{"id":25969,"date":"2025-05-17T10:56:00","date_gmt":"2025-05-17T02:56:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=25969"},"modified":"2025-05-19T10:08:39","modified_gmt":"2025-05-19T02:08:39","slug":"qwen3-technical-report","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/05\/17\/qwen3-technical-report\/","title":{"rendered":"Qwen3 \u6280\u672f\u62a5\u544a"},"content":{"rendered":"\n<ul class=\"has-light-pink-background-color has-background\"><li><strong>HuggingFace \u5730\u5740\uff1a<a href=\"https:\/\/huggingface.co\/collections\/Qwen\/qwen3-67dd247413f0e2e4f653967f\">https:\/\/huggingface.co\/collections\/Qwen\/qwen3-67dd247413f0e2e4f653967f<\/a><\/strong><\/li><li><strong>\u6280\u672f\u62a5\u544a\uff1a<a href=\"https:\/\/github.com\/QwenLM\/Qwen3\/blob\/main\/Qwen3_Technical_Report.pdf\n\"><em>https:\/\/github.com\/QwenLM\/Qwen3\/blob\/main\/Qwen3_Technical_Report.pdf<\/em><\/a><\/strong><\/li><li><strong>Modelscope \u5730\u5740\uff1a<a href=\"https:\/\/modelscope.cn\/collections\/Qwen3-9743180bdc6b48\">https:\/\/modelscope.cn\/collections\/Qwen3-9743180bdc6b48<\/a><\/strong><\/li><li><strong>GitHub \u5730\u5740\uff1a<a href=\"https:\/\/github.com\/QwenLM\/Qwen3\">https:\/\/github.com\/QwenLM\/Qwen3<\/a><\/strong><\/li><li><strong>\u535a\u5ba2\u5730\u5740\uff1a<a href=\"https:\/\/qwenlm.github.io\/blog\/qwen3\/\">https:\/\/qwenlm.github.io\/blog\/qwen3\/<\/a><\/strong><\/li><li><strong>\u8bd5\u7528\u5730\u5740\uff1a<a href=\"https:\/\/chat.qwen.ai\/\">https:\/\/chat.qwen.ai\/<\/a><\/strong><\/li><\/ul>\n\n\n\n<ul><li><strong>MoE \u6a21\u578b<\/strong>\uff1aQwen3-235B-A22B \u548c Qwen3-30B-A3B\uff1b\u5176\u4e2d 235B \u548c 30B \u5206\u522b\u662f\u603b\u53c2\u6570\u91cf\uff0c22B \u548c 3B \u5206\u522b\u662f\u6fc0\u6d3b\u53c2\u6570\u91cf\u3002<\/li><li><strong>\u5bc6\u96c6\u6a21\u578b<\/strong>\uff1aQwen3-32B\u3001Qwen3-14B\u3001Qwen3-8B\u3001Qwen3-4B\u3001Qwen3-1.7B \u548c Qwen3-0.6B\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"898\" height=\"427\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-30.png\" alt=\"\" class=\"wp-image-26354\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-30.png 898w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-30-300x143.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-30-768x365.png 768w\" sizes=\"(max-width: 898px) 100vw, 898px\" \/><\/figure>\n\n\n\n<p><strong>\u6574\u4f53\u67b6\u6784\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"676\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-28-1024x676.png\" alt=\"\" class=\"wp-image-26343\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-28-1024x676.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-28-300x198.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-28-768x507.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-28.png 1078w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>1) \u5305\u542bnum_experts\u4e2a\u8f7b\u91cf\u7ea7\u4e13\u5bb6\u7f51\u7edc(Qwen3MoeMLP)\u7684\u5e76\u884c\u8ba1\u7b97\u5355\u5143\uff1b<\/p>\n\n\n\n<p>2) \u57fa\u4e8e\u6ce8\u610f\u529b\u673a\u5236\u7684\u8def\u7531\u7f51\u7edc(gate)\u3002<\/p>\n\n\n\n<p>\u5728\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\uff0c\u8def\u7531\u7f51\u7edc\u901a\u8fc7\u52a8\u6001\u51b3\u7b56\u673a\u5236\u4e3a\u6bcf\u4e2a\u8f93\u5165Token\u751f\u6210\u8def\u7531\u51b3\u7b56\uff0c\u7b5b\u9009