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Qwen3-32B\u3002\u8fd9\u4e9b Dense \u6a21\u578b\u91c7\u7528\u4e86\u66f4\u4f20\u7edf\u7684\u67b6\u6784\uff0c\u6240\u6709\u53c2\u6570\u5728\u63a8\u7406\u65f6\u90fd\u4f1a\u53c2\u4e0e\u8ba1\u7b97\u3002Qwen Team \u5bf9\u8fd9\u4e9b\u6a21\u578b\u7684\u6743\u91cd\u4e5f\u8fdb\u884c\u4e86\u5168\u9762\u5f00\u6e90\u3002\u56fe\u4e28\u6a21\u578b\u53c2\u6570\uff08\u6765\u6e90\uff1aQwen\uff09\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a\uff0cQwen3 \u7cfb\u5217\u7684\u8868\u73b0\u76f8\u5f53\u4eae\u773c\u3002\u5c3d\u7ba1\u53c2\u6570\u91cf\u76f8\u5bf9\u8f83\u5c0f\uff0c\u4f46\u65d7\u8230\u6a21\u578bQwen3-235B-A22B \u5728\u4ee3\u7801\u751f\u6210\u4e0e\u7406\u89e3\u3001\u6570\u5b66\u63a8\u7406\u3001\u901a\u7528\u80fd\u529b\u7b49\u5173\u952e\u9886\u57df\uff0c\u4e0e DeepSeek-R1\u3001o1\u3001o3-mini\u3001Grok-3 \u4ee5\u53ca Google \u7684 Gemini-2.5-Pro 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\u56e2\u961f\u7684\u6570\u636e\u663e\u793a\uff0c\u6a21\u578b\u7684\u6027\u80fd\u63d0\u5347\u4e0e\u5206\u914d\u7684\u8ba1\u7b97\u63a8\u7406\u9884\u7b97\uff08\u4ee5 K tokens \u4e3a\u5355\u4f4d\u8861\u91cf\uff09\u76f4\u63a5\u76f8\u5173\uff0c\u5e76\u4e14\u5c55\u73b0\u51fa\u53ef\u6269\u5c55\u4e14\u5e73\u6ed1\u7684\u6027\u80fd\u66f2\u7ebf\u3002\u8fd9\u610f\u5473\u7740\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8c03\u6574\u9884\u7b97\uff0c\u5728\u6210\u672c\u6548\u76ca\u548c\u63a8\u7406\u8d28\u91cf\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002\u56fe\u4e28\u6a21\u578b\u7684\u6027\u80fd\u63d0\u5347\u4e0e\u5206\u914d\u7684\u8ba1\u7b97\u63a8\u7406\u9884\u7b97\uff08\u6765\u6e90\uff1aQwen\uff09\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7API \u8c03\u7528\u65f6\u7684\u53c2\u6570\uff08\u5982 enable_thinking=True\/False\uff09\u6765\u63a7\u5236\u9ed8\u8ba4\u6a21\u5f0f\u3002\u800c\u4e14\uff0cQwen3 \u8fd8\u652f\u6301\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u901a\u8fc7\u5728\u7528\u6237\u8f93\u5165\u4e2d\u6dfb\u52a0\u7279\u5b9a\u6307\u4ee4\uff08\u5982 \/think \u6216 \/no_think\uff09\u6765\u52a8\u6001\u5207\u6362\u5f53\u524d\u8f6e\u6b21\u7684\u601d\u8003\u6a21\u5f0f\uff0c\u6a21\u578b\u4f1a\u9075\u5faa\u6700\u8fd1\u7684\u6307\u4ee4\u3002Qwen3 \u7684\u53e6\u4e00\u4e2a\u4eae\u70b9\u662f\uff0c\u5728\u591a\u8bed\u8a00\u65b9\u9762\u505a\u51fa\u4e86\u91cd\u5927\u6539\u5584\uff0c\u5b98\u65b9\u5ba3\u5e03\u5176\u652f\u6301\u591a\u8fbe&nbsp;119 \u79cd\u8bed\u8a00\u548c\u65b9\u8a00\u3002\u8fd9\u8986\u76d6\u4e86\u5168\u7403\u4e3b\u8981\u7684\u8bed\u7cfb\uff0c\u5305\u62ec\uff1a\u56fe\u4e28Qwen 3 \u652f\u6301\u7684\u8bed\u8a00\uff08\u6765\u6e90\uff1aQwen\uff09\u9664\u4e86\u57fa\u7840\u7684\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\uff0c\u73b0\u4ee3\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u6267\u884c\u590d\u6742\u4efb\u52a1\u3001\u4e0e\u5916\u90e8\u5de5\u5177\u4ea4\u4e92\uff08\u5373Agent \u80fd\u529b\uff09\u4ee5\u53ca\u7f16\u5199\u548c\u7406\u89e3\u4ee3\u7801\u65b9\u9762\u7684\u80fd\u529b\u4e5f\u65e5\u76ca\u53d7\u5230\u91cd\u89c6\u3002Qwen3 \u5728\u8fd9\u4e9b\u65b9\u9762\u4e5f\u8fdb\u884c\u4e86\u91cd\u70b9\u4f18\u5316\u3002\u5b98\u65b9\u8868\u793a\uff0cQwen3 \u6a21\u578b\u7684 Agent \u80fd\u529b\u548c\u4ee3\u7801\u80fd\u529b\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\uff0c\u5e76\u4e14\u52a0\u5f3a\u4e86\u5bf9 MCP\uff08Model Context Protocol\uff09\u7684\u652f\u6301\uff0c\u4f7f\u5f97 Qwen 3 \u80fd\u66f4\u6709\u6548\u5730\u53c2\u4e0e\u5230\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u573a\u666f\u4e2d\u3002\u53e6\u5916\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u636e Qwen \u56e2\u961f\u7814\u7a76\u5458\u90d1\u695a\u6770\u900f\u9732\uff0cQwen3 \u8fd8\u6709\u4e00\u4e9b\u672a\u5728\u6a21\u578b\u5361\u4e2d\u900f\u9732\u51fa\u7684\u6709\u8da3\u7279\u6027\uff0c\u6216\u8bb8\u80fd\u4e3a\u7814\u7a76\u548c\u4ea7\u54c1\u5f00\u8f9f\u51fa\u4e00\u4e9b\u65b0\u7684\u7a7a\u95f4\uff0c\u503c\u5f97\u6211\u4eec\u671f\u5f85\u4e00\u4e0b\u3002\u56fe\u4e28\u76f8\u5173\u63a8\u6587\uff08\u6765\u6e90\uff1aX\uff09\u5728\u8bad\u7ec3\u65b9\u9762\uff0cQwen 3 \u4f7f\u7528\u4e86\u7ea6 36 \u4e07\u4ebf\u4e2a token \u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u51e0\u4e4e\u662f Qwen2.5\uff0818 \u4e07\u4ebf token\uff09\u7684\u4e24\u500d\u3002\u56e2\u961f\u4e0d\u4ec5\u4ece\u7f51\u7edc\u6536\u96c6\u6570\u636e\uff0c\u8fd8\u4ece PDF \u6587\u6863\u4e2d\u63d0\u53d6\u4fe1\u606f\uff0c\u5e76\u5229\u7528 Qwen2.5-VL\uff08Vision Language\uff0c\u89c6\u89c9\u8bed\u8a00\uff09\u548c Qwen2.5 \u6539\u5584\u63d0\u53d6\u5185\u5bb9\u8d28\u91cf\u3002\u4e3a\u589e\u52a0\u6570\u5b66\u548c\u4ee3\u7801\u6570\u636e\uff0c\u56e2\u961f\u8fd8\u5229\u7528 Qwen2.5-Math \u548c Qwen2.5-Coder \u8fd9\u4e24\u4e2a\u9886\u57df\u4e13\u5bb6\u6a21\u578b\u5408\u6210\u6570\u636e\u3002\u9884\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a\u9996\u5148\u5728\u8d85\u8fc730 \u4e07\u4ebf\u4e2a token \u4e0a\u8fdb\u884c\u57fa\u7840\u9884\u8bad\u7ec3\uff1b\u5176\u6b21\u589e\u52a0\u77e5\u8bc6\u5bc6\u96c6\u578b\u6570\u636e\u6bd4\u4f8b\u5e76\u989d\u5916\u8bad\u7ec3 5 \u4e07\u4ebf\u4e2a token\uff1b\u6700\u540e\u4f7f\u7528\u9ad8\u8d28\u91cf\u957f\u4e0a\u4e0b\u6587\u6570\u636e\u5c06\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u5230 32K token\u3002\u6a21\u578b\u67b6\u6784\u7684\u6539\u8fdb\u4e5f\u662fQwen3 \u6027\u80fd\u63d0\u5347\u7684\u5173\u952e\u56e0\u7d20\u4e4b\u4e00\u3002\u5b98\u65b9\u63d0\u5230\uff0c\u7531\u4e8e\u6a21\u578b\u67b6\u6784\u7684\u6539\u8fdb\u3001\u8bad\u7ec3\u6570\u636e\u7684\u589e\u52a0\u4ee5\u53ca\u66f4\u6709\u6548\u7684\u8bad\u7ec3\u65b9\u6cd5\uff0cQwen3 \u7684 Dense \u57fa\u7840\u6a21\u578b\u5728\u6574\u4f53\u6027\u80fd\u4e0a\u5df2\u7ecf\u80fd\u4e0e\u53c2\u6570\u91cf\u66f4\u591a\u7684 Qwen2.5 \u57fa\u7840\u6a21\u578b\u76f8\u5ab2\u7f8e\u3002\u4f8b\u5982\uff0cQwen3 \u7684 1.7B \u5230 32B \u7684 Dense \u6a21\u578b\u5206\u522b\u80fd\u8fbe\u5230 Qwen2.5 \u7684 3B \u5230 72B Base \u6a21\u578b\u7684\u6c34\u5e73\u3002\u5bf9\u4e8e MoE \u6a21\u578b\uff0c\u5728\u4ec5\u4f7f\u7528\u7ea6 10% \u6fc0\u6d3b\u53c2\u6570\u7684\u60c5\u51b5\u4e0b\uff0c\u5c31\u80fd\u8fbe\u5230\u4e0e Qwen2.5 Dense \u57fa\u7840\u6a21\u578b\u76f8\u4f3c\u7684\u6027\u80fd\uff0c\u663e\u8457\u8282\u7701\u4e86\u8bad\u7ec3\u548c\u63a8\u7406\u6210\u672c\u3002\u56fe\u4e28\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\uff08\u6765\u6e90\uff1aQwen\uff09\u540e\u8bad\u7ec3\u90e8\u5206\uff0c\u5bf9\u4e8eQwen3-235B-A22B \u7b49\u65d7\u8230\u6a21\u578b\uff0c\u8bad\u7ec3\u4ece\u57fa\u7840\u6a21\u578b\u51fa\u53d1\uff0c\u7ecf\u5386\u4e86\u4e0e DeepSeek- R1 \u6bd4\u8f83\u7c7b\u4f3c\u7684\u56db\u4e2a\u6b65\u9aa4\uff1a1.&nbsp;\u957f\u601d\u7ef4\u94fe\u51b7\u542f\u52a8 (Long-CoT Cold Start):&nbsp;\u4f7f\u7528\u591a\u6837\u5316\u7684\u957f\u601d\u7ef4\u94fe\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u8986\u76d6\u6570\u5b66\u3001\u4ee3\u7801\u3001\u903b\u8f91\u63a8\u7406\u548c STEM\uff08\u79d1\u5b66\u3001\u6280\u672f\u3001\u5de5\u7a0b\u3001\u6570\u5b66\uff09\u7b49\u9886\u57df\uff0c\u65e8\u5728\u4e3a\u6a21\u578b\u6ce8\u5165\u57fa\u7840\u7684\u63a8\u7406\u80fd\u529b\u30022.