5230\u4e00\u5b9a\u89c4\u6a21\u3001\u5f97\u5230\u9a8c\u8bc1\uff0c\u624d\u80fd\u8ba9\u5927\u5bb6\u4fe1\u670d\u3002<\/p>\n

\u6240\u4ee5\uff0c\u76ee\u524d\u5728\u667a\u80fd\u9886\u57df\uff0c\u867d\u7136\u89c4\u6a21\u662f\u6709\u6548\u7684\uff0c\u4f46\u662f\u53bb\u6269\u5c55\u6b63\u786e\u7684\u7cfb\u7edf\uff0c\u624d\u662f Scaling Law \u771f\u6b63\u7684\u9ab8\u9aa8\u3002<\/p>\n

\u4f60\u8981\u771f\u7684\u4e86\u89e3\u7cfb\u7edf\uff0c\u77e5\u9053\u54ea\u4e2a\u7cfb\u7edf\u6bd4\u8f83\u6b63\u786e\u3001\u6216\u66f4\u5177\u6027\u4ef7\u6bd4\uff0c\u624d\u53bb\u8fdb\u884c\u6269\u5c55\u3002\u6211\u4e2a\u4eba\u8ba4\u4e3a\uff0c\u6211\u4eec\u9700\u8981\u5148\u770b\u5230\u4e00\u4e9b\u66f4\u52a0\u53ef\u63a7\u7684\u3001\u53ef\u89e3\u91ca\u7684\u751a\u81f3\u66f4\u5b8c\u6574\u7684\u7cfb\u7edf\uff0c\u518d\u53bb\u7814\u7a76\u5b83\u7684\u4e0b\u4e00\u6b65\uff0c\u770b\u662f\u5426\u80fd\u628a\u8be5\u7cfb\u7edf\u5de5\u7a0b\u5316\u7684\u5b9e\u73b0\uff0c\u505a\u51fa\u5b8c\u6574\u7684\u81ea\u4e3b\u578b\u7cfb\u7edf\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u7684\u56e2\u961f\u5728\u767d\u76d2\u7406\u8bba\u7814\u7a76\u4e2d\u7684\u4ee3\u8868\u4f5c\u662f CRATE \u5417\uff1f\u76ee\u524d\u5b83\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u6709\u4ec0\u4e48\u4f18\u52bf\u548c\u6311\u6218\uff1f<\/p>\n

\u9a6c\u6bc5\uff1a\u76ee\u524d CRATE \u662f\u8ba9\u516c\u4f17\u770b\u5230\u8fd9\u5957\u6846\u67b6\u4ece\u7b97\u6cd5\u5c42\u9762\u63a8\u5bfc\u7684\u8fc7\u7a0b\u3001\u53bb\u566a\u6269\u6563\u6a21\u578b\u3001\u4e0e\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u4e4b\u95f4\u7684\u8054\u7cfb\u3002\u76ee\u524d\u6211\u4eec\u53ef\u4ee5\u5bf9\u73b0\u6709\u7684\u5f88\u591a\u76d1\u7763\u548c\u975e\u76d1\u7763\u5b66\u4e60\u7684\u6846\u67b6\u505a\u5f97\u66f4\u52a0\u9ad8\u6548\uff0c\u4e00\u65e6\u4e86\u89e3\u8fd9\u4e2a\u539f\u7406\u53ef\u4ee5\u89e3\u91ca\u73b0\u6709\u7684\u65b9\u6cd5\u90fd\u5728\u505a\u4ec0\u4e48\uff0c\u90a3\u6211\u4eec\u5c31\u53ef\u4ee5\u5f03\u4e4b\u800c\u4e0d\u987e\u53bb\u8bbe\u8ba1\u66f4\u9ad8\u6548\u7684\u7cfb\u7edf\u3002<\/p>\n

