{"id":50651,"date":"2024-05-31T10:51:07","date_gmt":"2024-05-31T02:51:07","guid":{"rendered":"https:\/\/swarma.org\/?p=50651"},"modified":"2024-05-31T10:51:07","modified_gmt":"2024-05-31T02:51:07","slug":"scaling-law%e7%9a%84%e6%9c%89%e8%b6%a3%e6%96%b0%e8%bf%9b%e5%b1%95","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=50651","title":{"rendered":"Scaling Law\u7684\u6709\u8da3\u65b0\u8fdb\u5c55"},"content":{"rendered":"
\n
\n
\n
\n

<\/p>\n<\/section>\n

\n
\n
\n
\n
\n
\n

<\/section>\n<\/section>\n
\n
\n

\u5bfc\u8bed<\/strong><\/p>\n<\/section>\n<\/section>\n

\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
\n
\u4e00\u7bc7\u6700\u65b0\u6765\u81ea\u65af\u5766\u798f\u548c\u591a\u4f26\u591a\u5927\u5b66\u7684\u8bba\u6587\u63d0\u51fa\u4e86\u89c2\u5bdf\u7f29\u653e\u5b9a\u5f8b\uff0c\u627e\u5230\u4e86\u590d\u6742\u7f29\u653e\u73b0\u8c61\u7684\u60ca\u4eba\u53ef\u9884\u6d4b\u6027\u3002<\/span><\/strong><\/span><\/strong><\/section>\n

<\/section>\n<\/section>\n
\n
\u7814\u7a76\u9886\u57df\uff1aAI\u5927\u6a21\u578b\uff0c\u89c4\u6a21\u6cd5\u5219<\/strong><\/span><\/strong><\/span><\/strong><\/section>\n<\/section>\n
\n
<\/strong><\/section>\n<\/section>\n
\n
<\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
<\/section>\n<\/section>\n
\n
 \u738b\u5e86\u6cd5<\/span><\/span> | \u4f5c\u8005<\/span><\/strong><\/section>\n
\u6e05\u7199<\/span> <\/span>| \u6765\u6e90<\/span><\/strong><\/span><\/strong><\/section>\n<\/section>\n


<\/span><\/p>\n


<\/p>\n

\n
\n
\n
\n
\n

<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
\n

\u4e00\u3001\u7f29\u653e\u5b9a\u5f8b\uff08Scaling Law\uff09<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u5728AI\u9886\u57df\uff0c\u201c\u7f29\u653e\u5b9a\u5f8b\u201d \u63cf\u8ff0\u4e86\u635f\u5931\u5982\u4f55\u968f\u7740\u6a21\u578b\u548c\u6570\u636e\u96c6\u5927\u5c0f\u53d8\u5316\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u5373\u89c2\u5bdf\u5230AI\u6a21\u578b\u7684\u6027\u80fd\u4e0e\u53c2\u6570\u91cf\u548ctoken\u91cf\u6210\u6bd4\u4f8b\uff0c\u800c\u8fd9\u4e9b\u91cf\u7531\u5176\u4f7f\u7528\u7684\u8ba1\u7b97\u91cf\u51b3\u5b9a\u3002<\/span><\/p>\n


<\/span><\/p>\n

<\/p>\n


<\/span><\/p>\n

\u56e0\u800c\u901a\u5e38\u75284\u4e2a\u53d8\u91cf\u6765\u6982\u8ff0\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff1a\u6a21\u578b\u5927\u5c0f\u3001\u8bad\u7ec3\u6570\u636e\u96c6\u5927\u5c0f\u3001\u8bad\u7ec3\u6210\u672c\u548c\u8bad\u7ec3\u540e\u7684\u6027\u80fd\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u8fd9\u56db\u4e2a\u53d8\u91cf\u90fd\u53ef\u7cbe\u786e\u5b9a\u4e49\u4e3a\u5b9e\u6570\uff0c\u5e76\u4e14\u5728\u7edf\u8ba1\u5b66\u4e0a\u88ab\u53d1\u73b0\u662f\u76f8\u4e92\u5173\u8054\u7684\uff0c\u5373\u6240\u8c13\u7684\u201c\u7f29\u653e\u5b9a\u5f8b\u201d\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u4e5f\u6709\u4eba\u5199\u6210\uff1aY = f(X, Z) \u5176\u4e2dY\u662f\u6a21\u578b\u89c2\u6d4b\u6027\u80fd\uff0cX\u662f\u6a21\u578b\u5927\u5c0f\uff0cZ\u662f\u8bad\u7ec3\u6570\u636e\u96c6\u5927\u5c0f\uff0cf\u662f\u7f29\u653e\u51fd\u6570\u3002\u5f88\u76f4\u89c2\uff0c\u4e2d\u5b66\u751f\u90fd\u61c2\u3002  <\/span><\/p>\n