\u51fa\u5339\u914d\u5ea6\u6700\u9ad8\u7684top_k\u4e2a\u4e13\u5bb6\u8282\u70b9\u3002\u968f\u540e\uff0c\u7cfb\u7edf\u5c06\u6839\u636e\u8def\u7531\u6743\u91cd\u5bf9\u9009\u5b9a\u4e13\u5bb6\u7684\u8ba1\u7b97\u7ed3\u679c\u8fdb\u884c\u52a0\u6743\u878d\u5408\uff0c\u6700\u7ec8\u751f\u6210\u8be5\u9690\u5c42\u7684\u8868\u5f81\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\u540c\u6837\u6211\u4eec\u5bf9\u6bd4DeepSeekMOE\uff0cQwen3MOE\u6709\u4e24\u4e2a\u70b9\u7684\u6539\u53d8\uff1a<\/p>\n\n\n\n<p>1\uff09\u6ca1\u6709shared expert\u3002<\/p>\n\n\n\n<p>2\uff09 \u4f18\u5316\u4e86MLP\u67b6\u6784\uff0c\u53d8\u4e3aQwen3MoeSparseMoeBlock\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"104\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-29-1024x104.png\" alt=\"\" class=\"wp-image-26346\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-29-1024x104.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-29-300x30.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-29-768x78.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-29-1536x155.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-29.png 1879w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u6a21\u578b\u7279\u6027\u4f18\u5316\u603b\u7ed3\u8868<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u7279\u6027<\/td><td>\u5b9e\u73b0\u7ec6\u8282<\/td><\/tr><tr><td>\u6ce8\u610f\u529b\u673a\u5236<\/td><td>\u6539\u8fdb\u7684<strong>Qwen3Attention<\/strong>\uff08\u652f\u6301Flash Attention\u4f18\u5316\uff09<\/td><\/tr><tr><td>MoE\u8def\u7531\u7b56\u7565<\/td><td>Top-K\u4e13\u5bb6\u9009\u62e9\uff08\u9ed8\u8ba4K=2\uff09\uff0c\u652f\u6301\u6743\u91cd\u5f52\u4e00\u5316<\/td><\/tr><tr><td>\u4e13\u5bb6\u7ed3\u6784<\/td><td>\u6bcf\u4e2a\u4e13\u5bb6\u4e3a\u6807\u51c6MLP\uff08hidden_size \u2192 moe_intermediate_size \u2192 hidden_size\uff09<\/td><\/tr><tr><td>\u52a8\u6001\u4e13\u5bb6\u5206\u914d<\/td><td>\u6bcf\u95f4<strong>\u9694decoder_sparse_step\u5c42\u4f7f\u7528MoE<\/strong>\uff08\u5176\u4ed6\u5c42\u4f7f\u7528\u6807\u51c6MLP\uff09<\/td><\/tr><tr><td>\u8d1f\u8f7d\u5747\u8861\u673a\u5236<\/td><td>\u901a\u8fc7router_logits\u8ba1\u7b97\u8f85\u52a9\u635f\u5931\uff0c\u9632\u6b62\u4e13\u5bb6\u6781\u5316<\/td><\/tr><tr><td>\u8ba1\u7b97\u4f18\u5316<\/td><td>\u4f7f\u7528index_add\u64cd\u4f5c\u5b9e\u73b0\u96f6\u6d6a\u8d39\u7684\u4e13\u5bb6\u8ba1\u7b97<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u5bf9\u6bd4\u4f20\u7edfMOE\u4f18\u5316\u6548\u679c\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u4f18\u5316\u65b9\u5411<\/td><td>Qwen3-MoE\u5b9e\u73b0\u65b9\u6848<\/td><td>\u5bf9\u6bd4\u4f20\u7edfMoE\u6a21\u578b\u4f18\u52bf<\/td><\/tr><tr><td>\u8def\u7531\u673a\u5236<\/td><td>Top-K + \u52a8\u6001\u6743\u91cd\u5f52\u4e00\u5316\uff08norm_topk_prob\uff09<\/td><td>\u7f13\u89e3\u4e13\u5bb6\u5229\u7528\u4e0d\u5747\u8861\u95ee\u9898\uff0c\u76f8\u6bd4Mixtral\u7684\u56fa\u5b9a\u6743\u91cd\u5206\u914d\u66f4\u7075\u6d3b<\/td><\/tr><tr><td>\u7a00\u758f\u6a21\u5f0f<\/td><td>\u5206\u5c42\u52a8\u6001\u7a00\u758f\uff08decoder_sparse_step\u63a7\u5236MoE\u5c42\u95f4\u9694\uff09<\/td><td>\u6df7\u5408\u5bc6\u96c6\u4e0e\u7a00\u758f\u8ba1\u7b97\uff0c\u76f8\u6bd4\u5168MoE\u7ed3\u6784\u964d\u4f4e\u8ba1\u7b97\u5f00\u9500<\/td><\/tr><tr><td>\u5185\u5b58\u4f18\u5316<\/td><td>logits_to_keep\u53c2\u6570\u652f\u6301\u90e8\u5206logits\u8ba1\u7b97<\/td><td>\u957f\u5e8f\u5217\u751f\u6210\u65f6\u5185\u5b58\u5360\u7528\u51cf\u5c11\uff0c\u4f18\u4e8eMixtral\u7684\u5168\u5e8f\u5217\u8ba1\u7b97<\/td><\/tr><tr><td>\u6ce8\u610f\u529b\u673a\u5236<\/td><td>\u6539\u8fdb\u7684Flash