\u73b0\u5728 CRATE \u9762\u4e34\u7684\u53ea\u662f\u65f6\u95f4\u548c\u8d44\u6e90\u7684\u95ee\u9898\u3002\u5728 Transformer \u5df2\u7ecf\u5b9e\u73b0\u7684\u573a\u666f\u4e0b\uff0c\u6211\u4eec\u80fd\u505a\u7684\u57fa\u672c\u4e0a\u90fd\u6d4b\u8bd5\u4e86\uff0c\u6bd4\u5982Bert\u3001 MAE\u3001GPT \u7b49\u3002\u6240\u6709\u7684 Transformer \u7528\u5230\u7684\u573a\u666f\uff0c\u6211\u4eec\u90fd\u80fd\u8ddf\u5b83\u63a5\u8fd1\uff0c\u751a\u81f3\u662f\u8d85\u8fc7\u4ed6\u4eec\u3002\u5728\u521d\u671f\uff0c\u786e\u5b9e\u53ea\u80fd\u5148\u4ece\u8fd9\u4e9b\u6709\u9650\u7684\u573a\u666f\u6765\u9a8c\u8bc1\u6211\u4eec\u7684\u65b9\u6cd5\u662f\u6b63\u786e\u7684\u3001\u5e76\u4e14\u6a21\u578b\u662f\u9ad8\u6548\u7684\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4e1a\u5185\u4e5f\u6709\u5173\u4e8e\u53d6\u4ee3 Transformer \u7684\u8ba8\u8bba\uff0c\u4e00\u4e9b\u56e2\u961f\u63d0\u51fa\u4e86\u8ddf Transformer \u4e0d\u540c\u7684\u67b6\u6784\u3002\u60a8\u600e\u4e48\u770b\u8fd9\u4e9b\u67b6\u6784\uff1f<\/p>\n

\u9a6c\u6bc5\uff1a \u76ee\u524d\u5f88\u591a\u662f\u5728\u67d0\u4e00\u4e9b\u4efb\u52a1\u4e0a\u76f8\u5bf9\u6709\u6548\u679c\uff0c\u4f46\u5e76\u6ca1\u6709\u8bc1\u660e\u8fd9\u4e2a\u67b6\u6784\u5f88\u901a\u7528\u3002\u5373\u4f7f\u4f60\u89c9\u5f97\u5b83\u7684\u6548\u7387\u66f4\u9ad8\uff0c\u4f60\u4e5f\u4e0d\u77e5\u9053\u539f\u56e0\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u8fd9\u4e9b\u67b6\u6784\u90fd\u6ca1\u6709\u8131\u79bb\u9ed1\u76d2\u6a21\u578b\u7684\u8303\u5f0f\u3002<\/p>\n

\u6df1\u5ea6\u7f51\u7edc\u672c\u8eab\u4e0d\u662f\u76ee\u7684\uff0c \u53ea\u662f\u6211\u4eec\u5b9e\u73b0\u667a\u80fd\u76ee\u6807\u7684\u624b\u6bb5\u800c\u5df2\uff0c\u4e3a\u4e86\u6211\u4eec\u589e\u52a0\u83b7\u53d6\u5916\u90e8\u4e16\u754c\u7684\u4fe1\u606f\u3002<\/p>\n

\u6700\u8fd1\u6211\u4eec\u6709\u4e2a\u5de5\u4f5c\u8fd8\u6ca1\u5b8c\u5168\u516c\u5f00\uff0c\u662f\u6709\u5173\u6839\u636e\u767d\u76d2\u6846\u67b6\u53ef\u4ee5\u63a8\u5bfc\u51fa\u6ce8\u610f\u529b\u673a\u5236\uff08Attention\uff09\u7684\u3002Transformer \u5c42\u9762\u6bd4\u8f83\u8d35\uff0c\u5982\u679c\u4f60\u7684\u957f\u5ea6\u662f n \u4e2a token\uff0c\u5b83\u7684\u590d\u6742\u5ea6\u5c31\u662f n \u7684\u5e73\u65b9\uff0c\u6216\u8005\u4f60\u7684\u7279\u5f81\u5c3a\u5bf8\u662f d\uff0c\u5b83\u5c31\u662f d \u7684\u5e73\u65b9\u3002\u6240\u4ee5\u6a21\u578b\u590d\u6742\u5ea6\u6bd4\u8f83\u9ad8\u7684\u540c\u65f6\u3001\u4e5f\u4f1a\u5f71\u54cd\u5b83\u7684\u89c4\u6a21\uff0c\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u73b0\u5728\u5927\u6a21\u578b\u9700\u8981\u5f88\u591a\u5361\u7684\u539f\u56e0\uff08\u66f4\u591a\u4fe1\u606f\u53ef\u4ee5\u9605\u8bfb AI \u79d1\u6280\u8bc4\u8bba\u4ee5\u5f80\u62a5\u9053\uff1a\u300a\u8c01\u5c06\u66ff\u4ee3 Transformer\uff1f\u300b\uff09\u3002<\/p>\n