 <\/span><\/o:page><\/section>\n

<\/span><\/section>\n

<\/span><\/p>\n

\n
\n
\n
\n
\n

<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
\n

\u4e8c\u3001OpenAI \u7684\u5b9a\u4e49 <\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

2020\u5f53\u5e74\u540d\u4e0d\u89c1\u7ecf\u4f20\u7684OpenAI \u5b9a\u4e49\u4e86\u795e\u7ecf\u8bed\u8a00\u6a21\u578b\u7684Scaling Law\u3002<\/span><\/p>\n


<\/span><\/p>\n

<\/p>\n

  <\/span><\/p>\n

\u8bba\u6587\u7814\u7a76\u4e86\u8bed\u8a00\u6a21\u578b\u5728\u4ea4\u53c9\u71b5\u635f\u5931\u4e0b\u7684\u6027\u80fd\u7ecf\u9a8c\u6027\u7f29\u653e\u5b9a\u5f8b\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u635f\u5931\u4e0e\u6a21\u578b\u5927\u5c0f\u3001\u6570\u636e\u96c6\u5927\u5c0f\u548c\u7528\u4e8e\u8bad\u7ec3\u7684\u8ba1\u7b97\u91cf\u6210\u6307\u6570\u5173\u7cfb\uff0c\u5176\u4e2d\u4e00\u4e9b\u8d8b\u52bf\u8de8\u8d8a\u4e86\u4e03\u4e2a\u6570\u91cf\u7ea7\u7684\u8303\u56f4\u3002<\/span><\/p>\n


<\/span><\/p>\n

<\/p>\n


<\/span><\/p>\n

\u5176\u4ed6\u8bf8\u5982\u7f51\u7edc\u5bbd\u5ea6\u6216\u6df1\u5ea6\u7b49\u67b6\u6784\u7ec6\u8282\u5728\u8f83\u5927\u7684\u8303\u56f4\u5185\u5f71\u54cd\u751a\u5fae\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u7b80\u5355\u7684\u65b9\u7a0b\u63a7\u5236\u4e86\u8fc7\u62df\u5408\u4e0e\u6a21\u578b\/\u6570\u636e\u96c6\u5927\u5c0f\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4ee5\u53ca\u8bad\u7ec3\u901f\u5ea6\u4e0e\u6a21\u578b\u5927\u5c0f\u4e4b\u95f4\u7684\u5173\u7cfb\u3002   <\/span><\/o:page><\/p>\n


<\/span><\/p>\n

<\/p>\n


<\/span><\/p>\n

\u8fd9\u4e9b\u5173\u7cfb\u80fd\u591f\u786e\u5b9a\u5728\u7ed9\u5b9a\u8ba1\u7b97\u9884\u7b97\u7684\u60c5\u51b5\u4e0b\u5982\u4f55\u8fdb\u884c\u6700\u4f18\u5206\u914d\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u8f83\u5927\u7684\u6a21\u578b\u5177\u6709\u663e\u8457\u66f4\u9ad8\u7684\u6837\u672c\u6548\u7387\uff0c\u56e0\u6b64\u5728\u7ed9\u5b9a\u7684\u8ba1\u7b97\u9884\u7b97\u4e0b\u5b9e\u73b0\u6700\u4f18\u7684\u8ba1\u7b97\u6548\u7387\u6d89\u53ca\u5728\u76f8\u5bf9\u8f83\u5c11\u7684\u6570\u636e\u4e0a\u8bad\u7ec3\u975e\u5e38\u5927\u7684\u6a21\u578b\u3002<\/span><\/p>\n


