{"id":36237,"date":"2025-01-08T05:00:10","date_gmt":"2025-01-07T21:00:10","guid":{"rendered":"https:\/\/17aitech.com\/?p=36237"},"modified":"2025-01-08T05:00:10","modified_gmt":"2025-01-07T21:00:10","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%98%af%e5%90%a6%e6%9c%89%e6%8e%a8%e7%90%86%e8%83%bd%e5%8a%9b%ef%bc%9fdeepmind%e6%95%b0%e6%9c%88%e5%89%8d%e7%9a%84%e8%ae%ba%e6%96%87%e8%ae%a9ai%e7%a4%be%e5%8c%ba%e5%90%b5","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36237","title":{"rendered":"\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1fDeepMind\u6570\u6708\u524d\u7684\u8bba\u6587\u8ba9AI\u793e\u533a\u5435\u8d77\u6765\u4e86"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1fDeepMind\u6570\u6708\u524d\u7684\u8bba\u6587\u8ba9AI\u793e\u533a\u5435\u8d77\u6765\u4e86<\/a><\/p>\n

\n
\n
\n

\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\uff0c\u968f\u7740 OpenAI o1 \u6a21\u578b\u7684\u63a8\u51fa\uff0c\u5173\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/mark>\u662f\u5426\u62e5\u6709\u63a8\u7406\u80fd\u529b\u7684\u8ba8\u8bba\u53c8\u591a\u4e86\u8d77\u6765\u3002\u6bd4\u5982\u82f9\u679c\u5728\u524d\u6bb5\u65f6\u95f4\u7684\u4e00\u7bc7\u8bba\u6587\u4e2d\u6307\u51fa\uff0c\u53ea\u8981\u7ed9\u6a21\u578b\u4e00\u4e9b\u5e72\u6270\uff0c\u6700\u806a\u660e\u7684\u6a21\u578b\u4e5f\u4f1a\u72af\u6700\u7b80\u5355\u7684\u9519\u8bef\uff08\u53c2\u89c1\u300a\u7ed9\u5c0f\u5b66\u6570\u5b66\u9898\u52a0\u53e5\u300c\u5e9f\u8bdd\u300d\uff0cOpenAI o1 \u5c31\u7ffb\u8f66\u4e86\uff0c\u82f9\u679c\u65b0\u8bba\u6587\u8d28\u7591 AI \u63a8\u7406\u80fd\u529b<\/a>\u300b\uff09\u3002\u8fd9\u79cd\u73b0\u8c61\u88ab\u5f52\u7ed3\u4e3a\u300c\u5f53\u524d\u7684 LLM \u65e0\u6cd5\u8fdb\u884c\u771f\u6b63\u7684\u903b\u8f91<\/mark>\u63a8\u7406\uff1b\u76f8\u53cd\uff0c\u5b83\u4eec\u8bd5\u56fe\u590d\u5236\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u89c2\u5bdf\u5230\u7684\u63a8\u7406\u6b65\u9aa4\u300d\u3002\u7136\u800c\uff0c\u4e8b\u5b9e\u771f\u7684\u662f\u8fd9\u6837\u5417\uff1f\u8c37\u6b4c DeepMind<\/mark> \u7684\u4e00\u7bc7\u8bba\u6587\u4f3c\u4e4e\u5f97\u51fa\u4e86\u76f8\u53cd\u7684\u7ed3\u8bba\u3002<\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n

<\/section>\n
\u6700\u8fd1\uff0cDeepMind<\/mark> \u4eca\u5e74 2 \u6708\u4efd\u7684\u4e00\u7bc7\u8bba\u6587\u5728\u793e\u4ea4\u5a92\u4f53\u4e0a\u6380\u8d77\u4e86\u4e00\u4e9b\u6ce2\u6f9c\u3002<\/section>\n
<\/a><\/section>\n
\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5173\u4e8e\u8be5\u8bba\u6587\u7684\u65e9\u671f\u62a5\u9053\u3002<\/sup><\/em><\/section>\n
<\/section>\n
\u8fd9\u7bc7\u8bba\u6587\u9898\u4e3a\u300cGrandmaster-Level Chess Without Search\u300d\u3002\u6587\u4e2d\u4ecb\u7ecd\u8bf4\uff0cDeepMind<\/mark> \u7684\u7814\u7a76\u8005\u8bad\u7ec3\u4e86\u4e00\u4e2a\u53c2\u6570<\/mark>\u91cf\u4e3a 2.7 \u4ebf\u7684 Transformer \u6a21\u578b\uff0c\u8fd9\u4e2a\u6a21\u578b\u65e0\u9700\u4f9d\u8d56\u590d\u6742\u7684\u641c\u7d22\u7b97\u6cd5\u6216\u542f\u53d1\u5f0f\u7b97\u6cd5\u5c31\u80fd\u8fbe\u5230\u300c\u7279\u7ea7\u5927\u5e08\uff08 Grandmaster-Level \uff09\u300d\u7684\u56fd\u9645\u8c61\u68cb\u6c34\u5e73\uff0c\u4f18\u4e8e AlphaZero<\/mark> \u7684\u7b56\u7565\u548c\u4ef7\u503c\u7f51\u7edc\uff08\u4e0d\u542b MCTS\uff09\u4ee5\u53ca GPT-3.5-turbo-instruct \u6a21\u578b\u3002<\/section>\n
<\/section>\n