\u5b9e\u9645\u4e0a\u8fd9\u4ef6\u4e8b\u60c5\uff08\u6295\u5165\u5927\u91cf\u5361\uff09\u53c8\u4e0d\u662f\u5fc5\u8981\u7684\u3002\u6211\u4eec\u73b0\u5728\u7684\u767d\u76d2\u5de5\u4f5c\u5728\u8ba1\u7b97\u4e0a\u5b8c\u5168\u53ef\u4ee5\u5b9e\u73b0\u7ebf\u6027\u590d\u6742\uff0c\u8ddf Mamba \u7b49\u67b6\u6784\u6709\u540c\u6837\u7684\u9009\u62e9\u3002\u4f46\u662f\u8ddf\u5b83\u4eec\u4e0d\u4e00\u6837\u7684\u662f\uff0c\u6211\u4eec\u63a8\u5bfc\u51fa\u4e86\u6a21\u578b\u7684\u80cc\u540e\u5de5\u4f5c\u539f\u7406\uff0c\u5e76\u4e14\u77e5\u9053\u4e00\u4e2a\u6a21\u578b\u7684\u7ec4\u6210\u90e8\u5206\u662f\u5b8c\u5168\u53ef\u4ee5\u5b8c\u6210\u5b83\u6240\u8bbe\u8ba1\u7684\u76ee\u6807\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a \u60a8\u76ee\u524d\u5bf9\u4e8e\u767d\u76d2\u7406\u8bba\u4ece\u7406\u8bba\u5230\u843d\u5730\u7684\u89c4\u5212\u662f\u4ec0\u4e48\uff1f<\/p>\n

\u9a6c\u6bc5\uff1a\u8fc7\u53bb\u51e0\u5e74\uff0c\u6211\u4eec\u7684\uff08\u767d\u76d2\uff09\u7406\u8bba\u6846\u67b6\u5f00\u53d1\u4e86\u4e00\u4e9b\u7b97\u6cd5\uff0c\u867d\u7136\u6bd4\u8f83\u57fa\u7840\uff0c\u4f46\u5728\u8fd9\u4e2a\u7406\u8bba\u6846\u67b6\u7684\u6307\u5bfc\u4e0b\uff0c\u6211\u4eec\u5df2\u7ecf\u80fd\u5f88\u597d\u5730\u63d0\u9ad8\u6a21\u578b\u8bad\u7ec3\u7684\u6548\u7387\uff0c\u751a\u81f3\u627e\u5230\u66f4\u5b8c\u6574\u7cfb\u7edf\u7684\u65b9\u6cd5\u3002\u6211\u4e2a\u4eba\u8ba4\u4e3a\uff0c\u81f3\u5c11\u5728\u6982\u5ff5\u548c\u9a8c\u8bc1\u7684\u5c42\u9762\uff0c\u6211\u4eec\u80fd\u4ece\u5b66\u672f\u4e0a\u505a\u7684\u4e8b\u60c5\u57fa\u672c\u4e0a\u90fd\u505a\u5230\u4e86\uff0c\u5305\u62ec\u7406\u8bba\u4fdd\u969c\u548c\u7b97\u6cd5\u8bbe\u8ba1\uff0c\u5206\u6790\u7684\u4e5f\u975e\u5e38\u5b8c\u6574\u3002<\/p>\n

\u90a3\u4e48\u4e0b\u4e00\u90e8\u5206\uff0c\u53ef\u80fd\u5c31\u9700\u8981\u6bd4\u8f83\u89c4\u8303\u7684\u5de5\u7a0b\u5316\u548c\u89c4\u6a21\u5316\u7684\u9a8c\u8bc1\u4e86\u3002\u5728\u4e00\u4e9b\u771f\u5b9e\u7684\u5e94\u7528\u5c42\u9762\u4e0a\uff0c\u628a\u8fd9\u4e9b\u65b0\u65b9\u6cd5\u7684\u4ef7\u503c\u5c55\u73b0\u51fa\u6765\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u4ef7\u503c\u53ea\u80fd\u901a\u8fc7\u66f4\u5927\u7684\u89c4\u6a21\u53bb\u9a8c\u8bc1\uff0c\u624d\u80fd\u8ba9\u516c\u4f17\u66f4\u597d\u7684\u770b\u5230\u5b83\u4eec\u7684\u4ef7\u503c\u6f5c\u529b\u3002<\/p>\n