<\/span><\/p>\n


<\/p>\n

\n
\n
\n
\n
\n

<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
\n

\u4e09\u3001\u6d8c\u73b0\u8861\u91cf\u4e0e\u4e89\u8bae<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u5bf9\u7f29\u653e\u5b9a\u5f8b\u7684\u4fe1\u5ff5\u4e0e\u575a\u5b88\uff0c\u4fc3\u8fdb\u4e86\u540e\u6765ChatGPT\u7684\u8bde\u751f\uff0c<\/span>\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u6d8c\u73b0<\/span><\/a>\u3002<\/span><\/p>\n


<\/span><\/p>\n

<\/p>\n


<\/span><\/p>\n

\u8fd9\u4e9b\u80fd\u529b\uff0cLLMs\u5e76\u6ca1\u6709\u76f4\u63a5\u8bad\u7ec3\uff0c\u6570\u636e\u96c6\u4e2d\u4e5f\u4e0d\u542b\uff0c\u4f46\u5feb\u901f\u4e14\u4e0d\u53ef\u9884\u6d4b\u7684\u51ed\u7a7a\u51fa\u73b0\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u751a\u81f3\u8de8\u4efb\u52a1\u4e5f\u6709\u6d8c\u73b0\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u4efb\u52a1\u76f8\u5bf9\u4e0d\u76f8\u5173\uff0c\u4f46\u6240\u6709\u8fd9\u4e9b\u80fd\u529b\u90fd\u5728\u76f8\u4f3c\u7684\u89c4\u6a21\u4e0b\u51fa\u73b0\u3002   <\/span><\/o:page><\/p>\n


<\/span><\/p>\n

<\/p>\n


<\/span><\/p>\n

\u7136\u800c\uff0c\u8bc4\u4ef7\u6307\u6807\u9009\u62e9\u7684\u4e0d\u4e00\u81f4\uff0c\u5e26\u6765\u4e00\u4e9b\u4e89\u8bae\uff0c\u5176\u4e2d\u6700\u6709\u540d\u662f\u6765\u81ea\u65af\u5766\u798f\u5b66\u8005\u7684\u8d28\u7591\uff1a\u201c<\/span>\u522b\u592a\u8ff7\u4fe1\u5927\u6a21\u578b\u6d8c\u73b0\u80fd\u529b\uff0c\u90a3\u662f\u5ea6\u91cf\u9009\u62e9\u7684\u7ed3\u679c<\/span><\/a>\u201d\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u7b14\u8005\u7684\u89c2\u70b9\uff1a<\/span>\u8bba\u6587\u4f5c\u8005\u9009\u62e9\u7684\u201cToken Edit Distance\u201d\u8fd9\u4e2a\u7ebf\u6027\u6307\u6807<\/span><\/a>\uff0c\u5e76\u4e0d\u9002\u5408\u7528\u6765\u8861\u91cf\u5927\u6a21\u578b\u7684\u8bed\u4e49\u80fd\u529b\u3002\u6211\u4eec\u53ea\u5173\u5fc3AI\u5728\u4eba\u7c7b\u5173\u5fc3\u7684\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/span><\/p>\n


<\/span><\/p>\n

   <\/span><\/o:page><\/p>\n


<\/span><\/p>\n

\n
\n
\n
\n
\n

<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
\n

\u56db\u3001\u7f29\u653e\u5b9a\u5f8b\u6570\u636e\u5e93<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u6709\u70ed\u5fc3\u7f51\u53cb\u641c\u96c6\u6574\u7406\u4e86\u4e0d\u540c\u4efb\u52a1\u548c\u67b6\u6784\u7684\u7f29\u653e\u5b9a\u5f8b\u6570\u636e\u5e93\uff0c\u5e76\u5bf9\u7f29\u653e\u5b9a\u5f8b\u6587\u732e\u4e2d\u7684\u6570\u5341\u7bc7\u8bba\u6587\u8fdb\u884c\u4e86\u56de\u987e\uff0c\u8bf7\u53c2\u8003\uff1a<\/span><\/p>\n