&nbsp;\u957f\u601d\u7ef4\u94fe\u5f3a\u5316\u5b66\u4e60 (Long-CoT Reasoning RL):&nbsp;\u8fdb\u884c\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning, RL\uff09\uff0c\u5229\u7528\u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\u6765\u589e\u5f3a\u6a21\u578b\u7684\u63a2\u7d22\u548c\u94bb\u7814\u80fd\u529b\u30023.&nbsp;\u601d\u7ef4\u6a21\u5f0f\u878d\u5408 (Thinking Mode Fusion):&nbsp;\u5c06\u5305\u542b\u957f\u601d\u7ef4\u94fe\u6570\u636e\u548c\u5e38\u7528\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u7684\u6df7\u5408\u6570\u636e\u96c6\u7528\u4e8e\u6a21\u578b\u5fae\u8c03\uff0c\u76ee\u7684\u662f\u5c06\u975e\u601d\u8003\u6a21\u5f0f\u65e0\u7f1d\u6574\u5408\u5230\u601d\u8003\u6a21\u5f0f\u4e2d\uff0c\u786e\u4fdd\u63a8\u7406\u80fd\u529b\u548c\u5feb\u901f\u54cd\u5e94\u80fd\u529b\u7684\u7ed3\u5408\u30024.&nbsp;\u901a\u7528\u5f3a\u5316\u5b66\u4e60 (General RL):&nbsp;\u5728\u5305\u62ec\u6307\u4ee4\u9075\u5faa\u3001\u683c\u5f0f\u9075\u5faa\u548c Agent \u80fd\u529b\u7b49\u5728\u5185\u7684 20 \u591a\u4e2a\u901a\u7528\u4efb\u52a1\u9886\u57df\u5e94\u7528\u5f3a\u5316\u5b66\u4e60\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b\u5e76\u7ea0\u6b63\u4e0d\u826f\u884c\u4e3a\u3002\u5bf9\u4e8e\u66f4\u5c0f\u7684\u8f7b\u91cf\u7ea7\u6a21\u578b\uff0c\u5219\u662f\u7531\u5f3a\u6a21\u578b\u8fdb\u884c\u84b8\u998f\u3002\u6d41\u7a0b\u56fe\u663e\u793a\uff0c\u8fd9\u79cd\u84b8\u998f\u8fc7\u7a0b\u5229\u7528\u4e86\u7ecf\u8fc7\u590d\u6742\u56db\u9636\u6bb5\u8bad\u7ec3\u7684\u524d\u6cbf\u6a21\u578b\u4f5c\u4e3a\u201c\u6559\u5e08\u6a21\u578b\u201d\uff0c\u5c06\u5176\u80fd\u529b\u8fc1\u79fb\u5230\u53c2\u6570\u91cf\u8f83\u5c0f\u7684\u201c\u5b66\u751f\u6a21\u578b\u201d\u4e0a\uff08\u8fd9\u4e5f\u89e3\u91ca\u4e86\u8f7b\u91cf\u7ea7\u6a21\u578b\u80fd\u5728\u76f8\u5bf9\u8f83\u5c0f\u89c4\u6a21\u4e0b\u7ee7\u627f\u5f3a\u5927\u6027\u80fd\u7684\u539f\u56e0\uff09\u3002\u56fe\u4e28\u540e\u8bad\u7ec3\u6d41\u7a0b\uff08\u6765\u6e90\uff1aQwen\uff09\u76ee\u524d\uff0c\u6a21\u578b\u6743\u91cd\u5df2\u4e0a\u67b6Hugging Face\u3001ModelScope\u3001Kaggle \u7b49\u5e73\u53f0\u3002\u5bf9\u4e8e\u751f\u4ea7\u73af\u5883\u90e8\u7f72\uff0c\u63a8\u8350\u4f7f\u7528 SGLang\u3001vLLM \u7b49\u6846\u67b6\u3002\u540c\u65f6\uff0cOllama\u3001LMStudio\u3001llama.cpp \u7b49\u672c\u5730\u5de5\u5177\u4e5f\u63d0\u4f9b\u4e86\u652f\u6301\u3002\u5b98\u65b9\u8fd8\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684 Python \u4ee3\u7801\u793a\u4f8b\u3002\u53c2\u8003\u8d44\u6599\uff1a1. https:\/\/qwenlm.github.io\/zh\/blog\/qwen3\/\u6392\u7248\uff1a\u6eaa\u6811","content":"<p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5907\u53d7\u5173\u6ce8\u7684Qwen3 \u7ec8\u4e8e\u6765\u4e86\u3002<\/span><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u6b64\u524d\u5c31\u9646\u7eed\u6709\u6d88\u606f\u5ba3\u79f0\u963f\u91cc\u5c06\u4e8e4 \u6708\u66f4\u65b0\u5176 Qwen \u7cfb\u5217\u6a21\u578b\uff0c\u7ec8\u4e8e\uff0c\u5728\u56db\u6708\u7684\u6700\u540e\u4e24\u5929\uff0c\u963f\u91cc\u5df4\u5df4 Qwen Team \u5bf9\u5916\u53d1\u5e03\u4e86\u5176 Qwen \u7cfb\u5217\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u65b0\u6210\u5458\u2014\u2014Qwen3\u3002<\/span><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u6b64\u6b21\u53d1\u5e03\u7684Qwen3 \u7cfb\u5217\u6db5\u76d6\u4e86\u4ece\u5c0f\u578b\u5230\u8d85\u5927\u578b\u7684\u591a\u4e2a\u6a21\u578b\uff0c\u65e8\u5728\u6ee1\u8db3\u4e0d\u540c\u5e94\u7528\u573a\u666f\u4e0b\u7684\u9700\u6c42\u3002\u5176\u4e2d\uff0c\u6700\u5438\u5f15\u4eba\u773c\u7403\u7684\u5f53\u5c5e\u65d7\u8230\u6a21\u578b&nbsp;<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">Qwen3-235B-A22B<\/span><\/strong>\u3002\u8fd9\u662f\u4e00\u6b3e\u91c7\u7528 MoE\uff08Mixture of Experts, \u6df7\u5408\u4e13\u5bb6\uff09\u67b6\u6784\u7684\u5927\u6a21\u578b\uff0c\u62e5\u6709 2350 \u4ebf\u603b\u53c2\u6570\u91cf\uff0c\u5728\u63a8\u7406\u65f6\u6fc0\u6d3b\u5176\u4e2d\u7684 220 \u4ebf\u53c2\u6570\u3002<\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u9664\u4e86\u65d7\u8230\u6a21\u578b\uff0cQwen Team \u8fd8\u540c\u65f6\u5f00\u6e90\u4e86\u53e6\u4e00\u6b3e MoE \u6a21\u578b&nbsp;<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">Qwen3-30B-A3B<\/span><\/strong>\u3002\u8be5\u6a21\u578b\u603b\u53c2\u6570\u91cf\u7ea6\u4e3a 300 \u4ebf\uff0c\u6fc0\u6d3b\u53c2\u6570\u91cf\u4e3a 30 \u4ebf\u3002\u5b98\u65b9\u8d44\u6599\u663e\u793a\uff0c\u8fd9\u6b3e\u6a21\u578b\u7684\u6fc0\u6d3b\u53c2\u6570\u91cf\u4ec5\u4e3a Qwen \u56e2\u961f\u53e6\u4e00\u6b3e\u6a21\u578b QwQ-32B \u7684 10%\uff0c\u4f46\u5728\u6027\u80fd\u4e0a\u5374\u8868\u73b0\u66f4\u4f18\u3002\u8fd9\u4f7f\u5f97 Qwen3-30B-A3B \u5728\u9700\u8981\u9ad8\u6548\u63a8\u7406\u548c\u672c\u5730\u90e8\u7f72\u7684\u573a\u666f\u4e0b\u975e\u5e38\u5177\u6709\u4f18\u52bf\uff0c\u4f8b\u5982\u672c\u5730\u7f16\u7a0b\u3002<\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u6b64\u5916\uff0cQwen3 \u7cfb\u5217\u8fd8\u5305\u542b\u516d\u6b3e\u4f20\u7edf\u7684 Dense\uff08\u5bc6\u96c6\uff09\u67b6\u6784\u6a21\u578b\uff0c\u53c2\u6570\u89c4\u6a21\u4ece 0.6B \u5230 32B \u4e0d\u7b49\uff0c\u5177\u4f53\u5305\u62ec\uff1a<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">Qwen3-0.6B\u3001Qwen3-1.7B\u3001Qwen3-4B\u3001Qwen3-8B\u3001Qwen3-14B \u548c Qwen3-32B\u3002<\/span><\/strong>\u8fd9\u4e9b Dense \u6a21\u578b\u91c7\u7528\u4e86\u66f4\u4f20\u7edf\u7684\u67b6\u6784\uff0c\u6240\u6709\u53c2\u6570\u5728\u63a8\u7406\u65f6\u90fd\u4f1a\u53c2\u4e0e\u8ba1\u7b97\u3002Qwen Team \u5bf9\u8fd9\u4e9b\u6a21\u578b\u7684\u6743\u91cd\u4e5f\u8fdb\u884c\u4e86\u5168\u9762\u5f00\u6e90\u3002<\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><div style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/b047b3c2a9ca472d9614487838e35c28~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250429094621C938E03371FB4F641134&amp;x-expires=2147483647&amp;x-signature=fXQ2gEpXAtq2eU9ISH8KIJXk1cc%3D\"\/>\u56fe\u4e28\u6a21\u578b\u53c2\u6570\uff08\u6765\u6e90\uff1aQwen\uff09<\/div><div style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a\uff0cQwen3 \u7cfb\u5217\u7684\u8868\u73b0\u76f8\u5f53\u4eae\u773c\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">\u5c3d\u7ba1\u53c2\u6570\u91cf\u76f8\u5bf9\u8f83\u5c0f\uff0c\u4f46\u65d7\u8230\u6a21\u578bQwen3-235B-A22B \u5728\u4ee3\u7801\u751f\u6210\u4e0e\u7406\u89e3\u3001\u6570\u5b66\u63a8\u7406\u3001\u901a\u7528\u80fd\u529b\u7b49\u5173\u952e\u9886\u57df\uff0c\u4e0e DeepSeek-R1\u3001o1\u3001o3-mini\u3001Grok-3 \u4ee5\u53ca Google \u7684 Gemini-2.5-Pro \u7b49\u9876\u7ea7\u6a21\u578b\u4e0d\u76f8\u4e0a\u4e0b\u751a\u81f3\u6709\u6240\u8d85\u8d8a\u3002<\/span><\/strong>\u6700\u91cd\u8981\u7684\u662f\uff0c\u5728\u5404\u9879\u8bc4\u4f30\u4e2d\uff0c\u5b83\u90fd\u7528\u4e0d\u5230\u4e00\u534a\u7684\u53c2\u6570\u91cf\u5b9e\u73b0\u4e86\u5bf9\u76f4\u63a5\u7ade\u4e89\u5bf9\u624b