\u5728\u66f4\u5927\u89c4\u6a21\u7684\u89c6\u89c9\u7406\u89e3\u5c42\u9762\u4e0a\uff0c\u5b83\u7684\u6f5c\u529b\u81f3\u5c11\u662f\u5927\u8111\u7684\u8bb0\u5fc6\u6a21\u578b\uff0c\u5305\u62ec\u8bb0\u5fc6\u5982\u4f55\u751f\u5b58\u3001\u6539\u8fdb\u4ee5\u53ca\u63d0\u9ad8\uff0c\u4ece\u800c\u628a\u5b83\u505a\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u751f\u6210\u8bb0\u5fc6\u7684\u7cfb\u7edf\u3002<\/p>\n

\u300c\u667a\u80fd\u300d\u4e0d\u7b49\u540c\u4e8e\u300c\u77e5\u8bc6\u300d<\/strong><\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u8ba4\u53ef AGI \u8fd9\u4e2a\u8bcd\u5417\uff1f<\/p>\n

\u9a6c\u6bc5\uff1a\u4e00\u4e2a\u7cfb\u7edf\u300c\u6709\u77e5\u8bc6\u300d\u548c\u300c\u6709\u667a\u80fd\u300d\uff0c\u662f\u4e24\u4e2a\u6982\u5ff5\u3002<\/p>\n

\u667a\u80fd\u662f\u83b7\u53d6\u65b0\u77e5\u8bc6\uff0c\u6539\u8fdb\u65e7\u77e5\u8bc6\u7684\u80fd\u529b\uff0c\u77e5\u8bc6\u53ea\u662f\u667a\u80fd\u7cfb\u7edf\u8fd9\u4e2a\u6d3b\u52a8\u7684\u7ed3\u679c\u79ef\u7d2f\uff0c\u5c31\u50cf\u4eba\u7c7b\u7684\u77e5\u8bc6\u662f\u6211\u4eec\u8fd9\u4e48\u591a\u4eba\u5927\u8111\u7684\u79ef\u7d2f\u3002\u667a\u80fd\u7684\u672c\u8d28\u662f\u751f\u5b58\u8bb0\u5fc6\uff0c\u627e\u5230\u8fd9\u4e2a\u4e16\u754c\u53ef\u63a7\u548c\u53ef\u9884\u6d4b\u7684\u89c4\u5f8b\uff0c\u4e0d\u65ad\u8fdb\u884c\u6539\u8fdb\u548c\u589e\u52a0\u65b0\u7684\u77e5\u8bc6\u8fdb\u6765\u3002\u77e5\u8bc6\u662f\u79ef\u5206\uff0c\u667a\u80fd\u662f\u5fae\u5206\uff0c\u77e5\u8bc6\u662f\u53ef\u4ee5\u5927\u5bb6\u4e00\u8d77\u6765\u79ef\u7d2f\u7684\u3002<\/p>\n

\u6211\u7ecf\u5e38\u4e3e\u4f8b\u5b50\uff0cGPT-4\u548c\u4e00\u4e2a\u51fa\u751f\u7684\u5a74\u513f\uff0c\u8c01\u66f4\u6709\u77e5\u8bc6\uff1f\u8c01\u66f4\u6709\u667a\u80fd\uff1fGPT-4\u5c31\u50cf\u4e00\u5ea7\u56fe\u4e66\u9986\uff0c\u5b83\u66f4\u6709\u77e5\u8bc6\u4f46\u6ca1\u6709\u667a\u80fd\uff0c\u4f46\u521a\u51fa\u751f\u7684\u5a74\u513f\u5374\u6709\u53ef\u80fd\u662f\u4e0b\u4e00\u4e2a\u7231\u56e0\u65af\u5766\uff0c\u56e0\u4e3a\u4ed6\u4eec\u53ef\u4ee5\u628a\u73b0\u6709\u77e5\u8bc6\u4e2d\u4e0d\u8db3\u7684\u5730\u65b9\u52a0\u4ee5\u81ea\u4e3b\u5b66\u4e60\uff0c\u8fd9\u624d\u662f\u667a\u80fd\u7684\u672c\u8d28\u3002<\/p>\n

