{"id":8340,"date":"2025-02-17T16:49:21","date_gmt":"2025-02-17T08:49:21","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=8340"},"modified":"2025-02-17T16:49:22","modified_gmt":"2025-02-17T08:49:22","slug":"nvidia%e6%8f%ad%e6%93%b4%e5%b1%95%e5%ae%9a%e5%be%8b%e5%a6%82%e4%bd%95%e6%8e%a8%e5%8b%95%e6%9b%b4%e6%9c%89%e6%99%ba%e6%85%a7%e5%8f%88%e6%9b%b4%e5%bc%b7%e5%a4%a7%e7%9a%84ai%e7%99%bc%e5%b1%95","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=8340","title":{"rendered":"NVIDIA\u63ed\u64f4\u5c55\u5b9a\u5f8b\u5982\u4f55\u63a8\u52d5\u66f4\u6709\u667a\u6167\u53c8\u66f4\u5f37\u5927\u7684AI\u767c\u5c55"},"content":{"rendered":"\n

2025-02-17 | mashdigi <\/p>\n\n\n\n

AI\u767c\u5c55\u81f3\u4eca\uff0c\u9700\u8981\u4ee5\u4e09\u5927\u5b9a\u5f8b\u4f86\u63cf\u8ff0\u904b\u7b97\u8cc7\u6e90\u7684\u4e0d\u540c\u5229\u7528\u65b9\u5f0f\u5982\u4f55\u5f71\u97ff\u6a21\u578b\u6548\u80fd\uff0c\u5305\u542b\u9810\u8a13\u7df4\u64f4\u5c55 (pretraining scaling)\u3001\u8a13\u7df4\u5f8c\u64f4\u5c55 (post-training scaling\uff09\u3001\u6e2c\u8a66\u968e\u6bb5\u64f4\u5c55 (test-time scaling)\uff0c\u53cd\u6620\u51faAI\u9818\u57df\u5982\u4f55\u5728\u5404\u7a2e\u65e5\u76ca\u8907\u96dc\u7684AI\u7528\u4f8b\u4e2d\u904b\u7528\u984d\u5916\u7684\u904b\u7b97\u6280\u8853\u6f14\u9032\u767c\u5c55\u3002<\/p>\n\n\n\n

\u8fd1\u671f\u8208\u8d77\u7684\u6e2c\u8a66\u968e\u6bb5\u64f4\u5c55\uff0c\u5df2\u7d93\u5be6\u73feAI\u63a8\u7406\u6a21\u578b\u9019\u985e\u65b0\u5f0f\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM)\uff0c\u4ee5\u57f7\u884c\u591a\u6b21\u63a8\u8ad6\u4f86\u8655\u7406\u8907\u96dc\u7684\u554f\u984c\uff0c\u540c\u6642\u63cf\u8ff0\u89e3\u6c7a\u4efb\u52d9\u6240\u9700\u7684\u6b65\u9a5f\u3002\u6e2c\u8a66\u968e\u6bb5\u64f4\u5c55\u9700\u8981\u7528\u5230\u5927\u91cf\u904b\u7b97\u8cc7\u6e90\u4f86\u652f\u63f4AI\u63a8\u7406\uff0c\u9019\u5c07\u9032\u4e00\u6b65\u63a8\u52d5\u5c0d\u52a0\u901f\u904b\u7b97\u7684\u9700\u6c42\u3002<\/p>\n\n\n

\n
\"NVIDIA,<\/figure>\n<\/div>\n\n\n

\u4ec0\u9ebc\u662f\u9810\u8a13\u7df4\u64f4\u5c55\uff1f<\/strong><\/h2>\n\n\n\n

\u9810\u8a13\u7df4\u64f4\u5c55\u662fAI\u767c\u5c55\u7684\u539f\u59cb\u5b9a\u5f8b\u3002\u5b83\u8b49\u660e\u900f\u904e\u589e\u52a0\u8a13\u7df4\u8cc7\u6599\u96c6\u5927\u5c0f\u3001\u6a21\u578b\u53c3\u6578\u6578\u91cf\u548c\u904b\u7b97\u8cc7\u6e90\uff0c\u958b\u767c\u4eba\u54e1\u53ef\u4ee5\u671f\u671b\u6a21\u578b\u667a\u6167\u548c\u6e96\u78ba\u5ea6\u6703\u51fa\u73fe\u53ef\u9810\u671f\u7684\u6539\u5584\u3002<\/p>\n\n\n\n