LLaMA-4-Maverick \u7684\u5168\u9762\u8d85\u8d8a\u3002<\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/184785f8680e4a049c22cddcd838a3c6~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250429094621C938E03371FB4F641134&amp;x-expires=2147483647&amp;x-signature=uvQq2cMi8fIhimxdCTr%2Bw8V8xc0%3D\"\/>\u56fe\u4e28\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\uff08\u6765\u6e90\uff1aQwen\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5c0f\u578bMoE \u6a21\u578b&nbsp;<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">Qwen3-30B-A3B<\/span><\/strong>&nbsp;\u7684\u8868\u73b0\u540c\u6837\u51fa\u8272\u3002\u5c3d\u7ba1\u5176\u6fc0\u6d3b\u53c2\u6570\u91cf\u4ec5\u4e3a 30 \u4ebf\uff0c\u4f46\u5728 ArenaHard\u3001LiveCodeBench \u7b49\u591a\u9879\u6d4b\u8bd5\u4e2d\uff0c\u5176\u6027\u80fd\u4e0d\u4ec5\u8d85\u8d8a\u4e86\u53c2\u6570\u91cf\u66f4\u5927\u7684 Qwen2.5-72B-Instruct \u6a21\u578b\uff0c\u8fd8\u5728\u67d0\u4e9b\u9879\u76ee\u4e0a\u63a5\u8fd1\u6216\u8d85\u8fc7\u4e86 GPT-4o\u3002\u751a\u81f3\u53c2\u6570\u91cf\u76f8\u5f53\u5c0f\u7684&nbsp;<strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">Qwen3-4B<\/span><\/strong>\uff0c\u4e5f\u80fd\u5728\u90e8\u5206\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5339\u654c\u6216\u8d85\u8d8a\u53c2\u6570\u91cf\u8fdc\u5927\u4e8e\u5b83\u7684 Qwen2.5-72B-Instruct\u3002<\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u6b64\u5916\uff0c\u548cGemini 2.5 Flash \u4e00\u6837\uff0cQwen 3 \u7cfb\u5217\u6700\u5927\u7684\u4eae\u70b9\u662f\u5f15\u5165\u4e86\u601d\u8003\/\u975e\u601d\u8003\u8fd9\u4e24\u79cd\u53ef\u5207\u6362\u7684\u601d\u8003\u6a21\u5f0f\uff0c\u8fd9\u79cd\u8bbe\u8ba1\u5141\u8bb8\u7528\u6237\u6839\u636e\u4efb\u52a1\u9700\u6c42\uff0c\u5728\u63a8\u7406\u6df1\u5ea6\uff08\u53ef\u80fd\u5e26\u6765\u66f4\u9ad8\u8d28\u91cf\u7684\u7b54\u6848\uff09\u548c\u54cd\u5e94\u901f\u5ea6\uff08\u6548\u7387\u66f4\u9ad8\uff09\u4e4b\u95f4\u8fdb\u884c\u6743\u8861\u3002\u5b98\u65b9\u79f0\u4e4b\u4e3a\u201c\u601d\u8003\u9884\u7b97\u201d\uff08Thinking Budget\uff09\u63a7\u5236\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">Qwen \u56e2\u961f\u7684\u6570\u636e\u663e\u793a\uff0c\u6a21\u578b\u7684\u6027\u80fd\u63d0\u5347\u4e0e\u5206\u914d\u7684\u8ba1\u7b97\u63a8\u7406\u9884\u7b97\uff08\u4ee5 K tokens \u4e3a\u5355\u4f4d\u8861\u91cf\uff09\u76f4\u63a5\u76f8\u5173\uff0c\u5e76\u4e14\u5c55\u73b0\u51fa\u53ef\u6269\u5c55\u4e14\u5e73\u6ed1\u7684\u6027\u80fd\u66f2\u7ebf\u3002\u8fd9\u610f\u5473\u7740\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8c03\u6574\u9884\u7b97\uff0c\u5728\u6210\u672c\u6548\u76ca\u548c\u63a8\u7406\u8d28\u91cf\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/9f5265d984c34b319f0919d41ca75cc9~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250429094621C938E03371FB4F641134&amp;x-expires=2147483647&amp;x-signature=0VJS2lrt063yCQRC4wvCz62GTKw%3D\"\/>\u56fe\u4e28\u6a21\u578b\u7684\u6027\u80fd\u63d0\u5347\u4e0e\u5206\u914d\u7684\u8ba1\u7b97\u63a8\u7406\u9884\u7b97\uff08\u6765\u6e90\uff1aQwen\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7API \u8c03\u7528\u65f6\u7684\u53c2\u6570\uff08\u5982 enable_thinking=True\/False\uff09\u6765\u63a7\u5236\u9ed8\u8ba4\u6a21\u5f0f\u3002\u800c\u4e14\uff0cQwen3 \u8fd8\u652f\u6301\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u901a\u8fc7\u5728\u7528\u6237\u8f93\u5165\u4e2d\u6dfb\u52a0\u7279\u5b9a\u6307\u4ee4\uff08\u5982 \/think \u6216 \/no_think\uff09\u6765\u52a8\u6001\u5207\u6362\u5f53\u524d\u8f6e\u6b21\u7684\u601d\u8003\u6a21\u5f0f\uff0c\u6a21\u578b\u4f1a\u9075\u5faa\u6700\u8fd1\u7684\u6307\u4ee4\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">Qwen3 \u7684\u53e6\u4e00\u4e2a\u4eae\u70b9\u662f\uff0c\u5728\u591a\u8bed\u8a00\u65b9\u9762\u505a\u51fa\u4e86\u91cd\u5927\u6539\u5584\uff0c\u5b98\u65b9\u5ba3\u5e03\u5176\u652f\u6301\u591a\u8fbe&nbsp;<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">119 \u79cd\u8bed\u8a00\u548c\u65b9\u8a00<\/span><\/strong>\u3002\u8fd9\u8986\u76d6\u4e86\u5168\u7403\u4e3b\u8981\u7684\u8bed\u7cfb\uff0c\u5305\u62ec\uff1a<\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/ec30bddefbc04abcbd9bc98540d1872a~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250429094621C938E03371FB4F641134&amp;x-expires=2147483647&amp;x-signature=ZlZH4e9bFIbPStVi5yNcc%2FdXrUs%3D\"\/>\u56fe\u4e28Qwen 3 \u652f\u6301\u7684\u8bed\u8a00\uff08\u6765\u6e90\uff1aQwen\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u9664\u4e86\u57fa\u7840\u7684\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\uff0c\u73b0\u4ee3\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u6267\u884c\u590d\u6742\u4efb\u52a1\u3001\u4e0e\u5916\u90e8\u5de5\u5177\u4ea4\u4e92\uff08\u5373Agent \u80fd\u529b\uff09\u4ee5\u53ca\u7f16\u5199\u548c\u7406\u89e3\u4ee3\u7801\u65b9\u9762\u7684\u80fd\u529b\u4e5f\u65e5\u76ca\u53d7\u5230\u91cd\u89c6\u3002Qwen3 \u5728\u8fd9\u4e9b\u65b9\u9762\u4e5f\u8fdb\u884c\u4e86\u91cd\u70b9\u4f18\u5316\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5b98\u65b9\u8868\u793a\uff0cQwen3 \u6a21\u578b\u7684 Agent \u80fd\u529b\u548c\u4ee3\u7801\u80fd\u529b\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\uff0c\u5e76\u4e14\u52a0\u5f3a\u4e86\u5bf9 MCP\uff08Model Context Protocol\uff09\u7684\u652f\u6301\uff0c\u4f7f\u5f97 Qwen 3 \u80fd\u66f4\u6709\u6548\u5730\u53c2\u4e0e\u5230\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u573a\u666f\u4e2d\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u53e6\u5916\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u636e Qwen \u56e2\u961f\u7814\u7a76\u5458\u90d1\u695a\u6770\u900f\u9732\uff0cQwen3 \u8fd8\u6709\u4e00\u4e9b\u672a\u5728\u6a21\u578b\u5361\u4e2d\u900f\u9732\u51fa\u7684\u6709\u8da3\u7279\u6027\uff0c\u6216\u8bb8\u80fd\u4e3a\u7814\u7a76\u548c\u4ea7\u54c1\u5f00\u8f9f\u51fa\u4e00\u4e9b\u65b0\u7684\u7a7a\u95f4\uff0c\u503c\u5f97\u6211\u4eec\u671f\u5f85\u4e00\u4e0b\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/e4d209fabd4f468ebd9d8f5c26a8f9fa~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250429094621C938E03371FB4F641134&amp;x-expires=2147483647&amp;x-signature=Y2raOP3r09AogGB6cLKFRMOG7tw%3D\"\/>\u56fe\u4e28\u76f8\u5173\u63a8\u6587\uff08\u6765\u6e90\uff1aX\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\">\u5728\u8bad\u7ec3\u65b9\u9762\uff0cQwen 3 \u4f7f\u7528\u4e86\u7ea6 36 \u4e07\u4ebf\u4e2a token \u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u51e0\u4e4e\u662f Qwen2.5\uff0818 \u4e07\u4ebf token\uff09\u7684\u4e24\u500d\u3002\u56e2\u961f\u4e0d\u4ec5\u4ece\u7f51\u7edc\u6536\u96c6\u6570\u636e\uff0c\u8fd8\u4ece PDF \u6587\u6863\u4e2d\u63d0\u53d6\u4fe1\u606f\uff0c\u5e76\u5229\u7528 Qwen2.5-VL\uff08Vision Language\uff0c\u89c6\u89c9\u8bed\u8a00\uff09\u548c Qwen2.5 \u6539\u5584\u63d0\u53d6\u5185\u5bb9\u8d28\u91cf\u3002\u4e3a\u589e\u52a0\u6570\u5b66\u548c\u4ee3\u7801\u6570\u636e\uff0c\u56e2\u961f\u8fd8\u5229\u7528 