<\/span><\/p>\n

<\/p>\n

https:\/\/docs.google.com\/spreadsheets\/d\/1XHU0uyCojH6daSWEq9d1SHnlrQVW7li8iqBMasawMns\/edit?pli=1#gid=0<\/span><\/section>\n


<\/span><\/p>\n


<\/span><\/p>\n

\n
\n
\n
\n
\n

<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
\n

\u4e94\u3001\u5e7f\u4e49\u7f29\u653e\u5b9a\u5f8b<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u7814\u7a76\u5927\u6a21\u578b\u5982\u4f55\u968f\u7740\u8ba1\u7b97\u8d44\u6e90\u7684\u589e\u52a0\u800c\u5b66\u4e60\u3001\u9002\u5e94\u548c\u6269\u5c55\u5176\u529f\u80fd\uff0c\u5bf9\u4e8e\u9884\u6d4b\u672a\u6765\u80fd\u529b\u4ee5\u53ca\u4f18\u5316\u8bad\u7ec3\u548c\u90e8\u7f72\u8fd9\u4e9b\u6a21\u578b\u6240\u9700\u7684\u8d44\u6e90\u81f3\u5173\u91cd\u8981\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u7136\u800c\u5f7c\u65f6\uff0c\u8fd9\u51e0\u4ef6\u5173\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6d8c\u73b0\u80fd\u529b\u8fd8\u6ca1\u6709\u5f88\u597d\u7684\u7814\u7a76\uff1a<\/span><\/p>\n


<\/span><\/p>\n

1.\u6211\u4eec\u4e0d\u77e5\u9053\u5b83\u4eec\u5c06\u5728\u4ec0\u4e48\u89c4\u6a21\u4e0b\u51fa\u73b0<\/span><\/section>\n
2.\u6211\u4eec\u4e0d\u77e5\u9053\u76f4\u5230\u5b83\u4eec\u51fa\u73b0\u65f6\u7684\u80fd\u529b\u6c34\u5e73<\/span><\/section>\n

3.\u6211\u4eec\u4e0d\u77e5\u9053\u53ef\u80fd\u7684\u80fd\u529b\u666f\u89c2<\/span><\/p>\n


<\/span><\/p>\n

\u8fd9\u4e00\u56f0\u5883\u8fd1\u671f\u88ab\u6253\u7834\uff0c\u4e00\u7bc7\u6700\u65b0\u6765\u81ea\u65af\u5766\u798f\u548c\u591a\u4f26\u591a\u5927\u5b66\u7684\u8bba\u6587\u63d0\u51fa\u4e86\u89c2\u5bdf\u7f29\u653e\u5b9a\u5f8b<\/span>\uff08https:\/\/arxiv.org\/pdf\/2405.10938\uff09<\/span>\uff0c\u627e\u5230\u4e86\u590d\u6742\u7f29\u653e\u73b0\u8c61\u7684\u60ca\u4eba\u53ef\u9884\u6d4b\u6027\u3002<\/span><\/p>\n

     <\/span><\/o:page><\/p>\n

<\/p>\n


<\/span><\/p>\n

\u7814\u7a76\u7f29\u653e\u5b9a\u5f8b\uff0c\u4f20\u7edf\u65b9\u6cd5\u9700\u8981\u8de8\u591a\u4e2a\u5c3a\u5ea6\u8fdb\u884c\u5927\u91cf\u8bad\u7ec3\uff0c\u8ba1\u7b97\u4e0a\u975e\u5e38\u6602\u8d35\u4e14\u8017\u65f6\u3002\u89c2\u5bdf\u7f29\u653e\u5b9a\u5f8b\u5219\u5c1d\u8bd5\u4f7f\u7528\u516c\u5f00\u53ef\u7528\u7684\u6a21\u578b\u6765\u6784\u5efa\u7f29\u653e\u5b9a\u5f8b\uff0c\u907f\u514d\u4e86\u5927\u91cf\u8bad\u7ec3\u7684\u9700\u6c42\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u8be5\u65b9\u6cd5\u5206\u6790\u4e86\u5927\u7ea6 80 \u4e2a\u516c\u5f00\u53ef\u7528\u7684\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u6570\u636e\uff0c\u5305\u62ec Open LLM Leaderboard \u548c\u6807\u51c6\u5316\u57fa\u51c6\uff0c\u4f8b\u5982 MMLU\u3001ARC-C \u548c HellaSwag\u3002 <\/span><\/p>\n