\u8cc7\u6599\u3001\u6a21\u578b\u5927\u5c0f\u3001\u904b\u7b97\u9019\u4e09\u500b\u8981\u7d20\u4e2d\u7684\u6bcf\u4e00\u500b\u90fd\u606f\u606f\u76f8\u95dc\u3002\u7814\u7a76\u6307\u51fa\uff0c\u7576\u5927\u578b\u6a21\u578b\u7372\u5f97\u66f4\u591a\u8cc7\u6599\u6642\uff0c\u6a21\u578b\u7684\u6574\u9ad4\u6548\u80fd\u5c31\u6703\u63d0\u9ad8\u3002\u70ba\u4e86\u5be6\u73fe\u9019\u500b\u76ee\u6a19\uff0c\u958b\u767c\u4eba\u54e1\u5fc5\u9808\u64f4\u5927\u904b\u7b97\u898f\u6a21\uff0c\u9019\u5c31\u9700\u8981\u5f37\u5927\u7684\u52a0\u901f\u904b\u7b97\u8cc7\u6e90\u4f86\u904b\u884c\u90a3\u4e9b\u8f03\u5927\u7684\u8a13\u7df4\u5de5\u4f5c\u8ca0\u8f09\u3002<\/p>\n\n\n\n

\u9019\u7a2e\u9810\u8a13\u7df4\u64f4\u5c55\u539f\u5247\u4f7f\u5f97\u5927\u578b\u6a21\u578b\u9054\u5230\u7a81\u7834\u6027\u7684\u80fd\u529b\uff0c\u4e26\u6fc0\u767c\u6a21\u578b\u67b6\u69cb\u7684\u91cd\u5927\u5275\u65b0\uff0c\u5305\u62ec\u6709\u8457\u6578\u5341\u5104\u500b\u548c\u4e0a\u5146\u500b\u53c3\u6578\u7684transformer\u6a21\u578b\u3001\u6df7\u5408\u5c08\u5bb6\u6a21\u578b\u548c\u65b0\u5f0f\u5206\u6563\u5f0f\u8a13\u7df4\u6280\u8853\u7684\u8208\u8d77\uff0c\u800c\u9019\u4e00\u5207\u90fd\u9700\u8981\u5927\u91cf\u7684\u904b\u7b97\u3002\u5728\u6b64\u540c\u6642\uff0c\u9810\u8a13\u7df4\u64f4\u5c55\u5b9a\u5f8b\u7684\u76f8\u95dc\u6027\u4ecd\u5728\u4e0d\u65b7\u767c\u5c55\uff0c\u96a8\u8457\u4eba\u985e\u6301\u7e8c\u7522\u751f\u8d8a\u4f86\u8d8a\u591a\u7684\u591a\u6a21\u614b\u8cc7\u6599\uff0c\u9019\u4e9b\u6587\u5b57\u3001\u5f71\u50cf\u3001\u97f3\u8a0a\u3001\u5f71\u7247\u548c\u611f\u6e2c\u5668\u8cc7\u8a0a\u5c07\u6703\u88ab\u7528\u4f86\u8a13\u7df4\u672a\u4f86\u5f37\u5927\u7684AI\u6a21\u578b\u3002<\/p>\n\n\n

\n
\"NVIDIA,
\u25b2\u9810\u8a13\u7df4\u64f4\u5c55\u662fAI\u767c\u5c55\u7684\u57fa\u672c\u539f\u5247\uff0c\u5b83\u5c07\u6a21\u578b\u3001\u8cc7\u6599\u96c6\u548c\u904b\u7b97\u7684\u5927\u5c0f\u8207AI\u7684\u6548\u76ca\u9023\u7d50\u8d77\u4f86\u3002\u5982\u4e0a\u5716\u6240\u793a\u7684\u6df7\u5408\u5c08\u5bb6\u6a21\u578b\uff0c\u662f\u8a13\u7df4AI\u6642\u5e38\u7528\u7684\u6a21\u578b\u67b6\u69cb<\/figcaption><\/figure>\n<\/div>\n\n\n