\u8fd9\u4e00\u7ed3\u679c\u975e\u5e38\u6709\u8da3\uff0c\u4e5f\u5f88\u5bb9\u6613\u6fc0\u53d1\u60f3\u8c61\u529b\uff0c\u56e0\u4e3a\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u80fd\u8fbe\u5230\u8fd9\u4e2a\u7ea7\u522b\u7684\u8ba1\u7b97\u673a\u56fd\u9645\u8c61\u68cb\u7cfb\u7edf \u2014\u2014 \u65e0\u8bba\u662f\u5426\u57fa\u4e8e\u673a\u5668\u5b66\u4e60<\/mark> \u2014\u2014 \u90fd\u4f7f\u7528\u4e86\u641c\u7d22\u7ec4\u4ef6<\/strong>\u3002\u800c\u00a0DeepMind<\/mark> \u6a21\u578b\u4e0d\u4f9d\u8d56\u641c\u7d22\u4f3c\u4e4e\u5c31\u80fd\u8fbe\u5230\u5982\u6b64\u5f3a\u5927\u7684\u4e0b\u68cb\u6c34\u5e73<\/strong>\u3002<\/section>\n
<\/section>\n
\u5f88\u591a\u4eba\u5c06\u5176\u89e3\u8bfb\u4e3a\uff1a\u8fd9\u8868\u660e Transformer \u4e0d\u662f\u7b80\u5355\u7684\u300c\u968f\u673a\u9e66\u9e49\u300d\uff0c\u800c\u662f\u5177\u6709\u4e00\u5b9a\u7684\u63a8\u7406\u548c\u89c4\u5212<\/mark>\u80fd\u529b\u3002\u5c31\u8fde\u8be5\u8bba\u6587\u7684\u4f5c\u8005\u4e5f\u5728\u300c\u7ed3\u8bba\u300d\u90e8\u5206\u5199\u9053\uff1a\u300c\u6211\u4eec\u7684\u5de5\u4f5c\u4e3a\u5feb\u901f\u589e\u957f\u7684\u6587\u732e\u589e\u6dfb\u4e86\u65b0\u7684\u5185\u5bb9\uff0c\u8fd9\u4e9b\u6587\u732e\u8868\u660e\uff0c\u590d\u6742\u800c\u7cbe\u5bc6\u7684\u7b97\u6cd5\u53ef\u4ee5\u88ab\u84b8\u998f\u4e3a\u524d\u9988 transformer\uff0c\u8fd9\u610f\u5473\u7740\u4e00\u79cd\u8303\u5f0f\u7684\u8f6c\u53d8\uff0c\u5373\u4ece\u5c06\u5927\u578b transformer \u89c6\u4e3a\u5355\u7eaf\u7684\u7edf\u8ba1\u6a21\u5f0f\u8bc6\u522b\u5668\uff0c\u8f6c\u53d8\u4e3a\u5c06\u5176\u89c6\u4e3a\u901a\u7528\u7b97\u6cd5\u8fd1\u4f3c\u7684\u5f3a\u5927\u6280\u672f\u3002\u300d<\/section>\n
<\/a><\/section>\n
\u4e0d\u8fc7\uff0c\u8fd9\u79cd\u89e3\u8bfb\u4e5f\u5f15\u6765\u4e86\u4e00\u4e9b\u4e89\u8bae\u3002\u6bd4\u5982\uff0cMeta FAIR \u7814\u7a76\u79d1\u5b66\u5bb6\u4e3b\u4efb\u7530\u6e0a\u680b<\/mark>\u6307\u51fa\uff0c\u8bba\u6587\u91c7\u7528\u7684\u8bc4\u4f30\u65b9\u6cd5 \u2014\u2014\u300cblitz\u300d\u53ef\u80fd\u5b58\u5728\u4e00\u4e9b\u5c40\u9650\u3002\u300cblitz\u300d\u5b57\u9762\u610f\u601d\u662f\u95ea\u7535\u6218\uff0c\u5728\u56fd\u9645\u8c61\u68cb\u4e2d\u6307\u8d85\u5feb\u68cb\u3002\u5728\u8fd9\u79cd\u68cb\u8d5b\u4e2d\uff0c\u5bf9\u5c40\u6bcf\u65b9\u4ec5\u6709\u51e0\u5206\u949f\u7684\u65f6\u95f4\u601d\u8003\uff0c\u73a9\u5bb6\u5f80\u5f80\u4f9d\u8d56\u76f4\u89c9\u800c\u975e\u6df1\u5165\u7684\u641c\u7d22\u548c\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u3002\u6b64\u5916\uff0c\u6a21\u578b\u4e0e\u673a\u5668\u4eba\u5bf9\u5f08\u65f6\u7684\u5206\u6570\u6bd4\u4e0e\u4eba\u7c7b\u5bf9\u5f08\u65f6\u7684\u5206\u6570\u8981\u4f4e\u3002\u7530\u6e0a\u680b<\/mark>\u8ba4\u4e3a\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a\u4eba\u7c7b\u5728\u6709\u9650\u7684\u65f6\u95f4\u5185\u53ef\u80fd\u6ca1\u6709\u673a\u5668\u4eba\u90a3\u4e48\u64c5\u957f\u53d1\u73b0\u6218\u672f\u4e0a\u7684\u5931\u8bef\u3002\u6240\u4ee5\uff0c\u8fd9\u79cd\u6bd4\u8d5b\u53ef\u80fd\u5e76\u4e0d\u8db3\u4ee5\u7528\u6765\u6d4b\u8bd5\u6a21\u578b\u662f\u5426\u62e5\u6709\u63a8\u7406\u80fd\u529b\u3002<\/section>\n
<\/a><\/section>\n
\u4e00\u5411\u559c\u6b22\u5531\u53cd\u8c03\u7684\u7ebd\u7ea6\u5927\u5b66\u6559\u6388 Gary Marcus \u8fd9\u6b21\u4e5f\u6ca1\u6709\u7f3a\u5e2d\uff0c\u4ed6\u4e5f\u8ba4\u4e3a\u8bba\u6587\u7684\u7ed3\u8bba\u88ab\u5938\u5927\u4e86\uff0c\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u5b58\u5728\u4e25\u91cd\u95ee\u9898\u3002<\/section>\n
<\/a><\/section>\n