<\/span><\/p>\n

<\/p>\n


<\/span><\/p>\n

\u901a\u8fc7\u5047\u8bbe\u5b58\u5728\u4e00\u4e2a\u4f4e\u79e9\u7684\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u7a7a\u95f4 \uff0c\u5373\u7b14\u8005\u4e0a\u6587\u63d0\u5230\u7684\u201c\u4eba\u7c7b\u5173\u5fc3\u7684\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u201d\uff1b<\/span><\/p>\n


<\/span><\/p>\n

\u4f7f\u7528\u4e3b\u6210\u5206\u5206\u6790<\/span> (PCA) <\/span>\u6765\u8bc6\u522b\u5173\u952e\u80fd\u529b\u6307\u6807\uff0c\u5e76\u5c06\u8fd9\u4e9b\u6307\u6807\u4e0e\u8ba1\u7b97\u8d44\u6e90\u62df\u5408\u6210\u5bf9\u6570\u7ebf\u6027\u5173\u7cfb\uff0c\u4e5f\u5c31\u662f\u80fd\u529b\u7a7a\u95f4\u4e0e\u8ba1\u7b97\u91cf\u5448\u5bf9\u6570\u7ebf\u6027\u5173\u7cfb\uff1b<\/span><\/p>\n


<\/o:page><\/p>\n

<\/p>\n


<\/span><\/p>\n

\u8fdb\u4e00\u6b65\u53ef\u4ee5\u76f4\u63a5\u4ece\u6807\u51c6\u5316\u7684\u8bed\u8a00\u6a21\u578b\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u9884\u6d4b\u51fa\u6765\u590d\u6742\u7684\u4e0b\u6e38\u80fd\u529b\uff0c\u4ece\u800c\u4f7f\u7528\u8fd9\u8fd180\u4e2a\u516c\u5f00\u53ef\u7528\u7684\u8bed\u8a00\u6a21\u578b\u83b7\u5f97\u4f4e\u6210\u672c\u3001\u9ad8\u5206\u8fa8\u7387\u7684\u7f29\u653e\u9884\u6d4b\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u89c2\u5bdf\u7f29\u653e\u5b9a\u5f8b\u6cdb\u5316\u4e86\u73b0\u6709\u7684\u8ba1\u7b97\u65b9\u5f0f\uff0c\u662f\u4e00\u79cd\u5e7f\u4e49\u7f29\u653e\u5b9a\u5f8b\u3002\u8be5\u65b9\u6cd5\u53ef\u4ee5\u51c6\u786e\u9884\u6d4b GPT-4 \u7b49\u5148\u8fdb\u6a21\u578b\u7684\u6027\u80fd\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u89c2\u5bdf\u7f29\u653e\u5b9a\u5f8b\uff0c\u4e0e\u5404\u79cd\u57fa\u51c6\u7684\u5b9e\u9645\u6027\u80fd\u8868\u73b0\u51fa\u9ad8\u5ea6\u76f8\u5173\u6027 (R\u00b2 > 0.9)\u3002\u8bed\u8a00\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\u7b49\u6d8c\u73b0\u73b0\u8c61\u9075\u5faa\u53ef\u9884\u6d4b\u7684 S \u5f62<\/span>\uff08sigmoidal\uff09<\/span>\u6a21\u5f0f\u3002<\/span><\/p>\n