\u518d\u770b\u4e00\u4e2a\u7b80\u5355\u7684\u73b0\u8c61\uff0c\u6211\u4eec\u8ba4\u4e3a\u667a\u80fd\u8d8a\u9ad8\u7ea7\u7684\u52a8\u7269\u8d8a\u4e0d\u4f9d\u8d56\u4e8e\u6211\u4eec DNA \u4f20\u627f\u7684\u4e1c\u897f\u3002\u5982\u679c\u4f60\u8ba4\u4e3a\u201c\u667a\u529b\u201d\u8d8a\u591a\uff0c\u8d8a\u4f9d\u8d56\u4e8e\u9760\u8bb0\u5fc6\u548c\u7eaf\u7cb9\u7684\u6b7b\u8bb0\u786c\u80cc\uff0c\u8fd9\u662f\u201c\u667a\u80fd\u201d\u7684\u8bdd\uff0c\u90a3\u4e48\u4eba\u7684\u201c\u667a\u80fd\u201d\u662f\u975e\u5e38\u5c11\u7684\u3002\u4f60\u4f1a\u53d1\u73b0\u8d8a\u9ad8\u7ea7\u7684\u667a\u80fd\uff0c\u5b83\u5b66\u4e60\u65f6\u957f\u4e5f\u5c31\u8d8a\u957f\uff0c\u4ece\u800c\u83b7\u53d6\u77e5\u8bc6\u7684\u80fd\u529b\u5c31\u8d8a\u5f3a\u3002DNA \u662f\u4e00\u4e2a\u57fa\u7840\uff0c\u4f46\u5b83\u540e\u5929\u7684\u9002\u5e94\u624d\u662f\u771f\u6b63\u667a\u80fd\u6700\u9ad8\u5f62\u5f0f\u7684\u4f53\u73b0\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u73b0\u5728\u56fd\u5185\u9762\u58c1\u667a\u80fd\u3001\u56fd\u5916 Mistral \u7b49\u56e2\u961f\u4ece Scaling Law \u5165\u624b\uff0c\u4e5f\u80fd\u5c06\u66f2\u7ebf\u4e0d\u65ad\u5f80\u56de\u79fb\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u8ba1\u7b97\u6548\u7387\uff0c\u60a8\u600e\u4e48\u770b\uff1f<\/p>\n

\u9a6c\u6bc5\uff1a \u76ee\u524d\u5927\u5bb6\u666e\u904d\u7528\u7ecf\u9a8c\u5728\u505a\u5c1d\u8bd5\uff0c\u6ca1\u6709\u6bd4\u8f83\u5b8c\u5584\u548c\u6e05\u6670\u7684\u7406\u8bba\u6765\u505a\u6307\u5bfc\uff0c\u8bd5\u9519\u65f6\u95f4\u4f1a\u6bd4\u8f83\u957f\u3002\u50cf\u73b0\u5728\u6d41\u884c\u7684 MoE\uff08Mixture of Experts\uff09\u6280\u672f\uff0c\u5b83\u7684\u6846\u67b6\u7528\u767d\u76d2\u7406\u8bba\u80fd\u63a8\u5bfc\u51fa\u6765\uff0c\u5176\u5b9e\u5c31\u662f\u6b8b\u5dee\u795e\u7ecf\u7f51\u7edc\uff08ResNet\uff09\u5728\u4f18\u5316\u4fe1\u606f\u4e89\u8bae\u7684\u8fc7\u7a0b\u4e2d\u81ea\u7136\u4f1a\u63a8\u5bfc\u51fa\u6765\u7684\u7ed3\u6784\uff0c\u6bcf\u4e00\u5c42\u90fd\u4f1a\u6709\u591a\u4e2a\u9014\u5f84\u3002<\/p>\n

\u6211\u4eec\u7684 CRATE \u4e5f\u662f\u540c\u6837\u7c7b\u4f3c\u7684\u7ed3\u6784\uff0c\u5927\u5bb6\u5c1d\u8bd5\u51fa\u6765\u548c\u63a8\u5bfc\u51fa\u6765\u7684\u90fd\u662f\u4e00\u6837\u7684\uff0c\u8bd5\u51fa\u6765\u6709\u5b83\u7684\u9053\u7406\uff0c\u4f46\u662f\u5982\u679c\u6709\u539f\u7406\uff0c\u4f60\u5c31\u53ef\u4ee5\u4e86\u89e3\u51fa\u73b0\u7684\u539f\u56e0\u3002\u5927\u5bb6\u76ee\u524d\u8fd8\u662f\u5728\u9075\u5faa Transformer \u7684\u601d\u8def\uff0c\u6240\u4ee5\u5728\u5bfb\u627e\u65b0\u67b6\u6784\u7684\u65f6\u5019\u6ca1\u6709\u7406\u8bba\u7684\u6307\u5f15\uff0c\u5c31\u4f1a\u7f3a\u4e4f\u81ea\u4fe1\u3002<\/p>\n