\u4ec0\u9ebc\u662f\u8a13\u7df4\u5f8c\u64f4\u5c55\uff1f<\/strong><\/h2>\n\n\n\n

\u9810\u5148\u8a13\u7df4\u5927\u578b\u57fa\u790e\u6a21\u578b\u4e26\u975e\u4eba\u4eba\u9069\u7528\uff0c\u9700\u8981\u5927\u91cf\u6295\u8cc7\u3001\u719f\u7df4\u7684\u5c08\u5bb6\u548c\u8cc7\u6599\u96c6\u3002\u4f46\u7d44\u7e54\u4e00\u65e6\u9810\u5148\u8a13\u7df4\u597d\u4e26\u767c\u5e03\u6a21\u578b\uff0c\u5c31\u80fd\u8b93\u5176\u4ed6\u4eba\u7576\u6210\u57fa\u790e\uff0c\u4ee5\u914d\u5408\u81ea\u5df1\u7684\u61c9\u7528\uff0c\u5f9e\u800c\u964d\u4f4e\u63a1\u7528AI\u7684\u9580\u6abb\u3002<\/p>\n\n\n\n

\u9019\u7a2e\u8a13\u7df4\u5f8c\u7684\u6d41\u7a0b\u6703\u63a8\u52d5\u4f01\u696d\u53ca\u66f4\u5ee3\u6cdb\u7684\u958b\u767c\u4eba\u54e1\u793e\u7fa4\u5c0d\u52a0\u901f\u904b\u7b97\u7684\u984d\u5916\u7d2f\u7a4d\u9700\u6c42\uff0c\u4e26\u63d0\u5347\u6a21\u578b\u7684\u7279\u7570\u6027\uff0c\u4ee5\u53ca\u8207\u7d44\u7e54\u6240\u9700\u7528\u4f8b\u7684\u76f8\u95dc\u6027\u3002\u8a13\u7df4\u5f8c\u64f4\u5c55\u4e3b\u8981\u589e\u5f37\u6a21\u578b\u9069\u7528\u65bc\u5176\u9810\u671f\u5de5\u4f5c\u7684\u6280\u80fd\uff0c\u6bd4\u5982\u4e00\u500b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u53ef\u4ee5\u7d93\u904e\u8a13\u7df4\u5f8c\u64f4\u5c55\u4f86\u8655\u7406\u60c5\u611f\u5206\u6790\u6216\u7ffb\u8b6f\u7b49\u4efb\u52d9\uff0c\u6216\u662f\u7406\u89e3\u91ab\u7642\u4fdd\u5065\u6216\u6cd5\u5f8b\u7b49\u9818\u57df\u7684\u8853\u8a9e\u3002<\/p>\n\n\n\n

\u8a13\u7df4\u5f8c\u64f4\u5c55\u5b9a\u5f8b\u5047\u8a2d\u4f7f\u7528\u5fae\u8abf\u3001\u526a\u679d\u3001\u91cf\u5316\u3001\u84b8\u993e\u3001\u5f37\u5316\u5b78\u7fd2\u548c\u5408\u6210\u8cc7\u6599\u589e\u5f37\u7b49\u6280\u8853\uff0c\u53ef\u4ee5\u9032\u4e00\u6b65\u6539\u5584\u9810\u8a13\u7df4\u6a21\u578b\u5728\u904b\u7b97\u6548\u7387\u3001\u6e96\u78ba\u6027\u6216\u9818\u57df\u7279\u7570\u6027\u65b9\u9762\u7684\u6548\u80fd\u3002<\/p>\n\n\n\n

\u5176\u4e2d\uff0c\u5f37\u5316\u5b78\u7fd2 (reinforcement learning\uff0cRL)\u6307\u7684\u662f\u4e00\u7a2e\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\uff0c\u5b83\u4f7f\u7528\u734e\u52f5\u6a21\u578b\u4f86\u8a13\u7df4\u4ee3\u7406\u505a\u51fa\u7b26\u5408\u7279\u5b9a\u7528\u4f8b\u7684\u6c7a\u5b9a\u3002\u4ee3\u7406\u7684\u76ee\u6a19\u662f\u5728\u8207\u74b0\u5883\u4e92\u52d5\u7684\u904e\u7a0b\u4e2d\uff0c\u96a8\u8457\u6642\u9593\u7684\u63a8\u79fb\u505a\u51fa\u7d2f\u7a4d\u734e\u52f5\u6700\u5927\u5316\u7684\u6c7a\u7b56\uff0c\u4f8b\u5982\u804a\u5929\u6a5f\u5668\u4eba\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u6703\u53d7\u5230\u4f7f\u7528\u8005\u505a\u51fa\u300c\u6309\u8b9a\u300d\u53cd\u61c9\u7684\u6b63\u5411\u5f37\u5316\u3002\u9019\u7a2e\u6280\u8853\u7a31\u70ba\u57fa\u65bc\u4eba\u985e\u56de\u994b\u7684\u5f37\u5316\u5b78\u7fd2 (RLHF)\u3002\u53e6\u4e00\u7a2e\u8f03\u65b0\u7684\u6280\u8853\u662f\u57fa\u65bcAI\u56de\u994b\u5f37\u5316\u5b78\u7fd2 (RLAIF)\uff0c\u5b83\u4f7f\u7528AI\u6a21\u578b\u7684\u56de\u994b\u4f86\u5f15\u5c0e\u5b78\u7fd2\u904e\u7a0b\uff0c\u7c21\u5316\u8a13\u7df4\u5f8c\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n