\u5176\u5b9e\uff0c\u5728\u4eca\u5e74 2 \u6708\u4efd\u8bba\u6587\u521a\u51fa\u6765\u7684\u65f6\u5019\uff0c\u5c31\u6709\u4e00\u4e9b\u7814\u7a76\u8005\u5199\u8fc7\u5173\u4e8e\u8be5\u8bba\u6587\u7684\u8d28\u7591\u6587\u7ae0\uff0c\u6709\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u70b9\u5f00\u9605\u8bfb\u3002<\/section>\n
<\/a><\/section>\n
\u535a\u5ba2\u94fe\u63a5\uff1ahttps:\/\/arjunpanickssery.substack.com\/p\/skepticism-about-deepminds-grandmaster<\/section>\n
<\/a><\/section>\n
\u535a\u5ba2\u94fe\u63a5\uff1ahttps:\/\/gist.github.com\/yoavg\/8b98bbd70eb187cf1852b3485b8cda4f#user-content-fnref-3-b6ec0872d32c5df9324eccad8269953b<\/section>\n
<\/section>\n
\u8bba\u6587\u6982\u89c8<\/strong><\/section>\n
<\/section>\n
\u4eba\u5de5\u667a\u80fd<\/mark>\u6700\u5177\u6807\u5fd7\u6027\u7684\u6210\u529f\u4e4b\u4e00\u662f IBM<\/mark> \u7684\u6df1\u84dd\uff08Deep Blue\uff09\u5728 1997 \u5e74\u51fb\u8d25\u4e86\u56fd\u9645\u8c61\u68cb\u51a0\u519b Garry Kasparov\u3002\u4eba\u4eec\u666e\u904d\u8ba4\u4e3a\uff0c\u8fd9\u8bc1\u660e\u4e86\u673a\u5668\u80fd\u591f\u5728\u9700\u8981\u590d\u6742\u7406\u6027\u63a8\u7406\u548c\u6218\u7565\u89c4\u5212<\/mark>\u7684\u667a\u529b\u9886\u57df\u4e2d\u8d85\u8d8a\u4eba\u7c7b \u2014\u2014 \u800c\u8fd9\u4e9b\u667a\u529b\u9886\u57df\u4e00\u76f4\u88ab\u8ba4\u4e3a\u53ea\u6709\u4eba\u7c7b\u624d\u80fd\u6d89\u8db3\u3002<\/section>\n
<\/section>\n
\u6df1\u84dd\u662f\u4e00\u4e2a\u4e13\u5bb6\u7cfb\u7edf<\/mark>\uff0c\u5b83\u7ed3\u5408\u4e86\u5e7f\u6cdb\u7684\u8c61\u68cb\u77e5\u8bc6\u548c\u542f\u53d1\u5f0f\u89c4\u5219\u4ee5\u53ca\u5f3a\u5927\u7684\u6811\u641c\u7d22\u7b97\u6cd5\uff08alpha-beta \u526a\u679d<\/mark>\uff09\u3002\u51e0\u4e4e\u6240\u6709\u5f53\u4ee3\u4e14\u66f4\u5f3a\u5927\u7684\u8c61\u68cb\u5f15\u64ce\u90fd\u9075\u5faa\u7c7b\u4f3c\u7684\u6a21\u5f0f\uff0c\u76ee\u524d\u4e16\u754c\u4e0a\u6700\u5f3a\u5927\u7684\uff08\u516c\u5f00\u53ef\u7528\u7684\uff09\u5f15\u64ce\u662f Stockfish 16\u3002<\/section>\n
<\/section>\n
\u503c\u5f97\u6ce8\u610f\u7684\u4f8b\u5916\u662f DeepMind<\/mark> \u7684 AlphaZero<\/mark>\uff0c\u4ee5\u53ca\u5b83\u7684\u5f00\u6e90\u590d\u5236\u54c1 Leela Chess Zero\uff08\u5b83\u76ee\u524d\u5728\u8c61\u68cb\u7535\u8111\u6bd4\u8d5b\u4e2d\u7ecf\u5e38\u6392\u540d\u7b2c\u4e8c\uff09\uff0c\u5b83\u4eec\u4f7f\u7528\u641c\u7d22\u548c\u81ea\u5b66\u7684\u542f\u53d1\u5f0f\u89c4\u5219\uff0c\u4f46\u4e0d\u4f9d\u8d56\u4eba\u7c7b\u7684\u8c61\u68cb\u77e5\u8bc6\u3002<\/section>\n
<\/section>\n
\u6700\u8fd1\uff0c\u4eba\u5de5\u667a\u80fd<\/mark>\u7cfb\u7edf\u5728\u6269\u5c55\u65b9\u9762\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u8fd9\u4f7f\u5176\u5728\u8ba4\u77e5\u9886\u57df\u53d6\u5f97\u4e86\u5de8\u5927\u8fdb\u6b65\uff0c\u800c\u8fd9\u4e9b\u9886\u57df\u5bf9\u4e8e\u50cf\u300c\u6df1\u84dd\u300d\u8fd9\u6837\u7684\u65e9\u671f\u7cfb\u7edf\u6765\u8bf4\u4ecd\u7136\u5177\u6709\u6311\u6218\u6027\u3002\u63a8\u52a8\u8fd9\u4e00\u8fdb\u6b65\u7684\u662f\u901a\u7528\u6280\u672f\uff0c\u7279\u522b\u662f\u5728\u4e13\u5bb6\u6570\u636e\u4e0a\u8fdb\u884c\uff08\u81ea\uff09\u76d1\u7763\u8bad\u7ec3\uff0c\u5e76\u5927\u89c4\u6a21\u5e94\u7528\u57fa\u4e8e\u6ce8\u610f\u529b\u7684\u67b6\u6784\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u8005\u4eec\u5f00\u53d1\u51fa\u4e86\u5177\u6709\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u8ba4\u77e5\u80fd\u529b\u7684 LLM\uff0c\u5982 OpenAI \u7684 GPT \u7cfb\u5217\u3001LLaMA \u6a21\u578b\u7cfb\u5217\u6216\u8c37\u6b4c DeepMind<\/mark> \u7684 Chinchilla \u548c Gemini\u3002<\/section>\n
<\/section>\n