\u4ece 19 \u4e16\u7eaa 40 \u5e74\u4ee3\u5230 80 \u5e74\u4ee3\u7684\u4eba\u5de5\u667a\u80fd\u5386\u53f2\uff0c\u5176\u5b9e\u6709\u5f88\u591a\u4eba\u662f\u4e0d\u592a\u4e86\u89e3\u7684\u3002\u6b63\u662f\u56e0\u4e3a\u76ee\u524d\u6211\u4eec\u5bf9\u8fd9\u4e9b\u5386\u53f2\u6982\u5ff5\u68b3\u7406\u7684\u7f3a\u5931\uff0c\u624d\u5bfc\u81f4\u5f88\u591a\u6982\u5ff5\u867d\u7136\u88ab\u91cd\u5851\u4e86\uff0c\u4f46\u8fd8\u662f\u7f3a\u5c11\u4e86\u7cfb\u7edf\u6027\u548c\u8fde\u8d2f\u6027\u3002\u4e0d\u662f\u63d0\u51fa\u4e00\u4e2a\u6982\u5ff5\uff0c\u8fd9\u4e2a\u6280\u672f\u5c31\u662f\u6211\u53d1\u660e\u7684\uff0c\u56e0\u4e3a\u5230\u76ee\u524d\u4e3a\u6b62\u8fd9\u4e2a\u4e16\u754c\u8fd8\u6ca1\u6709\u53d1\u73b0\u8fd9\u79cd\u65b0\u9c9c\u4e8b\u3002<\/p>\n

\u8fc7\u53bb\u5341\u5e74\uff0c\u5927\u5bb6\u867d\u7136\u770b\u5230\u6280\u672f\u84ec\u52c3\u53d1\u5c55\uff0c\u4f46\u5b9e\u9645\u4e0a\u6ca1\u6709\u4ec0\u4e48\u65b0\u6982\u5ff5\uff0c\u751a\u81f3\u5f88\u591a\u6982\u5ff5\u90fd\u6df7\u6dc6\u4e86\u3002\u6211\u4eec\u505a\u5b66\u95ee\u7684\u4eba\u8981\u628a\u5386\u53f2\u6982\u5ff5\u68b3\u7406\u6e05\u695a\uff0c\u8ba9\u5927\u5bb6\u77e5\u9053\u4e8b\u7269\u53d1\u5c55\u7684\u8fc7\u7a0b\u548c\u4f20\u627f\uff0c\u8fd9\u6837\u5386\u53f2\u4e0a\u5f97\u5230\u7684\u5f88\u591a\u6df1\u5165\u7684\u6559\u8bad\u548c\u77e5\u8bc6\uff0c\u624d\u80fd\u66f4\u597d\u5730\u5b9e\u73b0\u3002\u8fd9\u662f\u73b0\u5728\u6211\u4eec\u8fd8\u6ca1\u505a\u5230\u7684\uff0c\u6211\u4eec\u5fc5\u987b\u5f97\u627f\u8ba4\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u76ee\u524d\u9664\u4e86\u7b97\u6cd5\u5c42\uff0c\u5e95\u5c42\u8ba1\u7b97\u5c42\u4e5f\u51fa\u73b0\u4e86\u8bb8\u591a\u56f4\u7ed5\u82f1\u4f1f\u8fbe GPU \u751f\u6001\u6539\u5584\u7684\u521b\u4e1a\u516c\u53f8\uff0c\u6bd4\u5982 Groq\u3001 OpenAI \u6295\u7684\u82af\u7247\u516c\u53f8 Cerebras System \u7b49\u3002\u5982\u679c\u5927\u6a21\u578b\u7684\u8017\u80fd\u95ee\u9898\u89e3\u51b3\uff0c\u90a3\u4e48\u767d\u76d2\u7406\u8bba\u7684\u7814\u7a76\u4ef7\u503c\u662f\u5426\u4f1a\u53d7\u5230\u6311\u6218\uff1f<\/p>\n