\u70ba\u4e86\u652f\u63f4\u8a13\u7df4\u5f8c\u64f4\u5c55\uff0c\u958b\u767c\u4eba\u54e1\u53ef\u4ee5\u4f7f\u7528\u5408\u6210\u8cc7\u6599\u4f86\u589e\u5f37\u6216\u88dc\u5145\u5fae\u8abf\u8cc7\u6599\u96c6\u3002\u4f7f\u7528AI\u7522\u751f\u7684\u8cc7\u6599\u4f86\u88dc\u5145\u73fe\u5be6\u4e16\u754c\u7684\u8cc7\u6599\u96c6\uff0c\u6709\u52a9\u65bc\u6a21\u578b\u6539\u5584\u8655\u7406\u539f\u59cb\u8a13\u7df4\u8cc7\u6599\u4e2d\u4ee3\u8868\u6027\u4e0d\u8db3\u6216\u907a\u6f0f\u7684\u908a\u7de3\u6848\u4f8b\u7684\u80fd\u529b\u3002<\/p>\n\n\n

\n
\"NVIDIA,
\u25b2\u8a13\u7df4\u5f8c\u64f4\u5c55\u4f7f\u7528\u5fae\u8abf\u3001\u4fee\u526a\u548c\u84b8\u993e\u7b49\u6280\u8853\u4f86\u5b8c\u5584\u9810\u8a13\u7df4\u6a21\u578b\uff0c\u4ee5\u63d0\u9ad8\u6548\u7387\u548c\u4efb\u52d9\u76f8\u95dc\u6027<\/figcaption><\/figure>\n<\/div>\n\n\n

\u4ec0\u9ebc\u662f\u6e2c\u8a66\u968e\u6bb5\u64f4\u5c55\uff1f<\/strong><\/h2>\n\n\n\n

\u6e2c\u8a66\u968e\u6bb5\u64f4\u5c55\u53c8\u7a31\u70ba\u9577\u601d\u8003 (long thinking)\uff0c\u767c\u751f\u5728\u63a8\u8ad6\u904e\u7a0b\u4e2d\u3002\u50b3\u7d71\u7684AI\u6a21\u578b\u6703\u5feb\u901f\u91dd\u5c0d\u4f7f\u7528\u8005\u7684\u63d0\u793a\u7522\u751f\u4e00\u6b21\u6027\u7b54\u6848\uff0c\u800c\u4f7f\u7528\u9019\u9805\u6280\u8853\u7684\u6a21\u578b\u5247\u6703\u5728\u63a8\u8ad6\u904e\u7a0b\u4e2d\u5206\u914d\u984d\u5916\u7684\u904b\u7b97\u5de5\u4f5c\uff0c\u8b93\u6a21\u578b\u5728\u5f97\u51fa\u6700\u4f73\u7b54\u6848\u524d\u5148\u63a8\u7406\u51fa\u591a\u500b\u53ef\u80fd\u7684\u56de\u61c9\u3002<\/p>\n\n\n\n