Attention 3.0\u96c6\u6210<\/td><td>\u76f8\u6bd4\u6807\u51c6Attention\u5b9e\u73b0\uff0c\u8bad\u7ec3\u901f\u5ea6\u63d0\u5347\uff0c\u663e\u5b58\u5360\u7528\u51cf\u5c11<\/td><\/tr><tr><td>\u8d1f\u8f7d\u5747\u8861<\/td><td>\u6539\u8fdb\u7684\u8f85\u52a9\u635f\u5931\u51fd\u6570\uff08load_balancing_loss_func+\u81ea\u7814\u8c03\u6574\u7cfb\u6570\uff09<\/td><td>\u4e13\u5bb6\u5229\u7528\u7387\u4eceMixtral\u7684\u63d0\u5347\uff0c\u9632\u6b62\u4e13\u5bb6\u6781\u5316<\/td><\/tr><tr><td>\u52a8\u6001\u8ba1\u7b97<\/td><td><strong>mlp_only_layers\u53c2\u6570\u8df3\u8fc7MoE\u5c42<\/strong><\/td><td><strong>\u652f\u6301\u6309\u9700\u5207\u6362\u5bc6\u96c6\/\u7a00\u758f\u6a21\u5f0f\uff0c\u76f8\u6bd4\u56fa\u5b9a\u7ed3\u6784\u63a8\u7406\u7075\u6d3b\u6027\u63d0\u5347<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6027\u80fd\u65b9\u9762\uff0c\u5728\u4ee3\u7801\u3001\u6570\u5b66\u3001\u901a\u7528\u80fd\u529b\u7b49\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c<strong>\u65d7\u8230\u6a21\u578b Qwen3-235B-A22B \u4e0e DeepSeek-R1\u3001o1\u3001o3-mini\u3001Grok-3 \u548c Gemini-2.5-Pro \u7b49\u9876\u7ea7\u6a21\u578b\u8868\u73b0\u76f8\u5f53<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/qianwen-res.oss-cn-beijing.aliyuncs.com\/Qwen3\/qwen3-235a22.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6b64\u5916\uff0c\u5c0f\u578b MoE \u6a21\u578b Qwen3-30B-A3B \u7684\u6fc0\u6d3b\u53c2\u6570\u6570\u91cf\u662f QwQ-32B \u7684 10%\uff0c\u8868\u73b0\u5374\u66f4\u80dc\u4e00\u7b79\u3002\u751a\u81f3\u50cf&nbsp;<strong>Qwen3-4B \u8fd9\u6837\u7684\u5c0f\u6a21\u578b\u4e5f\u80fd\u5339\u654c Qwen2.5-72B-Instruct \u7684\u6027\u80fd<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/qianwen-res.oss-cn-beijing.aliyuncs.com\/Qwen3\/qwen3-30a3.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6027\u80fd\u5927\u5e45\u63d0\u5347\u7684\u540c\u65f6\uff0cQwen3 \u7684\u90e8\u7f72\u6210\u672c\u8fd8\u5927\u5e45\u4e0b\u964d\uff0c<strong>\u4ec5\u9700 4 \u5f20 H20 \u5373\u53ef\u90e8\u7f72\u6ee1\u8840\u7248\uff0c\u663e\u5b58\u5360\u7528\u4ec5\u4e3a\u6027\u80fd\u76f8\u8fd1\u6a21\u578b\u7684\u4e09\u5206\u4e4b\u4e00<\/strong>\u3002<\/p>\n\n\n\n<h3 id=\"\u6838\u5fc3\u4eae\u70b9\">\u6838\u5fc3\u4eae\u70b9<\/h3>\n\n\n\n<ul><li><strong>\u591a\u79cd\u601d\u8003\u6a21\u5f0f<\/strong><\/li><\/ul>\n\n\n\n<p>Qwen3 \u6a21\u578b\u652f\u6301\u4e24\u79cd\u601d\u8003\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<ol><li>\u601d\u8003\u6a21\u5f0f\uff1a\u5728\u8fd9\u79cd\u6a21\u5f0f\u4e0b\uff0c\u6a21\u578b\u4f1a\u9010\u6b65\u63a8\u7406\uff0c\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\u540e\u7ed9\u51fa\u6700\u7ec8\u7b54\u6848\u3002\u8fd9\u79cd\u65b9\u6cd5\u975e\u5e38\u9002\u5408\u9700\u8981\u6df1\u5165\u601d\u8003\u7684\u590d\u6742\u95ee\u9898\u3002<\/li><li>\u975e\u601d\u8003\u6a21\u5f0f\uff1a\u5728\u6b64\u6a21\u5f0f\u4e2d\uff0c\u6a21\u578b\u63d0\u4f9b\u5feb\u901f\u3001\u8fd1\u4e4e\u5373\u65f6\u7684\u54cd\u5e94\uff0c\u9002\u7528\u4e8e\u90a3\u4e9b\u5bf9\u901f\u5ea6\u8981\u6c42\u9ad8\u4e8e\u6df1\u5ea6\u7684\u7b80\u5355\u95ee\u9898\u3002<\/li><\/ol>\n\n\n\n<p>\u8fd9\u79cd\u7075\u6d3b\u6027\u4f7f\u7528\u6237\u80fd\u591f\u6839\u636e\u5177\u4f53\u4efb\u52a1\u63a7\u5236