\u9a6c\u6bc5\uff1a\u5b8c\u5168\u4e0d\u4f1a\u3002\u82af\u7247\u9886\u57df\u7684\u8fd9\u4e00\u8fdb\u5c55\u6070\u6070\u662f\u6211\u4eec\u6240\u5e0c\u671b\u770b\u5230\u7684\u3002<\/p>\n

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\u73b0\u5728\u6211\u4eec\u7684\u751f\u7269\u662f\u8981\u4ece\u6d77\u91cf\u9ad8\u7ef4\u6570\u636e\u5f53\u4e2d\u53bb\u63d0\u70bc\u5b83\u53ef\u9884\u671f\u7684\u89c4\u5f8b\uff0c\u50cf\u4e8c\u9636\u590d\u6742\u5ea6\u3001\u4e09\u9636\u590d\u6742\u5ea6\u548c\u9ad8\u9636\u590d\u6742\u5ea6\uff0c\u867d\u7136\u90fd\u662f\u591a\u9879\u5f0f\uff0c\u4f46\u90fd\u662f\u7528\u4e0d\u4e86\u7684\u3002\u8fd9\u6837\u9ad8\u7ef4\u7684\u6570\u636e\u3001\u56fe\u50cf\u548c\u58f0\u97f3\uff0c\u5fc5\u987b\u8981\u975e\u5e38\u53ef\u6269\u5c55\u7684\u7b97\u6cd5\u3002\u81ea\u7136\u754c\u7684\u4f18\u5316\u4e00\u5b9a\u4e0d\u662f\u7528\u5168\u9762\u4f18\u5316\u7684\u65b9\u6cd5\uff0c\u800c\u662f\u7528\u975e\u5e38\u5c40\u90e8\u7684\u589e\u91cf\u4f18\u5316\u7684\u65b9\u6cd5\u3002<\/p>\n

\u6240\u4ee5\uff0c\u771f\u6b63\u7684\u667a\u80fd\u6240\u9700\u8981\u7684\u8ba1\u7b97\u5b9e\u9645\u4e0a\u662f\u975e\u5e38\u9ad8\u6548\u548c\u7b80\u6d01\u7684\uff0c\u6211\u4eec\u7684\u767d\u76d2\u7406\u8bba\u5c31\u662f\u8981\u544a\u8bc9\u5927\u5bb6\u4ec0\u4e48\u6837\u7684\u8ba1\u7b97\u662f\u667a\u80fd\u771f\u6b63\u9700\u8981\u7684\uff0c\u628a\u9ed1\u76d2\u7406\u8bba\u5f53\u4e2d\u4e0d\u5fc5\u8981\u7684\u5197\u4f59\u5168\u90e8\u820d\u53bb\u3002<\/p>\n

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AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u5728\u505a\u4e00\u4ef6\u86ee\u5927\u80c6\u7684\u4e8b\u60c5\uff0c\u8d54\u7387\u5f88\u9ad8\uff0c\u5982\u679c\u4e00\u65e6\u6210\u529f\u5c31\u4f1a\u76f4\u63a5\u63a8\u7ffb\u73b0\u6709\u7684\u6240\u6709\u5de5\u4f5c\u3002<\/p>\n

\u9a6c\u6bc5\uff1a\u6211\u89c9\u5f97\u5b66\u6821\u5c31\u5e94\u8be5\u505a\u8fd9\u79cd\u4e8b\u60c5\u3002\u7b2c\u4e00\uff0c\u6b63\u786e\u7406\u89e3\u6a21\u578b\u7684\u7406\u8bba\uff0c\u7406\u89e3\u6a21\u578b work \u7684\u539f\u56e0\u3001\u8fd8\u80fd\u6709\u54ea\u4e9b\u521b\u65b0\u7b49\u7b49\u3002\u7b2c\u4e8c\uff0c\u628a\u7406\u8bba\u7b80\u5316\u6216\u8005\u7edf\u4e00\uff0c\u628a\u73b0\u6709\u7684\u4e0d\u9ad8\u6548\u7684\u70b9\u505a\u6210\u4e00\u4e2a\u7ecf\u9a8c\u65b9\u6cd5\u7684\u5f52\u7eb3\u3002<\/p>\n

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\uff08\u96f7\u5cf0\u7f51\uff09<\/p>\n

\uff08\u96f7\u5cf0\u7f51(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span>\uff09<\/p>\n

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