\u7136\u800c\uff0c\u76ee\u524d\u8fd8\u4e0d\u6e05\u695a\u540c\u6837\u7684\u6280\u672f\u662f\u5426\u9002\u7528\u4e8e\u56fd\u9645\u8c61\u68cb\u8fd9\u6837\u7684\u9886\u57df\uff0c\u56e0\u4e3a\u5728\u8fd9\u4e00\u9886\u57df\uff0c\u6210\u529f\u7684\u7b56\u7565\u901a\u5e38\u4f9d\u8d56\u4e8e\u590d\u6742\u7684\u7b97\u6cd5\u63a8\u7406\uff08\u641c\u7d22\u3001\u52a8\u6001\u89c4\u5212<\/mark>\uff09\u548c\u590d\u6742\u7684\u542f\u53d1\u5f0f\u89c4\u5219\u3002\u56e0\u6b64\uff0c\u672c\u6587\u7684\u4e3b\u8981\u95ee\u9898\u662f\uff1a\u662f\u5426\u6709\u53ef\u80fd\u5229\u7528\u76d1\u7763\u5b66\u4e60<\/mark>\u6765\u83b7\u5f97\u4e00\u79cd\u56fd\u9645\u8c61\u68cb\u7b56\u7565\uff0c\u8fd9\u79cd\u7b56\u7565\u80fd\u5f88\u597d\u5730\u6cdb\u5316\u5230\u65b0\u68cb\u5c40\uff0c\u800c\u4e0d\u9700\u8981\u663e\u5f0f\u641c\u7d22\uff1f<\/section>\n
<\/section>\n
\u4e3a\u4e86\u7814\u7a76\u8fd9\u4e00\u95ee\u9898\uff0c\u4f5c\u8005\u5c06\u5927\u89c4\u6a21\u901a\u7528\u76d1\u7763\u8bad\u7ec3\u7684\u6210\u529f\u79d8\u8bc0\u5e94\u7528\u4e8e\u56fd\u9645\u8c61\u68cb\uff08\u89c1\u56fe 1\uff09\u3002<\/section>\n
<\/a><\/section>\n
\u4f5c\u8005\u4f7f\u7528\u57fa\u4e8e\u6ce8\u610f\u529b\u7684\u6807\u51c6\u67b6\u6784\u548c\u6807\u51c6\u76d1\u7763\u8bad\u7ec3\u534f\u8bae\u6765\u5b66\u4e60\u9884\u6d4b\u68cb\u76d8\u7684\u52a8\u4f5c – \u503c\uff08action-value\uff0c\u5bf9\u5e94\u80dc\u7387\uff09\u3002\u56e0\u6b64\uff0c\u7531\u6b64\u4ea7\u751f\u7684\u56fd\u9645\u8c61\u68cb\u7b56\u7565\u7684\u5f3a\u5ea6\u5b8c\u5168\u53d6\u51b3\u4e8e\u5e95\u5c42\u884c\u52a8\u503c\u9884\u6d4b\u5668\u7684\u5f3a\u5ea6\u3002<\/section>\n
<\/section>\n
\u4e3a\u4e86\u83b7\u5f97\u5927\u91cf\u300c\u771f\u5b9e\u300d\u52a8\u4f5c – \u503c\u7684\u6570\u636e\u5e93<\/mark>\uff0c\u4f5c\u8005\u4f7f\u7528 Stockfish 16 \u4f5c\u4e3a\u9884\u8a00\u673a\uff0c\u5bf9\u6570\u767e\u4e07\u4e2a\u68cb\u76d8\u72b6\u6001\u8fdb\u884c\u6ce8\u91ca\uff0c\u8fd9\u4e9b\u68cb\u76d8\u72b6\u6001\u6765\u81ea lichess.org \u4e0a\u968f\u673a\u62bd\u53d6\u7684\u4eba\u7c7b\u5bf9\u5f08\u68cb\u5c40\u3002\u6b63\u5982\u8bba\u6587\u4e2d\u5c55\u793a\u7684\u90a3\u6837\uff0c\u8fd9\u5c06\u4ea7\u751f\u4e00\u4e2a\u5f3a\u5927\u7684\u7279\u7ea7\u5927\u5e08\u7ea7\u56fd\u9645\u8c61\u68cb\u7b56\u7565\uff08\u5728 Lichess \u5e73\u53f0\u4e0a\u7684\u95ea\u51fb\u6218\u4e2d\uff0c\u8be5\u6a21\u578b\u5bf9\u9635\u4eba\u7c7b\u73a9\u5bb6\u7684 Elo \u8bc4\u5206\u4e3a 2895 \u5206\uff09\u3002\u8be5\u7b56\u7565\u7531\u4e00\u4e2a\u5f53\u4ee3 transformer \u9a71\u52a8\uff0c\u65e0\u9700\u4efb\u4f55\u663e\u5f0f\u641c\u7d22\u5373\u53ef\u9884\u6d4b\u52a8\u4f5c – \u503c\u3002\u8be5\u7b56\u7565\u4f18\u4e8e GPT-3.5- turbo-instruct\uff08\u4e5f\u4f18\u4e8e GPT-4\uff09\u548c AlphaZero<\/mark> \u7684\u7b56\u7565\u548c\u4ef7\u503c\u7f51\u7edc\uff0c\u540e\u8005\u7684 Elo \u8bc4\u5206\u5206\u522b\u4e3a 1755\u30011620 \u548c 1853\u3002<\/section>\n
<\/section>\n
\u56e0\u6b64\uff0c\u8fd9\u9879\u5de5\u4f5c\u8868\u660e\uff0c\u901a\u8fc7\u6807\u51c6\u76d1\u7763\u5b66\u4e60<\/mark>\uff0c\u6709\u53ef\u80fd\u5728\u8db3\u591f\u5927\u7684\u89c4\u6a21\u4e0a\u5c06 Stockfish 16 \u7684\u826f\u597d\u8fd1\u4f3c\u503c\u84b8\u998f\u5230\u524d\u9988\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e2d \u2014\u2014 \u6b63\u5982 1921 \u5e74\u81f3 1927 \u5e74\u56fd\u9645\u8c61\u68cb\u4e16\u754c\u51a0\u519b Jos\u00e9 Ra\u00fal Capablanca \u6240\u8a00\uff1a\u300c\u6211\u53ea\u770b\u5230\u524d\u9762\u7684\u4e00\u6b65\u68cb\uff0c\u4f46\u5b83\u603b\u662f\u6b63\u786e\u7684\u4e00\u6b65\u300d\u3002<\/section>\n