\u5728\u70ba\u958b\u767c\u4eba\u54e1\u751f\u6210\u8907\u96dc\u7684\u5ba2\u88fd\u5316\u7a0b\u5f0f\u78bc\u7b49\u5de5\u4f5c\u4e0a\uff0c\u9019\u500bAI\u63a8\u7406\u904e\u7a0b\u53ef\u80fd\u9700\u8981\u5e7e\u5206\u9418\uff0c\u751a\u81f3\u5e7e\u5c0f\u6642\u7684\u6642\u9593\uff0c\u800c\u4e14\u76f8\u8f03\u65bc\u50b3\u7d71\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u55ae\u6b21\u63a8\u8ad6\uff0c\u9ad8\u96e3\u5ea6\u7684\u67e5\u8a62\u53ef\u80fd\u9700\u8981\u8d85\u904e100\u500d\u7684\u904b\u7b97\u91cf\uff0c\u56e0\u70ba\u50b3\u7d71\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u4e0d\u592a\u53ef\u80fd\u5728\u7b2c\u4e00\u6b21\u5617\u8a66\u6642\uff0c\u5c31\u80fd\u5c0d\u8907\u96dc\u7684\u554f\u984c\u7522\u751f\u6b63\u78ba\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n

\u9019\u7a2e\u6e2c\u8a66\u968e\u6bb5\u904b\u7b97\u80fd\u529b\u53ef\u4ee5\u8b93AI\u6a21\u578b\u63a2\u7d22\u554f\u984c\u7684\u4e0d\u540c\u89e3\u6c7a\u65b9\u6848\uff0c\u4e26\u5c07\u8907\u96dc\u7684\u8981\u6c42\u62c6\u89e3\u6210\u591a\u500b\u6b65\u9a5f\uff0c\u5728\u8a31\u591a\u60c5\u6cc1\u4e0b\uff0c\u5728\u63a8\u7406\u904e\u7a0b\u4e2d\u5411\u4f7f\u7528\u8005\u5c55\u793a\u5176\u5de5\u4f5c\u3002\u7814\u7a76\u767c\u73fe\uff0c\u7576\u7d66\u4e88AI\u6a21\u578b\u9700\u8981\u591a\u500b\u63a8\u7406\u8207\u898f\u5283\u6b65\u9a5f\u7684\u958b\u653e\u5f0f\u63d0\u793a\u6642\uff0c\u6e2c\u8a66\u968e\u6bb5\u64f4\u5c55\u53ef\u4ee5\u7372\u5f97\u66f4\u9ad8\u54c1\u8cea\u7684\u56de\u61c9\u3002<\/p>\n\n\n\n

\u6e2c\u8a66\u968e\u6bb5\u904b\u7b97\u65b9\u6cd5\u6709\u591a\u7a2e\u65b9\u6cd5\uff0c\u5305\u62ec\u628a\u8907\u96dc\u7684\u554f\u984c\u5206\u89e3\u6210\u4e00\u7cfb\u5217\u66f4\u7c21\u55ae\u7684\u6b65\u9a5f\u7684\u300c\u601d\u7dad\u93c8 (chain-of-thought)\u63d0\u793a\u300d\u3001\u91dd\u5c0d\u540c\u4e00\u500b\u63d0\u793a\u7522\u751f\u591a\u500b\u56de\u61c9\uff0c\u7136\u5f8c\u9078\u64c7\u6700\u5e38\u51fa\u73fe\u7684\u7b54\u6848\u4f5c\u70ba\u6700\u7d42\u8f38\u51fa\u7684\u300c\u591a\u6578\u6c7a\u62bd\u6a23\u300d\uff0c\u4ee5\u53ca\u63a2\u7d22\u8207\u8a55\u4f30\u56de\u8986\u6a39\u72c0\u7d50\u69cb\u88e1\u591a\u500b\u8def\u5f91\u7684\u300c\u641c\u5c0b\u300d\u6d41\u7a0b\u3002\u6b64\u5916\uff0c\u985e\u4f3c\u6700\u4f73\u89e3\u641c\u5c0b\u63a1\u6a23\u7684\u8a13\u7df4\u5f8c\u64f4\u5c55\u65b9\u6cd5\u4e5f\u53ef\u7528\u65bc\u63a8\u8ad6\u904e\u7a0b\u4e2d\u7684\u9577\u601d\u8003\uff0c\u4ee5\u6700\u4f73\u5316\u7b26\u5408\u4eba\u985e\u559c\u597d\u6216\u5176\u4ed6\u76ee\u6a19\u7684\u56de\u61c9\u3002<\/p>\n\n\n

\n
\"NVIDIA,
\u25b2\u6e2c\u8a66\u968e\u6bb5\u64f4\u5c55\u6280\u8853\u900f\u904e\u5206\u914d\u984d\u5916\u7684\u904b\u7b97\u4f86\u589e\u5f37AI\u63a8\u7406\u80fd\u529b\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u5920\u6709\u6548\u89e3\u6c7a\u8907\u96dc\u7684\u591a\u6b65\u9a5f\u554f\u984c<\/figcaption><\/figure>\n<\/div>\n\n\n