<\/span><\/p>\n

<\/p>\n

     <\/span><\/o:page><\/p>\n

\u7ed3\u679c\u8fd8\u8868\u660e\uff0c\u89c2\u5bdf\u7f29\u653e\u5b9a\u5f8b\u8fd8\u53ef\u4ee5\u53ef\u9760\u5730\u9884\u6d4b\u8bad\u7ec3\u540e\u5e72\u9884\u63aa\u65bd<\/span>\uff08\u5982\u601d\u7ef4\u94fe\u548c\u81ea\u6211\u4e00\u81f4\u6027\uff09<\/span>\u7684\u5f71\u54cd\uff0c\u5728\u7279\u5b9a\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u9ad8\u8fbe 20% \u7684\u6027\u80fd\u63d0\u5347\u3002<\/span><\/p>\n


<\/span><\/p>\n

<\/p>\n


<\/span><\/p>\n

\u5e7f\u4e49\u7f29\u653e\u5b9a\u5f8b\u8282\u7701\u4e86\u8ba1\u7b97\u8d44\u6e90\u5e76\u589e\u5f3a\u4e86\u9884\u6d4b\u6a21\u578b\u6027\u80fd\u7684\u80fd\u529b\uff0c\u4e3a\u7814\u7a76\u4eba\u5458\u548c\u5de5\u7a0b\u5e08\u4f18\u5316\u8bed\u8a00\u6a21\u578b\u5f00\u53d1\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u5de5\u5177\u3002<\/span><\/p>\n


<\/span><\/p>\n

\n
\n
\n
\n

AI By Complexity\u8bfb\u4e66\u4f1a\u62db\u52df\u4e2d<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/section>\n

\u5927\u6a21\u578b\u3001\u591a\u6a21\u6001\u3001\u591a\u667a\u80fd\u4f53\u5c42\u51fa\u4e0d\u7a77\uff0c\u5404\u79cd\u5404\u6837\u7684\u795e\u7ecf\u7f51\u7edc\u53d8\u4f53\u5728AI\u5927\u821e\u53f0\u5404\u663e\u8eab\u624b\u3002\u590d\u6742\u7cfb\u7edf\u9886\u57df\u5bf9\u4e8e\u6d8c\u73b0\u3001\u5c42\u7ea7\u3001\u9c81\u68d2\u6027\u3001\u975e\u7ebf\u6027\u3001\u6f14\u5316\u7b49\u95ee\u9898\u7684\u63a2\u7d22\u4e5f\u5728\u6301\u7eed\u63a8\u8fdb\u3002\u800c\u4f18\u79c0\u7684AI\u7cfb\u7edf\u3001\u521b\u65b0\u6027\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u5f80\u5f80\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5177\u5907\u4f18\u79c0\u590d\u6742\u7cfb\u7edf\u7684\u7279\u5f81\u3002\u56e0\u6b64\uff0c\u53d1\u5c55\u4e2d\u7684\u590d\u6742\u7cfb\u7edf\u7406\u8bba\u65b9\u6cd5\u5982\u4f55\u6307\u5bfc\u672a\u6765AI\u7684\u8bbe\u8ba1\uff0c\u6b63\u5728\u6210\u4e3a\u5907\u53d7\u5173\u6ce8\u7684\u95ee\u9898\u3002<\/span><\/p>\n


<\/p>\n

\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u52a0\u5229\u798f\u5c3c\u4e9a\u5927\u5b66\u5723\u8fed\u6208\u5206\u6821\u52a9\u7406\u6559\u6388\u5c24\u4ea6\u5e84\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u526f\u6559\u6388\u5218\u5b87\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u5728\u8bfb\u535a\u58eb\u5f20\u7ae0\u3001\u725f\u7267\u4e91\u548c\u5728\u8bfb\u7855\u58eb\u6768\u660e\u54f2\u3001\u6e05\u534e\u5927\u5b66\u5728\u8bfb\u535a\u58eb\u7530\u6d0b\u5171\u540c\u53d1\u8d77\u300cAI By Complexity\u300d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u63a2\u7a76\u5982\u4f55\u5ea6\u91cf\u590d\u6742\u7cfb\u7edf\u7684\u201c\u597d\u574f\u201d\uff1f\u5982\u4f55\u7406\u89e3\u590d\u6742\u7cfb\u7edf\u7684\u673a\u5236\uff1f\u8fd9\u4e9b\u7406\u89e3\u662f\u5426\u53ef\u4ee5\u542f\u53d1\u6211\u4eec\u8bbe\u8ba1\u66f4\u597d\u7684AI\u6a21\u578b\uff1f\u5728\u672c\u8d28\u4e0a\u5e2e\u52a9\u6211\u4eec\u8bbe\u8ba1\u66f4\u597d\u7684AI\u7cfb\u7edf\u3002\u8bfb\u4e66\u4f1a\u4e8e6\u670810\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u4e00\u665a\u4e0a20:00-22:00\u4e3e\u529e\u3002\u6b22\u8fce\u4ece\u4e8b\u76f8\u5173\u9886\u57df\u7814\u7a76\u3001\u5bf9AI+Complexity\u611f\u5174\u8da3\u7684\u670b\u53cb\u4eec\u62a5\u540d\u8bfb\u4e66\u4f1a\u4ea4\u6d41\uff01<\/span><\/p>\n