\u6a21\u578b\u8fdb\u884c\u201c\u601d\u8003\u201d\u7684\u7a0b\u5ea6\u3002\u4f8b\u5982\uff0c\u590d\u6742\u7684\u95ee\u9898\u53ef\u4ee5\u901a\u8fc7\u6269\u5c55\u63a8\u7406\u6b65\u9aa4\u6765\u89e3\u51b3\uff0c\u800c\u7b80\u5355\u7684\u95ee\u9898\u5219\u53ef\u4ee5\u76f4\u63a5\u5feb\u901f\u4f5c\u7b54\uff0c\u65e0\u9700\u5ef6\u8fdf\u3002\u81f3\u5173\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e24\u79cd\u6a21\u5f0f\u7684\u7ed3\u5408\u5927\u5927\u589e\u5f3a\u4e86\u6a21\u578b\u5b9e\u73b0\u7a33\u5b9a\u4e14\u9ad8\u6548\u7684\u201c\u601d\u8003\u9884\u7b97\u201d\u63a7\u5236\u80fd\u529b\u3002\u5982\u4e0a\u6587\u6240\u8ff0\uff0cQwen3 \u5c55\u73b0\u51fa\u53ef\u6269\u5c55\u4e14\u5e73\u6ed1\u7684\u6027\u80fd\u63d0\u5347\uff0c\u8fd9\u4e0e\u5206\u914d\u7684\u8ba1\u7b97\u63a8\u7406\u9884\u7b97\u76f4\u63a5\u76f8\u5173\u3002\u8fd9\u6837\u7684\u8bbe\u8ba1\u8ba9\u7528\u6237\u80fd\u591f\u66f4\u8f7b\u677e\u5730\u4e3a\u4e0d\u540c\u4efb\u52a1\u914d\u7f6e\u7279\u5b9a\u7684\u9884\u7b97\uff0c\u5728\u6210\u672c\u6548\u76ca\u548c\u63a8\u7406\u8d28\u91cf\u4e4b\u95f4\u5b9e\u73b0\u66f4\u4f18\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n<p>\u4e0b\u56fe\u4e3a\u5728 AIME24\u3001AIME25\u3001LiveCodeBech\uff08v5\uff09\u548c GPQA Diamond \u7b49\u57fa\u51c6\u6d4b\u8bd5\u96c6\u4e2d\uff0c\u975e\u601d\u8003\u6a21\u5f0f\u4e0e\u601d\u8003\u6a21\u5f0f\u7684\u601d\u8003\u9884\u7b97\u53d8\u5316\u8d8b\u52bf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/qianwen-res.oss-accelerate.aliyuncs.com\/assets\/blog\/qwen3\/thinking_budget.png\" alt=\"\"\/><\/figure>\n\n\n\n<ul><li><strong>\u591a\u8bed\u8a00<\/strong><\/li><\/ul>\n\n\n\n<p>Qwen3 \u6a21\u578b\u652f\u6301&nbsp;<strong>119 \u79cd\u8bed\u8a00\u548c\u65b9\u8a00<\/strong>\u3002\u8fd9\u4e00\u5e7f\u6cdb\u7684\u591a\u8bed\u8a00\u80fd\u529b\u4e3a\u56fd\u9645\u5e94\u7528\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\uff0c\u8ba9\u5168\u7403\u7528\u6237\u90fd\u80fd\u53d7\u76ca\u4e8e\u8fd9\u4e9b\u6a21\u578b\u7684\u5f3a\u5927\u529f\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u8bed\u7cfb<\/th><th>\u8bed\u79cd&amp;\u65b9\u8a00<\/th><\/tr><\/thead><tbody><tr><td>\u5370\u6b27\u8bed\u7cfb<\/td><td>\u82f1\u8bed\u3001\u6cd5\u8bed\u3001\u8461\u8404\u7259\u8bed\u3001\u5fb7\u8bed\u3001\u7f57\u9a6c\u5c3c\u4e9a\u8bed\u3001\u745e\u5178\u8bed\u3001\u4e39\u9ea6\u8bed\u3001\u4fdd\u52a0\u5229\u4e9a\u8bed\u3001\u4fc4\u8bed\u3001\u6377\u514b\u8bed\u3001\u5e0c\u814a\u8bed\u3001\u4e4c\u514b\u5170\u8bed\u3001\u897f\u73ed\u7259\u8bed\u3001\u8377\u5170\u8bed\u3001\u65af\u6d1b\u4f10\u514b\u8bed\u3001\u514b\u7f57\u5730\u4e9a\u8bed\u3001\u6ce2\u5170\u8bed\u3001\u7acb\u9676\u5b9b\u8bed\u3001\u632a\u5a01\u8bed\uff08\u535a\u514b\u9a6c\u5c14\u8bed\uff09\u3001\u632a\u5a01\u5c3c\u8bfa\u65af\u514b\u8bed\u3001\u6ce2\u65af\u8bed\u3001\u65af\u6d1b\u6587\u5c3c\u4e9a\u8bed\u3001\u53e4\u5409\u62c9\u7279\u8bed\u3001\u62c9\u8131\u7ef4\u4e9a\u8bed\u3001\u610f\u5927\u5229\u8bed\u3001\u5965\u514b\u8bed\u3001\u5c3c\u6cca\u5c14\u8bed\u3001\u9a6c\u62c9\u5730\u8bed\u3001\u767d\u4fc4\u7f57\u65af\u8bed\u3001\u585e\u5c14\u7ef4\u4e9a\u8bed\u3001\u5362\u68ee\u5821\u8bed\u3001\u5a01\u5c3c\u65af\u8bed\u3001\u963f\u8428\u59c6\u8bed\u3001\u5a01\u5c14\u58eb\u8bed\u3001\u897f\u91cc\u897f\u4e9a\u8bed\u3001\u963f\u65af\u56fe\u91cc\u4e9a\u8bed\u3001\u6070\u8482\u65af\u52a0\u5c14\u8bed\u3001\u963f\u74e6\u5fb7\u8bed\u3001\u8fc8\u8482\u5229\u