<\/a><\/section>\n
\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2402.04494<\/section>\n
<\/section>\n
\u65b9\u6cd5\u4ecb\u7ecd<\/strong><\/section>\n
<\/section>\n
\u6570\u636e\u3002\u4e3a\u4e86\u6784\u5efa\u6570\u636e\u96c6\uff0c\u4f5c\u8005\u4ece 2023 \u5e74 2 \u6708\u5f00\u59cb\u5728 Lichess (lichess.org) \u4e0b\u8f7d\u4e86 1000 \u4e07\u573a\u6e38\u620f\u3002\u5e76\u4ece\u8fd9\u4e9b\u6e38\u620f\u4e2d\u63d0\u53d6\u6240\u6709\u68cb\u76d8\u72b6\u6001 s\uff0c\u5e76\u4f7f\u7528 Stockfish 16 \u4f30\u8ba1\u6bcf\u4e2a\u72b6\u6001\u7684\u72b6\u6001\u503c<\/a>\uff0c\u65f6\u95f4\u9650\u5236\u4e3a\u6bcf\u5c40 50 \u6beb\u79d2\u3002<\/section>\n
<\/section>\n
\u65b9\u6cd5\u3002\u5bf9\u4e8e\u9884\u6d4b\u5668\uff0c\u4f5c\u8005\u4f7f\u7528\u4ec5\u6709\u89e3\u7801\u5668\u7684 transformer \u4f5c\u4e3a\u4e3b\u5e72\u6765\u53c2\u6570<\/mark>\u5316\u79bb\u6563\u6982\u7387\u5206\u5e03<\/mark>\uff0c\u5e76\u5bf9 transformer \u7684\u8f93\u51fa\u5e94\u7528 log-softmax \u5c42\u8fdb\u884c\u5f52\u4e00\u5316\u3002\u56e0\u6b64\uff0c\u6a21\u578b\u8f93\u51fa\u5bf9\u6570\u6982\u7387\u3002<\/section>\n
<\/section>\n
\u5728\u52a8\u4f5c – \u503c\u9884\u6d4b\u4e2d\uff0c\u4e0a\u4e0b\u6587\u5927\u5c0f\u4e3a 79\uff0c\u800c\u5728\u72b6\u6001 – \u503c\u9884\u6d4b\u548c\u884c\u4e3a\u514b\u9686\u4e2d\uff0c\u4e0a\u4e0b\u6587\u5927\u5c0f\u4e3a 78\u3002\u5bf9\u4e8e\u52a8\u4f5c\u548c\u72b6\u6001 – \u503c\u9884\u6d4b\uff0c\u8f93\u51fa\u5927\u5c0f\u4e3a \ud835\udc3e\uff0c\u5bf9\u4e8e\u884c\u4e3a\u514b\u9686\uff0c\u8f93\u51fa\u5927\u5c0f\u4e3a 1968\uff08\u6240\u6709\u53ef\u80fd\u5408\u6cd5\u52a8\u4f5c\u7684\u6570\u91cf\uff09\u3002\u4e4b\u540e\u4f5c\u8005\u4f7f\u7528\u5b66\u4e60\u5230\u7684\u4f4d\u7f6e\u7f16\u7801\uff0c\u4ece\u800c\u4fdd\u6301\u8f93\u5165\u5e8f\u5217\u7684\u957f\u5ea6\u662f\u6052\u5b9a\u7684\u3002\u6700\u5927\u7684\u6a21\u578b\u5927\u7ea6\u6709 2.7 \u4ebf\u4e2a\u53c2\u6570<\/mark>\u3002<\/section>\n
<\/section>\n
Token \u5316\u3002\u68cb\u76d8\u72b6\u6001\ud835\udc60\u88ab\u7f16\u7801\u4e3a FEN \u5b57\u7b26\u4e32\uff0c\u4f5c\u8005\u5c06\u5176\u8f6c\u6362\u4e3a\u56fa\u5b9a\u957f\u5ea6\u4e3a 77 \u4e2a\u5b57\u7b26\u7684\u5b57\u7b26\u4e32\uff0c\u5176\u4e2d\u6bcf\u4e2a\u5b57\u7b26\u7684 ASCII \u7801\u5373\u4e3a\u4e00\u4e2a token\u3002FEN \u5b57\u7b26\u4e32\u63cf\u8ff0\u4e86\u68cb\u76d8\u4e0a\u6240\u6709\u68cb\u5b50\u7684\u4f4d\u7f6e\u3001\u5f53\u524d\u8f6e\u5230\u54ea\u65b9\u3001\u53cc\u65b9\u73a9\u5bb6\u7684\u6613\u4f4d\u3001\u534a\u6b65\u8ba1\u65f6\u5668\u548c\u5168\u6b65\u8ba1\u6570\u5668\u3002<\/section>\n
<\/section>\n
\u4f5c\u8005\u91c7\u7528 FEN \u5b57\u7b26\u4e32\u4e2d\u4efb\u4f55\u53ef\u53d8\u957f\u5ea6\u7684\u5b57\u6bb5\uff0c\u5728\u5fc5\u8981\u65f6\u7528\u586b\u5145\u7684\u65b9\u6cd5\uff0c\u5c06\u5176\u8f6c\u6362\u4e3a\u56fa\u5b9a\u957f\u5ea6\u7684\u5b50\u5b57\u7b26\u4e32\u3002\u5bf9\u4e8e\u52a8\u4f5c\uff0c\u4f5c\u8005\u4ee5 UCI \u8868\u793a\u6cd5\u5b58\u50a8\u52a8\u4f5c\u3002\u4e3a\u4e86\u5bf9\u5176\u8fdb\u884c Token \u5316\uff0c\u4f5c\u8005\u786e\u5b9a\u4e86\u6240\u6709\u53ef\u80fd\u7684\u5408\u6cd5\u52a8\u4f5c\u603b\u5171\u6709 1968 \u4e2a\uff0c\u6309\u5b57\u6bcd\u6570\u5b57\u987a\u5e8f\uff08\u533a\u5206\u5927\u5c0f\u5199\uff09\u6392\u5e8f\uff0c\u5e76\u53d6\u52a8\u4f5c\u7684\u7d22\u5f15\u4f5c\u4e3a token\uff0c\u8fd9\u610f\u5473\u7740\u52a8\u4f5c\u662f\u7531\u5355\u4e00 token \u63cf\u8ff0\u7684\u3002\u00a0<\/section>\n
<\/section>\n