<\/span><\/p>\n

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

\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n
AI by Complexity \u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u590d\u6742\u6027\u600e\u6837\u91cf\u5316\u548c\u9a71\u52a8\u4e0b\u4e00\u4ee3AI\u7cfb\u7edf<\/a><\/section>\n

<\/section>\n

<\/section>\n


<\/p>\n

\n
\n
\n
\n

\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

1. <\/strong>AI\u4f55\u4ee5\u6d8c\u73b0\uff1a\u590d\u6742\u9002\u5e94\u7cfb\u7edf\u89c6\u89d2\u7684ChatGPT\u548c\u5927\u8bed\u8a00\u6a21\u578b<\/a><\/strong><\/span><\/strong><\/section>\n
2. KAN\u4e00\u4f5c\u5218\u5b50\u9e23\u76f4\u64ad\u603b\u7ed3\uff1aKAN\u7684\u80fd\u529b\u8fb9\u754c\u548c\u5f85\u89e3\u51b3\u7684\u95ee\u9898<\/a><\/span><\/strong><\/section>\n
3. <\/strong>\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u5df2\u7ecf\u5230\u6765\uff1f\u6df1\u5ea6\u89e3\u6790 ChatGPT \u83b7\u5f97\u667a\u80fd\u7684\u6570\u5b66\u7269\u7406\u673a\u7406<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
4. <\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
<\/strong><\/strong>5.<\/strong> \u9f99\u5e74\u5927\u8fd0\u8d77\uff0c\u5b66\u4e60\u6b63\u5f53\u65f6\uff01\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/strong><\/strong><\/strong><\/span><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n


<\/p>\n


<\/p>\n<\/section>\n

\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/strong><\/span><\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n

<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5bfc\u8bed \u4e00\u7bc7\u6700\u65b0\u6765\u81ea\u65af\u5766\u798f\u548c\u591a\u4f26\u591a\u5927\u5b66\u7684\u8bba\u6587\u63d0\u51fa\u4e86\u89c2\u5bdf\u7f29\u653e\u5b9a\u5f8b\uff0c\u627e\u5230\u4e86\u590d\u6742\u7f29\u653e\u73b0\u8c61\u7684\u60ca\u4eba\u53ef\u9884\u6d4b\u6027\u3002 \u7814\u7a76\u9886\u57df\uff1aAI\u5927\u6a21\u578b\uff0c\u89c4\u6a21\u6cd5\u5219  \u738b\u5e86\u6cd5 | \u4f5c\u8005 \u6e05\u7199 | \u6765\u6e90 \u4e00\u3001\u7f29\u653e\u5b9a\u5f8b\uff08Scaling Law\uff09 \u5728AI\u9886\u57df\uff0c\u201c\u7f29\u653e\u5b9a\u5f8b\u201d \u63cf\u8ff0\u4e86\u635f\u5931\u5982\u4f55\u968f\u7740\u6a21\u578b\u548c\u6570\u636e\u96c6\u5927\u5c0f\u53d8\u5316…<\/p>\n","protected":false},"author":0,"featured_media":50634,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/50651"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=50651"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/50651\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/50634"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=50651"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=50651"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=50651"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=50651"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}