8bed\u3001\u535a\u6770\u666e\u5c14\u8bed\u3001\u4fe1\u5fb7\u8bed\u3001\u7231\u5c14\u5170\u8bed\u3001\u6cd5\u7f57\u8bed\u3001\u5370\u5730\u8bed\u3001\u65c1\u906e\u666e\u8bed\u3001\u5b5f\u52a0\u62c9\u8bed\u3001\u5965\u91cc\u96c5\u8bed\u3001\u5854\u5409\u514b\u8bed\u3001\u4e1c\u610f\u7b2c\u7eea\u8bed\u3001\u4f26\u5df4\u7b2c\u8bed\u3001\u5229\u53e4\u91cc\u4e9a\u8bed\u3001\u897f\u897f\u91cc\u8bed\u3001\u5f17\u7559\u5229\u8bed\u3001\u6492\u4e01\u5c9b\u8bed\u3001\u52a0\u5229\u897f\u4e9a\u8bed\u3001\u52a0\u6cf0\u7f57\u5c3c\u4e9a\u8bed\u3001\u51b0\u5c9b\u8bed\u3001\u6258\u65af\u514b\u8bed\u3001\u963f\u5c14\u5df4\u5c3c\u4e9a\u8bed\u3001\u6797\u5821\u8bed\u3001\u7f57\u9a6c\u5c3c\u4e9a\u8bed\u3001\u8fbe\u91cc\u8bed\u3001\u5357\u975e\u8377\u5170\u8bed\u3001\u9a6c\u5176\u987f\u8bed\u50e7\u4f3d\u7f57\u8bed\u3001\u4e4c\u5c14\u90fd\u8bed\u3001\u9a6c\u52a0\u5e0c\u8bed\u3001\u6ce2\u65af\u5c3c\u4e9a\u8bed\u3001\u4e9a\u7f8e\u5c3c\u4e9a\u8bed<\/td><\/tr><tr><td>\u6c49\u85cf\u8bed\u7cfb<\/td><td>\u4e2d\u6587\uff08\u7b80\u4f53\u4e2d\u6587\u3001\u7e41\u4f53\u4e2d\u6587\u3001\u7ca4\u8bed\uff09\u3001\u7f05\u7538\u8bed<\/td><\/tr><tr><td>\u4e9a\u975e\u8bed\u7cfb<\/td><td>\u963f\u62c9\u4f2f\u8bed\uff08\u6807\u51c6\u8bed\u3001\u5185\u5fd7\u8bed\u3001\u9ece\u51e1\u7279\u8bed\u3001\u57c3\u53ca\u8bed\u3001\u6469\u6d1b\u54e5\u8bed\u3001\u7f8e\u7d22\u4e0d\u8fbe\u7c73\u4e9a\u8bed\u3001\u5854\u4f0a\u5179-\u963f\u5fb7\u5c3c\u8bed\u3001\u7a81\u5c3c\u65af\u8bed\uff09\u3001\u5e0c\u4f2f\u6765\u8bed\u3001\u9a6c\u8033\u4ed6\u8bed<\/td><\/tr><tr><td>\u5357\u5c9b\u8bed\u7cfb<\/td><td>\u5370\u5ea6\u5c3c\u897f\u4e9a\u8bed\u3001\u9a6c\u6765\u8bed\u3001\u4ed6\u52a0\u7984\u8bed\u3001\u5bbf\u52a1\u8bed\u3001\u722a\u54c7\u8bed\u3001\u5dfd\u4ed6\u8bed\u3001\u7c73\u5357\u52a0\u4fdd\u8bed\u3001\u5df4\u5398\u5c9b\u8bed\u3001\u73ed\u52a0\u8bed\u3001\u90a6\u963f\u897f\u6960\u8bed\u3001\u4f0a\u6d1b\u79d1\u8bed\u3001\u74e6\u96f7\u8bed\uff08\u83f2\u5f8b\u5bbe\uff09<\/td><\/tr><tr><td>\u5fb7\u62c9\u5a01\u8bed<\/td><td>\u6cf0\u7c73\u5c14\u8bed\u3001\u6cf0\u5362\u56fa\u8bed\u3001\u5361\u7eb3\u8fbe\u8bed\u3001\u9a6c\u62c9\u96c5\u62c9\u59c6\u8bed<\/td><\/tr><tr><td>\u7a81\u53a5\u8bed\u7cfb<\/td><td>\u571f\u8033\u5176\u8bed\u3001\u5317\u963f\u585e\u62dc\u7586\u8bed\u3001\u5317\u4e4c\u5179\u522b\u514b\u8bed\u3001\u54c8\u8428\u514b\u8bed\u3001\u5df4\u4ec0\u57fa\u5c14\u8bed\u3001\u9791\u977c\u8bed<\/td><\/tr><tr><td>\u58ee\u4f97\u8bed\u7cfb<\/td><td>\u6cf0\u8bed\u3001\u8001\u631d\u8bed<\/td><\/tr><tr><td>\u4e4c\u62c9\u5c14\u8bed\u7cfb<\/td><td>\u82ac\u5170\u8bed\u3001\u7231\u6c99\u5c3c\u4e9a\u8bed\u3001\u5308\u7259\u5229\u8bed<\/td><\/tr><tr><td>\u5357\u4e9a\u8bed\u7cfb<\/td><td>\u8d8a\u5357\u8bed\u3001\u9ad8\u68c9\u8bed<\/td><\/tr><tr><td>\u5176\u4ed6<\/td><td>\u65e5\u8bed\u3001\u97e9\u8bed\u3001\u683c\u9c81\u5409\u4e9a\u8bed\u3001\u5df4\u65af\u514b\u8bed\u3001\u6d77\u5730\u8bed\u3001\u5e15\u76ae\u963f\u95e8\u6258\u8bed\u3001\u5361\u5e03\u7ef4\u5c14\u8fea\u4e9a\u52aa\u8bed\u3001\u6258\u514b\u76ae\u8f9b\u8bed\u3001\u65af\u74e6\u5e0c\u91cc\u8bed<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ul><li><strong>\u589e\u5f3a\u7684 Agent \u80fd\u529b<\/strong><\/li><\/ul>\n\n\n\n<p>\u6211\u4eec\u4f18\u5316\u4e86 Qwen3 \u6a21\u578b\u7684 Agent \u548c \u4ee3\u7801\u80fd\u529b\uff0c\u540c\u65f6\u4e5f\u52a0\u5f3a\u4e86\u5bf9 MCP \u7684\u652f\u6301\u3002<\/p>\n\n\n\n<h3 