\u6e2c\u8a66\u968e\u6bb5\u64f4\u5c55\u5982\u4f55\u9032\u884cAI\u63a8\u7406<\/strong><\/h2>\n\n\n\n

\u6e2c\u8a66\u968e\u6bb5\u904b\u7b97\u6280\u8853\u7684\u8208\u8d77\uff0c\u8b93AI\u6709\u80fd\u529b\u5c0d\u4f7f\u7528\u8005\u6240\u63d0\u51fa\u8907\u96dc\u3001\u958b\u653e\u5f0f\u7684\u67e5\u8a62\u9805\u76ee\uff0c\u63d0\u4f9b\u6709\u7406\u6709\u64da\u3001\u6709\u5e6b\u52a9\u4e14\u66f4\u52a0\u6e96\u78ba\u7684\u56de\u61c9\u3002\u9019\u4e9b\u80fd\u529b\u5c0d\u65bc\u81ea\u4e3b\u4ee3\u7406\u578bAI\u53ca\u5be6\u9ad4AI\u61c9\u7528\u6240\u671f\u5f85\u7684\u8a73\u7d30\u3001\u591a\u91cd\u63a8\u7406\u4efb\u52d9\u4f86\u8aaa\u81f3\u95dc\u91cd\u8981\u3002\u5b83\u5011\u53ef\u4ee5\u70ba\u5404\u7522\u696d\u7684\u4f7f\u7528\u8005\u63d0\u4f9b\u80fd\u529b\u5f37\u5927\u7684\u52a9\u7406\u4f86\u52a0\u901f\u5de5\u4f5c\uff0c\u5f9e\u800c\u63d0\u9ad8\u6548\u7387\u548c\u751f\u7522\u529b\u3002<\/p>\n\n\n\n

\u5728\u91ab\u7642\u4fdd\u5065\u9818\u57df\uff0c\u6a21\u578b\u53ef\u4ee5\u4f7f\u7528\u6e2c\u8a66\u968e\u6bb5\u64f4\u5c55\u6280\u8853\u4f86\u5206\u6790\u5927\u91cf\u8cc7\u6599\uff0c\u63a8\u65b7\u75be\u75c5\u7684\u767c\u5c55\u60c5\u6cc1\uff0c\u4ee5\u53ca\u6839\u64da\u85e5\u7269\u5206\u5b50\u7684\u5316\u5b78\u7d50\u69cb\uff0c\u9810\u6e2c\u65b0\u7642\u6cd5\u53ef\u80fd\u7522\u751f\u7684\u6f5b\u5728\u4f75\u767c\u75c7\u3002\u6216\u8005\uff0c\u5b83\u53ef\u4ee5\u68b3\u7406\u81e8\u5e8a\u8a66\u9a57\u8cc7\u6599\u5eab\uff0c\u5efa\u8b70\u7b26\u5408\u500b\u4eba\u75c5\u6cc1\u7684\u65b9\u6848\uff0c\u5206\u4eab\u5176\u5c0d\u4e0d\u540c\u7814\u7a76\u5229\u5f0a\u7684\u63a8\u7406\u904e\u7a0b\u3002<\/p>\n\n\n\n

\u5728\u96f6\u552e\u548c\u4f9b\u61c9\u93c8\u7269\u6d41\u9818\u57df\uff0c\u9577\u601d\u8003\u6709\u52a9\u65bc\u89e3\u6c7a\u8fd1\u671f\u71df\u904b\u6311\u6230\u548c\u9577\u671f\u7b56\u7565\u76ee\u6a19\u6240\u9700\u7684\u8907\u96dc\u6c7a\u7b56\u3002\u63a8\u7406\u6280\u8853\u53ef\u4ee5\u540c\u6642\u9810\u6e2c\u8207\u8a55\u4f30\u591a\u7a2e\u60c5\u5883\uff0c\u5354\u52a9\u4f01\u696d\u964d\u4f4e\u98a8\u96aa\uff0c\u4e26\u56e0\u61c9\u5728\u64f4\u5145\u65b9\u9762\u7684\u96e3\u984c\u3002\u9019\u53ef\u4ee5\u5be6\u73fe\u66f4\u7cbe\u6e96\u7684\u9700\u6c42\u9810\u6e2c\u3001\u7c21\u5316\u4f9b\u61c9\u93c8\u884c\u7a0b\u8def\u7dda\uff0c\u4ee5\u53ca\u505a\u51fa\u7b26\u5408\u7d44\u7e54\u6c38\u7e8c\u767c\u5c55\u8a08\u756b\u7684\u63a1\u8cfc\u6c7a\u7b56\u3002<\/p>\n\n\n\n