\u9884\u6d4b\u5668\u534f\u8bae<\/strong><\/section>\n
<\/section>\n
\u9884\u6d4b\u5668\u662f\u79bb\u6563\u5206\u5e03\u7684\uff0c\u6839\u636e\u9884\u6d4b\u76ee\u6807\uff0c\u4f5c\u8005\u5c06\u4efb\u52a1\u5206\u6210\u4e09\u7c7b\uff08\u53c2\u89c1\u4e0a\u56fe 1\uff09\uff1a\u52a8\u4f5c – \u503c\u9884\u6d4b (AV\uff0c Action-value ) \u3001 \u72b6\u6001 – \u503c\u9884\u6d4b (SV\uff0c State-value ) \u4ee5\u53ca\u884c\u4e3a\u514b\u9686 (BC\uff0c Behavioral cloning )\u3002<\/section>\n
<\/section>\n
\u57fa\u51c6<\/mark><\/strong><\/section>\n
<\/section>\n
\u4f5c\u8005\u5c06\u672c\u65b9\u6cd5\u4e0e Stockfish 16\u3001AlphaZero<\/mark> \u7684\u4e09\u79cd\u53d8\u4f53\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u4f46\u5e76\u6ca1\u6709\u548c GPT-4 \u8fdb\u884c\u6bd4\u8f83\uff0c\u56e0\u4e3a\u4ed6\u4eec\u53d1\u73b0 GPT-4 \u5f88\u96be\u5728\u4e0d\u505a\u51fa\u975e\u6cd5\u52a8\u4f5c\u7684\u60c5\u51b5\u4e0b\u73a9\u5b8c\u6574\u4e2a\u6e38\u620f\u3002<\/section>\n
<\/section>\n
\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n
<\/section>\n
\u8868 1 \u4e3b\u8981\u8bc4\u4f30\u4e86\u5177\u6709 9M\u3001136M \u548c 270M \u53c2\u6570<\/mark>\u7684\u4e09\u4e2a Transformer \u6a21\u578b\u3002\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u4e09\u4e2a\u6a21\u578b\u90fd\u8868\u73b0\u51fa\u5bf9\u65b0\u68cb\u76d8\u7684\u975e\u51e1\u6cdb\u5316\u80fd\u529b\uff0c\u5e76\u4e14\u53ef\u4ee5\u6210\u529f\u89e3\u51b3\u5927\u90e8\u5206\u8c1c\u9898\u3002<\/section>\n
<\/section>\n
\u5728\u6240\u6709\u6307\u6807\u4e2d\uff0c\u62e5\u6709\u66f4\u5927\u7684\u6a21\u578b\u53ef\u4ee5\u6301\u7eed\u63d0\u9ad8\u5f97\u5206\uff0c\u8fd9\u8bc1\u5b9e\u4e86\u6a21\u578b\u89c4\u6a21\u5bf9\u4e8e\u56fd\u9645\u8c61\u68cb\u8868\u73b0\u81f3\u5173\u91cd\u8981\u3002\u6700\u5927\u7684\u6a21\u578b\u5728\u4e0e\u4eba\u7c7b\u73a9\u5bb6\u7684\u6bd4\u8d5b\u4e2d\u53d6\u5f97\u4e86 2895 Elo\uff0c\u8fbe\u5230\u5927\u5e08\u7ea7\u522b\u3002<\/section>\n
<\/a><\/section>\n
\u56fe 2 \u4e2d\u4f5c\u8005\u5c06 270M \u53c2\u6570<\/mark>\u6a21\u578b\u4e0e Stockfish 16\u3001GPT-3.5-turbo-instruct \u548c AlphaZero<\/mark> \u4ef7\u503c\u7f51\u7edc\u7684\u6027\u80fd\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u5b9e\u9a8c\u4e2d\u4f7f\u7528\u4e86 10k \u4e2a\u8c1c\u9898\u7684\u5927\u578b\u8c1c\u9898\u96c6\u8fdb\u884c\u5b9e\u9a8c\u3002<\/section>\n
<\/section>\n
Stockfish 16 \u5728\u6240\u6709\u96be\u5ea6\u7c7b\u522b\u4e2d\u8868\u73b0\u6700\u4f73\uff0c\u5176\u6b21\u662f\u672c\u6587\u7684 270M \u6a21\u578b\u3002<\/section>\n
<\/section>\n
\u4f5c\u8005\u5f3a\u8c03\uff0c\u89e3\u51b3\u8c1c\u9898\u9700\u8981\u6b63\u786e\u7684\u79fb\u52a8\u987a\u5e8f\uff0c\u5e76\u4e14\u7531\u4e8e\u672c\u6587\u7684\u7b56\u7565\u65e0\u6cd5\u660e\u786e\u63d0\u524d\u89c4\u5212<\/mark>\uff0c\u56e0\u6b64\u89e3\u51b3\u8c1c\u9898\u5e8f\u5217\u5b8c\u5168\u4f9d\u8d56\u4e8e\u826f\u597d\u7684\u503c\u4f30\u8ba1\u3002<\/section>\n
<\/a><\/section>\n
\u56fe 3 \u5c55\u793a\u4e86\u5bf9\u6570\u636e\u96c6\u548c\u6a21\u578b\u5927\u5c0f\u8fdb\u884c\u6269\u5c55\u7684\u5206\u6790\u3002<\/section>\n
<\/section>\n
\u5bf9\u4e8e\u8f83\u5c0f\u7684\u8bad\u7ec3\u96c6\u5927\u5c0f\uff0810k \u4e2a\u6e38\u620f\uff09\uff0c\u8f83\u5927\u7684\u67b6\u6784\uff08\u2265 7M\uff09\u968f\u7740\u8bad\u7ec3\u7684\u8fdb\u884c\u5f00\u59cb\u8fc7\u5ea6\u62df\u5408\u3002<\/section>\n
<\/section>\n
\u5f53\u6570\u636e\u96c6\u5927\u5c0f\u589e\u52a0\u5230 100k \u548c 1M \u573a\u6e38\u620f\u65f6\uff0c\u8fd9\u79cd\u5f71\u54cd\u4f1a\u6d88\u5931\u3002<\/section>\n