Qwen2.5-Math \u548c Qwen2.5-Coder \u8fd9\u4e24\u4e2a\u9886\u57df\u4e13\u5bb6\u6a21\u578b\u5408\u6210\u6570\u636e\u3002<\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u9884\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a\u9996\u5148\u5728\u8d85\u8fc730 \u4e07\u4ebf\u4e2a token \u4e0a\u8fdb\u884c\u57fa\u7840\u9884\u8bad\u7ec3\uff1b\u5176\u6b21\u589e\u52a0\u77e5\u8bc6\u5bc6\u96c6\u578b\u6570\u636e\u6bd4\u4f8b\u5e76\u989d\u5916\u8bad\u7ec3 5 \u4e07\u4ebf\u4e2a token\uff1b\u6700\u540e\u4f7f\u7528\u9ad8\u8d28\u91cf\u957f\u4e0a\u4e0b\u6587\u6570\u636e\u5c06\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u5230 32K token\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u6a21\u578b\u67b6\u6784\u7684\u6539\u8fdb\u4e5f\u662fQwen3 \u6027\u80fd\u63d0\u5347\u7684\u5173\u952e\u56e0\u7d20\u4e4b\u4e00\u3002\u5b98\u65b9\u63d0\u5230\uff0c\u7531\u4e8e\u6a21\u578b\u67b6\u6784\u7684\u6539\u8fdb\u3001\u8bad\u7ec3\u6570\u636e\u7684\u589e\u52a0\u4ee5\u53ca\u66f4\u6709\u6548\u7684\u8bad\u7ec3\u65b9\u6cd5\uff0cQwen3 \u7684 Dense \u57fa\u7840\u6a21\u578b\u5728\u6574\u4f53\u6027\u80fd\u4e0a\u5df2\u7ecf\u80fd\u4e0e\u53c2\u6570\u91cf\u66f4\u591a\u7684 Qwen2.5 \u57fa\u7840\u6a21\u578b\u76f8\u5ab2\u7f8e\u3002\u4f8b\u5982\uff0cQwen3 \u7684 1.7B \u5230 32B \u7684 Dense \u6a21\u578b\u5206\u522b\u80fd\u8fbe\u5230 Qwen2.5 \u7684 3B \u5230 72B Base \u6a21\u578b\u7684\u6c34\u5e73\u3002\u5bf9\u4e8e MoE \u6a21\u578b\uff0c\u5728\u4ec5\u4f7f\u7528\u7ea6 10% \u6fc0\u6d3b\u53c2\u6570\u7684\u60c5\u51b5\u4e0b\uff0c\u5c31\u80fd\u8fbe\u5230\u4e0e Qwen2.5 Dense \u57fa\u7840\u6a21\u578b\u76f8\u4f3c\u7684\u6027\u80fd\uff0c\u663e\u8457\u8282\u7701\u4e86\u8bad\u7ec3\u548c\u63a8\u7406\u6210\u672c\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/05aee722d51e4ce1aa7bdaad298091f3~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250429094621C938E03371FB4F641134&amp;x-expires=2147483647&amp;x-signature=%2Fcx8QBKcZyITQA74Wkdr59dUsBw%3D\"\/>\u56fe\u4e28\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\uff08\u6765\u6e90\uff1aQwen\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u540e\u8bad\u7ec3\u90e8\u5206\uff0c\u5bf9\u4e8eQwen3-235B-A22B \u7b49\u65d7\u8230\u6a21\u578b\uff0c\u8bad\u7ec3\u4ece\u57fa\u7840\u6a21\u578b\u51fa\u53d1\uff0c\u7ecf\u5386\u4e86\u4e0e DeepSeek- R1 \u6bd4\u8f83\u7c7b\u4f3c\u7684\u56db\u4e2a\u6b65\u9aa4\uff1a<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">1.&nbsp;<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">\u957f\u601d\u7ef4\u94fe\u51b7\u542f\u52a8 (Long-CoT Cold Start):&nbsp;<\/span><\/strong>\u4f7f\u7528\u591a\u6837\u5316\u7684\u957f\u601d\u7ef4\u94fe\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u8986\u76d6\u6570\u5b66\u3001\u4ee3\u7801\u3001\u903b\u8f91\u63a8\u7406\u548c STEM\uff08\u79d1\u5b66\u3001\u6280\u672f\u3001\u5de5\u7a0b\u3001\u6570\u5b66\uff09\u7b49\u9886\u57df\uff0c\u65e8\u5728\u4e3a\u6a21\u578b\u6ce8\u5165\u57fa\u7840\u7684\u63a8\u7406\u80fd\u529b\u3002<\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">2.&nbsp;<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">\u957f\u601d\u7ef4\u94fe\u5f3a\u5316\u5b66\u4e60 (Long-CoT Reasoning RL):<\/span><\/strong>&nbsp;\u8fdb\u884c\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning, RL\uff09\uff0c\u5229\u7528\u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\u6765\u589e\u5f3a\u6a21\u578b\u7684\u63a2\u7d22\u548c\u94bb\u7814\u80fd\u529b\u3002<\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">3.