\u5c0d\u65bc\u5168\u7403\u4f01\u696d\u800c\u8a00\uff0c\u9019\u9805\u6280\u8853\u53ef\u61c9\u7528\u65bc\u8349\u64ec\u8a73\u7d30\u7684\u5546\u696d\u8a08\u756b\u3001\u7522\u751f\u8907\u96dc\u7684\u7a0b\u5f0f\u78bc\u4ee5\u5c0d\u8edf\u9ad4\u9032\u884c\u9664\u932f\uff0c\u6216\u662f\u6700\u4f73\u5316\u8ca8\u8eca\u3001\u5009\u5132\u6a5f\u5668\u4eba\u548c\u7121\u4eba\u99d5\u99db\u8a08\u7a0b\u8eca\u7684\u884c\u99db\u8def\u7dda\u3002<\/p>\n\n\n\n

AI\u63a8\u7406\u6a21\u578b\u767c\u5c55\u8fc5\u901f\u3002OpenAI o1-mini\u548co3-mini\u3001DeepSeek R1\u53caGoogle DeepMind\u7684Gemini 2.0 Flash Thinking\u90fd\u662f\u5728\u904e\u53bb\u5e7e\u9031\u63a8\u51fa\uff0c\u9810\u8a08\u4e0d\u4e45\u5f8c\u9084\u6703\u6709\u66f4\u591a\u65b0\u7684\u6a21\u578b\u554f\u4e16\u3002<\/p>\n\n\n\n

\u9019\u4e9b\u6a21\u578b\u5728\u63a8\u7406\u904e\u7a0b\u4e2d\u9700\u8981\u4f7f\u7528\u5927\u91cf\u904b\u7b97\uff0c\u624d\u80fd\u5c0d\u8907\u96dc\u554f\u984c\u9032\u884c\u63a8\u7406\u8207\u7522\u751f\u6b63\u78ba\u7b54\u6848\uff0c\u9019\u8868\u793a\u4f01\u696d\u9700\u8981\u64f4\u5145\u52a0\u901f\u904b\u7b97\u8cc7\u6e90\uff0c\u4ee5\u63d0\u4f9b\u80fd\u5920\u89e3\u6c7a\u8907\u96dc\u554f\u984c\u3001\u7de8\u5beb\u7a0b\u5f0f\u78bc\u548c\u898f\u5283\u591a\u6b65\u9a5f\u7684\u4e0b\u4e00\u4ee3AI\u63a8\u7406\u5de5\u5177\u3002<\/p>\n\n\n\n

\u8cc7\u6599\u4f86\u6e90: https:\/\/mashdigi.com\/nvidia-reveals-how-scaling-laws-drive-smarter-more-powerful-ai\/<\/a><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

2025-02-17 | mashdigi AI\u767c\u5c55\u81f3\u4eca\uff0c\u9700\u8981\u4ee5\u4e09\u5927\u5b9a\u5f8b\u4f86\u63cf\u8ff0\u904b\u7b97\u8cc7\u6e90\u7684\u4e0d\u540c\u5229\u7528\u65b9\u5f0f\u5982\u4f55\u5f71\u97ff\u6a21\u578b\u6548\u80fd\uff0c\u5305\u542b\u9810\u8a13\u7df4\u64f4\u5c55 (pretraining scaling)\u3001\u8a13…<\/p>\n","protected":false},"author":4,"featured_media":8341,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[4],"tags":[26],"class_list":["post-8340","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry-news","tag-ai"],"gutentor_comment":0,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2025\/02\/%E8%9E%A2%E5%B9%95%E6%93%B7%E5%8F%96%E7%95%AB%E9%9D%A2-2025-02-17-164855.png?fit=780%2C519&ssl=1","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/8340","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8340"}],"version-history":[{"count":1,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/8340\/revisions"}],"predecessor-version":[{"id":8342,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/8340\/revisions\/8342"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/media\/8341"}],"wp:attachment":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8340"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8340"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8340"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}