<\/section>\n
\u7ed3\u679c\u8fd8\u8868\u660e\uff0c\u968f\u7740\u6570\u636e\u96c6\u5927\u5c0f\u7684\u589e\u52a0\uff0c\u6a21\u578b\u7684\u6700\u7ec8\u51c6\u786e\u7387<\/mark>\u4f1a\u63d0\u9ad8\uff08\u5728\u6a21\u578b\u5927\u5c0f\u4e4b\u95f4\u4fdd\u6301\u4e00\u81f4\uff09\u3002\u540c\u6837\uff0c\u4f5c\u8005\u89c2\u5bdf\u5230\u67b6\u6784\u5927\u5c0f\u589e\u52a0\u7684\u603b\u4f53\u8d8b\u52bf\u662f\u65e0\u8bba\u6570\u636e\u96c6\u5927\u5c0f\u5982\u4f55\uff0c\u6574\u4f53\u6027\u80fd\u90fd\u4f1a\u63d0\u9ad8\u3002<\/section>\n
<\/a><\/section>\n
\u901a\u8fc7\u4e0b\u8868 2 \u53ef\u4ee5\u5f97\u51fa\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/section>\n
<\/section>\n
\u52a8\u4f5c – \u503c\u9884\u6d4b\u5668\u5728\u52a8\u4f5c\u6392\u540d\u3001\u52a8\u4f5c\u51c6\u786e\u7387<\/mark>\u548c\u8c1c\u9898\u51c6\u786e\u7387<\/mark>\u65b9\u9762\u66f4\u80dc\u4e00\u7b79\u3002<\/section>\n
<\/section>\n
\u6a21\u578b\u7684\u6027\u80fd\u968f\u7740\u6df1\u5ea6\u7684\u589e\u52a0\u800c\u589e\u52a0\uff0c\u4f46\u4f3c\u4e4e\u5728 8 \u5c42\u5de6\u53f3\u8fbe\u5230\u9971\u548c\uff0c\u8fd9\u8868\u660e\u6df1\u5ea6\u5f88\u91cd\u8981\uff0c\u4f46\u4e0d\u80fd\u8d85\u8fc7\u67d0\u4e2a\u70b9\u3002<\/section>\n
<\/a><\/section>\n

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1fDeepMind\u6570\u6708\u524d\u7684\u8bba\u6587\u8ba9AI\u793e\u533a\u5435\u8d77\u6765\u4e86<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1f […]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[68,55],"class_list":["post-36237","post","type-post","status-publish","format-standard","hentry","category-news","tag-68","tag-55"],"yoast_head":"\n\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1fDeepMind\u6570\u6708\u524d\u7684\u8bba\u6587\u8ba9AI\u793e\u533a\u5435\u8d77\u6765\u4e86 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=36237\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36237#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36237\"},\"author\":{\"name\":\"AI\u5c0f\u52a9\u624b\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"headline\":\"\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1fDeepMind\u6570\u6708\u524d\u7684\u8bba\u6587\u8ba9AI\u793e\u533a\u5435\u8d77\u6765\u4e86\",\"datePublished\":\"2025-01-07T21:00:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36237\"},\"wordCount\":158,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36237#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/10\\\/frc-3445c6cd89ce3096702b930cf3af28f6.png\",\"keywords\":[\"\u5927\u6a21\u578b\",\"\u673a\u5668\u5b66\u4e60\"],\"articleSection\":[\"\u884c\u4e1a\u8d44\u8baf\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=36237#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36237\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?p=36237\",\"name\":\"\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1fDeepMind\u6570\u6708\u524d\u7684\u8bba\u6587\u8ba9AI\u793e\u533a\u5435\u8d77\u6765\u4e86 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36237#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36237#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/10\\\/frc-3445c6cd89ce3096702b930cf3af28f6.png\",\"datePublished\":\"2025-01-07T21:00:10+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36237#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=36237\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36237#primaryimage\",\"url\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/10\\\/frc-3445c6cd89ce3096702b930cf3af28f6.png\",\"contentUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/10\\\/frc-3445c6cd89ce3096702b930cf3af28f6.