&nbsp;<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">\u601d\u7ef4\u6a21\u5f0f\u878d\u5408 (Thinking Mode Fusion):<\/span><\/strong>&nbsp;\u5c06\u5305\u542b\u957f\u601d\u7ef4\u94fe\u6570\u636e\u548c\u5e38\u7528\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u7684\u6df7\u5408\u6570\u636e\u96c6\u7528\u4e8e\u6a21\u578b\u5fae\u8c03\uff0c\u76ee\u7684\u662f\u5c06\u975e\u601d\u8003\u6a21\u5f0f\u65e0\u7f1d\u6574\u5408\u5230\u601d\u8003\u6a21\u5f0f\u4e2d\uff0c\u786e\u4fdd\u63a8\u7406\u80fd\u529b\u548c\u5feb\u901f\u54cd\u5e94\u80fd\u529b\u7684\u7ed3\u5408\u3002<\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">4.&nbsp;<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">\u901a\u7528\u5f3a\u5316\u5b66\u4e60 (General RL):<\/span><\/strong>&nbsp;\u5728\u5305\u62ec\u6307\u4ee4\u9075\u5faa\u3001\u683c\u5f0f\u9075\u5faa\u548c Agent \u80fd\u529b\u7b49\u5728\u5185\u7684 20 \u591a\u4e2a\u901a\u7528\u4efb\u52a1\u9886\u57df\u5e94\u7528\u5f3a\u5316\u5b66\u4e60\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b\u5e76\u7ea0\u6b63\u4e0d\u826f\u884c\u4e3a\u3002<\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5bf9\u4e8e\u66f4\u5c0f\u7684\u8f7b\u91cf\u7ea7\u6a21\u578b\uff0c\u5219\u662f\u7531\u5f3a\u6a21\u578b\u8fdb\u884c\u84b8\u998f\u3002\u6d41\u7a0b\u56fe\u663e\u793a\uff0c\u8fd9\u79cd\u84b8\u998f\u8fc7\u7a0b\u5229\u7528\u4e86\u7ecf\u8fc7\u590d\u6742\u56db\u9636\u6bb5\u8bad\u7ec3\u7684\u524d\u6cbf\u6a21\u578b\u4f5c\u4e3a\u201c\u6559\u5e08\u6a21\u578b\u201d\uff0c\u5c06\u5176\u80fd\u529b\u8fc1\u79fb\u5230\u53c2\u6570\u91cf\u8f83\u5c0f\u7684\u201c\u5b66\u751f\u6a21\u578b\u201d\u4e0a\uff08\u8fd9\u4e5f\u89e3\u91ca\u4e86\u8f7b\u91cf\u7ea7\u6a21\u578b\u80fd\u5728\u76f8\u5bf9\u8f83\u5c0f\u89c4\u6a21\u4e0b\u7ee7\u627f\u5f3a\u5927\u6027\u80fd\u7684\u539f\u56e0\uff09\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/26b30db758024943a9dbacd21b0d492d~tplv-obj.image?lk3s=ef143cfe&amp;traceid=20250429094621C938E03371FB4F641134&amp;x-expires=2147483647&amp;x-signature=4MFfmcVKXss8E0XpH1msOb3WU7s%3D\"\/>\u56fe\u4e28\u540e\u8bad\u7ec3\u6d41\u7a0b\uff08\u6765\u6e90\uff1aQwen\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u76ee\u524d\uff0c\u6a21\u578b\u6743\u91cd\u5df2\u4e0a\u67b6Hugging Face\u3001ModelScope\u3001Kaggle \u7b49\u5e73\u53f0\u3002\u5bf9\u4e8e\u751f\u4ea7\u73af\u5883\u90e8\u7f72\uff0c\u63a8\u8350\u4f7f\u7528 SGLang\u3001vLLM \u7b49\u6846\u67b6\u3002\u540c\u65f6\uff0cOllama\u3001LMStudio\u3001llama.cpp \u7b49\u672c\u5730\u5de5\u5177\u4e5f\u63d0\u4f9b\u4e86\u652f\u6301\u3002\u5b98\u65b9\u8fd8\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684 Python \u4ee3\u7801\u793a\u4f8b\u3002<\/span><\/span><\/p><p style=\"line-height: 1;\"><span style=\"letter-spacing: 1px;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u53c2\u8003\u8d44\u6599\uff1a<\/span><\/span><\/p><p style=\"line-height: 1;\"><span style=\"letter-spacing: 1px;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">1. https:\/\/qwenlm.github.io\/zh\/blog\/qwen3\/<\/span><\/span><\/p><p style=\"line-height: 1;\"><\/p><p style=\"line-height: 1;\"><span style=\"letter-spacing: 1px;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u6392\u7248\uff1a\u6eaa\u6811<\/span><\/span><\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div>","content_en":null,"content_all":null,"article_url":"http:\/\/www.sciphi.cn\/article\/view\/14728","typeName":"AI"},"code":10000,"message":"\u6210\u529f"}