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36237#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\\\/\\\/17aitech.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1fDeepMind\u6570\u6708\u524d\u7684\u8bba\u6587\u8ba9AI\u793e\u533a\u5435\u8d77\u6765\u4e86\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\",\"url\":\"https:\\\/\\\/17aitech.com\\\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/17aitech.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"url\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"contentUrl\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1fDeepMind\u6570\u6708\u524d\u7684\u8bba\u6587\u8ba9AI\u793e\u533a\u5435\u8d77\u6765\u4e86 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=36237","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/17aitech.com\/?p=36237#article","isPartOf":{"@id":"https:\/\/17aitech.com\/?p=36237"},"author":{"name":"AI\u5c0f\u52a9\u624b","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"headline":"\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1fDeepMind\u6570\u6708\u524d\u7684\u8bba\u6587\u8ba9AI\u793e\u533a\u5435\u8d77\u6765\u4e86","datePublished":"2025-01-07T21:00:10+00:00","mainEntityOfPage":{"@id":"https:\/\/17aitech.com\/?p=36237"},"wordCount":158,"commentCount":0,"image":{"@id":"https:\/\/17aitech.com\/?p=36237#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3445c6cd89ce3096702b930cf3af28f6.png","keywords":["\u5927\u6a21\u578b","\u673a\u5668\u5b66\u4e60"],"articleSection":["\u884c\u4e1a\u8d44\u8baf"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/17aitech.com\/?p=36237#respond"]}]},{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=36237","url":"https:\/\/17aitech.com\/?p=36237","name":"\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1fDeepMind\u6570\u6708\u524d\u7684\u8bba\u6587\u8ba9AI\u793e\u533a\u5435\u8d77\u6765\u4e86 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=36237#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=36237#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3445c6cd89ce3096702b930cf3af28f6.png","datePublished":"2025-01-07T21:00:10+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=36237#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=36237"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=36237#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3445c6cd89ce3096702b930cf3af28f6.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3445c6cd89ce3096702b930cf3af28f6.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=36237#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u5927\u6a21\u578b\u662f\u5426\u6709\u63a8\u7406\u80fd\u529b\uff1fDeepMind\u6570\u6708\u524d\u7684\u8bba\u6587\u8ba9AI\u793e\u533a\u5435\u8d77\u6765\u4e86"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36237","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=36237"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36237\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=36237"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=36237"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=36237"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}