id=\"\u9884\u8bad\u7ec3\">\u9884\u8bad\u7ec3<\/h3>\n\n\n\n<p>\u5728\u9884\u8bad\u7ec3\u65b9\u9762\uff0cQwen3 \u7684\u6570\u636e\u96c6\u76f8\u6bd4 Qwen2.5 \u6709\u4e86\u663e\u8457\u6269\u5c55\u3002Qwen2.5\u662f\u5728 18 \u4e07\u4ebf\u4e2a token \u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u7684\uff0c\u800c Qwen3 \u4f7f\u7528\u7684\u6570\u636e\u91cf\u51e0\u4e4e\u662f\u5176\u4e24\u500d\uff0c\u8fbe\u5230\u4e86\u7ea6 36 \u4e07\u4ebf\u4e2a token\uff0c\u6db5\u76d6\u4e86 119 \u79cd\u8bed\u8a00\u548c\u65b9\u8a00\u3002\u4e3a\u4e86\u6784\u5efa\u8fd9\u4e2a\u5e9e\u5927\u7684\u6570\u636e\u96c6\uff0c\u6211\u4eec\u4e0d\u4ec5\u4ece\u7f51\u7edc\u4e0a\u6536\u96c6\u6570\u636e\uff0c\u8fd8\u4ece PDF \u6587\u6863\u4e2d\u63d0\u53d6\u4fe1\u606f\u3002\u6211\u4eec\u4f7f\u7528 Qwen2.5-VL \u4ece\u8fd9\u4e9b\u6587\u6863\u4e2d\u63d0\u53d6\u6587\u672c\uff0c\u5e76\u7528 Qwen2.5 \u6539\u8fdb\u63d0\u53d6\u5185\u5bb9\u7684\u8d28\u91cf\u3002<strong>\u4e3a\u4e86\u589e\u52a0\u6570\u5b66\u548c\u4ee3\u7801\u6570\u636e\u7684\u6570\u91cf\uff0c\u6211\u4eec\u5229\u7528 Qwen2.5-Math \u548c Qwen2.5-Coder \u8fd9\u4e24\u4e2a\u6570\u5b66\u548c\u4ee3\u7801\u9886\u57df\u7684\u4e13\u5bb6\u6a21\u578b\u5408\u6210\u6570\u636e<\/strong>\uff0c\u5408\u6210\u4e86\u5305\u62ec\u6559\u79d1\u4e66\u3001\u95ee\u7b54\u5bf9\u4ee5\u53ca\u4ee3\u7801\u7247\u6bb5\u7b49\u591a\u79cd\u5f62\u5f0f\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>Qwen3\u6a21\u578b\u91c7\u7528\u4e09\u9636\u6bb5\u9884\u8bad\u7ec3\u8fc7\u7a0b\uff1a<\/strong><\/p>\n\n\n\n<ol><li><strong>\u901a\u7528\u9636\u6bb5 (S1):<\/strong>&nbsp;\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u6240\u6709Qwen3\u6a21\u578b\u4f7f\u75284,096 token\u7684\u5e8f\u5217\u957f\u5ea6\uff0c\u5728\u8d85\u8fc730\u4e07\u4ebftoken\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3 \u3002\u6b64\u9636\u6bb5\u65e8\u5728\u5efa\u7acb\u6a21\u578b\u7684\u8bed\u8a00\u80fd\u529b\u548c\u901a\u7528\u4e16\u754c\u77e5\u8bc6\u57fa\u7840\uff0c\u8bad\u7ec3\u6570\u636e\u8986\u76d6119\u79cd\u8bed\u8a00\u548c\u65b9\u8a00 \u3002<\/li><li><strong>\u63a8\u7406\u9636\u6bb5 (S2):<\/strong>&nbsp;\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347\u63a8\u7406\u80fd\u529b\uff0c\u6b64\u9636\u6bb5\u7684\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\u589e\u52a0\u4e86STEM\u3001\u7f16\u7801\u3001\u63a8\u7406\u548c\u5408\u6210\u6570\u636e\u7684\u6bd4\u4f8b \u3002\u6a21\u578b\u4f7f\u75284,096 token\u7684\u5e8f\u5217\u957f\u5ea6\uff0c\u5728\u7ea65\u4e07\u4ebf\u9ad8\u8d28\u91cftoken\u4e0a\u8fdb\u884c\u8fdb\u4e00\u6b65\u9884\u8bad\u7ec3 \u3002\u5728\u6b64\u9636\u6bb5\u8fd8\u52a0\u901f\u4e86\u5b66\u4e60\u7387\u8870\u51cf \u3002<\/li><li><strong>\u957f\u4e0a\u4e0b\u6587\u9636\u6bb5:<\/strong>&nbsp;\u5728\u6700\u540e\u4e00\u4e2a\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6536\u96c6\u9ad8\u8d28\u91cf\u957f\u4e0a\u4e0b\u6587\u8bed\u6599\u5e93\uff0c\u5c06Qwen3\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u523032,768 token \u3002\u957f\u4e0a\u4e0b\u6587\u8bed\u6599\u5e93\u4e2d\uff0c75%\u7684\u6587\u672c\u957f\u5ea6\u572816,384\u523032,768 token\u4e4b\u95f4\uff0c25%\u7684\u6587\u672c\u957f\u5ea6\u57284,096\u523016,384 token\u4e4b\u95f4 \u3002\u62a5\u544a\u63d0\u53ca\u6cbf\u7528Qwen2.5\u7684\u505a\u6cd5\uff0c\u4f7f\u7528ABF\u6280\u672f\u5c06RoPE\u7684\u57fa\u7840\u9891\u7387\u4ece10,000\u63d0\u9ad8\u52301,000,000 \u3002\u540c\u65f6\uff0c\u5f15\u5165YARN\u548cDual Chunk Attention (DCA)\u6280\u672f\uff0c\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5b9e\u73b0\u5e8f\u5217\u957f\u5ea6\u5bb9\u91cf\u7684\u56db\u500d\u589e\u957f \u3002<\/li><\/ol>\n\n\n\n<p>\u7c7b\u4f3c\u4e8eQwen2.5\uff0cQwen3\u6839\u636e\u8fd9\u4e09\u4e2a\u9884\u8bad\u7ec3\u9636\u6bb5\u5f00\u53d1\u4e86\u6700\u4f18\u8d85\u53c2\u6570\uff08\u5982\u5b66\u4e60\u7387\u8c03\u5ea6\u5668\u548c\u6279\u6b21\u5927\u5c0f\uff09\u9884\u6d4b\u7684\u7f29\u653e\u5f8b \u3002\u901a\u8fc7\u5e7f\u6cdb\u5b9e\u9a8c\uff0c\u7cfb\u7edf\u7814\u7a76\u4e86\u6a21\u578b\u67b6\u6784\u3001\u8bad\u7ec3\u6570\u636e\u3001\u8bad\u7ec3\u9636\u6bb5\u4e0e\u6700\u4f18\u8bad\u7ec3\u8d85\u53c2\u6570\u4e4b\u95f4\u7684\u5173\u7cfb \u3002\u6700\u7ec8\u4e3a\u6bcf\u4e2a\u5bc6\u96c6\u6a21\u578b\u548cMoE\u6a21\u578b\u8bbe\u5b9a\u4e86\u9884\u6d4b\u7684\u6700\u4f18\u5b66\u4e60\u7387\u548c\u6279\u6b21\u5927\u5c0f\u7b56\u7565\u3002<\/p>\n\n\n\n<p>\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 Dense \u57fa\u7840\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\u4e0e\u53c2\u6570\u66f4\u591a\u7684Qwen2.5\u57fa\u7840\u6a21\u578b\u76f8\u5f53\u3002\u4f8b\u5982\uff0cQwen3-1.7B\/4B\/8B\/14B\/32B-Base \u5206\u522b\u4e0e Qwen2.5-3B\/7B\/14B\/32B\/72B-Base \u8868\u73b0\u76f8\u5f53\u3002\u7279\u522b\u662f\u5728 STEM\u3001\u7f16\u7801\u548c\u63a8\u7406\u7b49\u9886\u57df\uff0cQwen3 Dense \u57fa\u7840\u6a21\u578b\u7684\u8868\u73b0\u751a\u81f3\u8d85\u8fc7\u4e86\u66f4\u5927\u89c4\u6a21\u7684 Qwen2.5 \u6a21\u578b\u3002\u5bf9\u4e8e Qwen3 MoE \u57fa\u7840\u6a21\u578b\uff0c\u5b83\u4eec\u5728\u4ec5\u4f7f\u7528 10% \u6fc0\u6d3b\u53c2\u6570\u7684\u60c5\u51b5\u4e0b\u8fbe\u5230\u4e86\u4e0e Qwen2.5 Dense \u57fa\u7840\u6a21\u578b\u76f8\u4f3c\u7684\u6027\u80fd\u3002\u8fd9\u5e26\u6765\u4e86\u8bad\u7ec3\u548c\u63a8\u7406\u6210\u672c\u7684\u663e\u8457\u8282\u7701\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"694\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-31-1024x694.png\" alt=\"\" class=\"wp-image-26365\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-31-1024x694.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-31-300x203.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-31-768x521.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-31.png 1072w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>\u540e\u8bad\u7ec3<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"425\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-32-1024x425.png\" alt=\"\" class=\"wp-image-26368\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-32-1024x425.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-32-300x124.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-32-768x318.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-32.png 1078w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u5f00\u53d1\u80fd\u591f\u540c\u65f6\u5177\u5907\u601d\u8003\u63a8\u7406\u548c\u5feb\u901f\u54cd\u5e94\u80fd\u529b\u7684\u6df7\u5408\u6a21\u578b\uff0c\u6211\u4eec\u5b9e\u65bd\u4e86\u4e00\u4e2a<strong>\u56db\u9636\u6bb5\u7684\u8bad\u7ec3\u6d41\u7a0b<\/strong>\u3002\u8be5\u6d41\u7a0b\u5305\u62ec\uff1a\uff081\uff09\u957f\u601d\u7ef4\u94fe\u51b7\u542f\u52a8\uff0c\uff082\uff09\u957f\u601d\u7ef4\u94fe\u5f3a\u5316\u5b66\u4e60\uff0c\uff083\uff09\u601d\u7ef4\u6a21\u5f0f\u878d\u5408\uff0c\u4ee5\u53ca\uff084\uff09\u901a\u7528\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n\n\n\n<p>\u540e\u8bad\u7ec3\u90e8\u5206\u8be6\u7ec6\u4ecb\u7ecd\u4e86Qwen3\u6a21\u578b\u7684\u540e\u8bad\u7ec3\u6d41\u7a0b\u548c\u8bc4\u4f30\u7ed3\u679c \u3002Qwen3\u7684\u540e\u8bad\u7ec3\u6d41\u7a0b\u7b56\u7565\u6027\u5730\u8bbe\u8ba1\u4e86\u4e24\u4e2a\u6838\u5fc3\u76ee\u6807\uff1a\u601d\u7ef4\u63a7\u5236\u548c\u5f3a\u5230\u5f31\u84b8\u998f \u3002<\/p>\n\n\n\n<p><strong>\u601d\u7ef4\u63a7\u5236 (Thinking Control)<\/strong>:<\/p>\n\n\n\n<p><strong>\u601d\u7ef4\u63a7\u5236\u6d89\u53ca\u5c06\u201c\u975e\u601d\u7ef4\u201d\u6a21\u5f0f\u548c\u201c\u601d\u7ef4\u201d\u6a21\u5f0f\u96c6\u6210\u5230\u6a21\u578b\u4e2d\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u7075\u6d3b\u6027\uff0c\u9009\u62e9\u6a21\u578b\u662f\u5426\u8fdb\u884c\u63a8\u7406\uff0c\u5e76\u901a\u8fc7\u6307\u5b9a\u601d\u7ef4\u8fc7\u7a0b\u7684token\u9884\u7b97\u6765\u63a7\u5236\u601d\u8003\u7684\u6df1\u5ea6 \u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5f3a\u5230\u5f31\u84b8\u998f (Strong-to-Weak Distillation)<\/strong>:<\/p>\n\n\n\n<p><strong>\u5f3a\u5230\u5f31\u84b8\u998f\u65e8\u5728\u4f18\u5316\u8f7b\u91cf\u7ea7\u6a21\u578b\u7684\u540e\u8bad\u7ec3\u8fc7\u7a0b \u3002\u901a\u8fc7\u5229\u7528\u5927\u578b\u6a21\u578b\u7684\u77e5\u8bc6\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u6784\u5efa\u5c0f\u578b\u6a21\u578b\u6240\u9700\u7684\u8ba1\u7b97\u6210\u672c\u548c\u5f00\u53d1\u5de5\u4f5c \u3002<\/strong><\/p>\n\n\n\n<p>\u5982\u56fe1\u6240\u793a\uff0cQwen3\u7cfb\u5217\u7684\u65d7\u8230\u6a21\u578b\u9075\u5faa\u590d\u6742\u7684\u56db\u9636\u6bb5\u8bad\u7ec3\u8fc7\u7a0b \u3002\u524d\u4e24\u4e2a\u9636\u6bb5\u4fa7\u91cd\u4e8e\u53d1\u5c55\u6a21\u578b\u7684\u201c\u601d\u7ef4\u201d\u80fd\u529b \u3002\u540e\u4e24\u4e2a\u9636\u6bb5\u65e8\u5728\u5c06\u5f3a\u5927\u7684\u201c\u975e\u601d\u7ef4\u201d\u529f\u80fd\u6574\u5408\u5230\u6a21\u578b\u4e2d \u3002<\/p>\n\n\n\n<p>\u521d\u6b65\u5b9e\u9a8c\u8868\u660e\uff0c\u5c06\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51falogit\u76f4\u63a5\u84b8\u998f\u5230\u8f7b\u91cf\u7ea7\u5b66\u751f\u6a21\u578b\u4e2d\uff0c\u53ef\u4ee5\u6709\u6548\u589e\u5f3a\u5176\u6027\u80fd\uff0c\u540c\u65f6\u4fdd\u6301\u5bf9\u5176\u63a8\u7406\u8fc7\u7a0b\u7684\u7ec6\u7c92\u5ea6\u63a7\u5236 \u3002\u8fd9\u79cd\u65b9\u6cd5\u907f\u514d\u4e86\u4e3a\u6bcf\u4e2a\u5c0f\u578b\u6a21\u578b\u5355\u72ec\u6267\u884c\u8be6\u5c3d\u7684\u56db\u9636\u6bb5\u8bad\u7ec3\u8fc7\u7a0b \u3002\u5b83\u5e26\u6765\u4e86\u66f4\u597d\u7684\u5373\u65f6\u6027\u80fd\uff08\u901a\u8fc7\u66f4\u9ad8\u7684Pass@1\u5206\u6570\u4f53\u73b0\uff09\uff0c\u4e5f\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u63a2\u7d22\u80fd\u529b\uff08\u901a\u8fc7\u6539\u8fdb\u7684Pass@64\u7ed3\u679c\u53cd\u6620\uff09 \u3002\u6b64\u5916\uff0c\u5b83\u4ee5\u66f4\u9ad8\u7684\u8bad\u7ec3\u6548\u7387\u5b9e\u73b0\u4e86\u8fd9\u4e9b\u63d0\u5347\uff0c\u6240\u9700\u7684GPU\u5c0f\u65f6\u4ec5\u4e3a\u56db\u9636\u6bb5\u8bad\u7ec3\u65b9\u6cd5\u76841\/10 \u3002<\/p>\n\n\n\n<p>\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u6211\u4eec\u4f7f\u7528\u591a\u6837\u7684\u7684\u957f\u601d\u7ef4\u94fe\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u6db5\u76d6\u4e86\u6570\u5b66\u3001\u4ee3\u7801\u3001\u903b\u8f91\u63a8\u7406\u548c STEM \u95ee\u9898\u7b49\u591a\u79cd\u4efb\u52a1\u548c\u9886\u57df\u3002\u8fd9\u4e00\u8fc7\u7a0b\u65e8\u5728\u4e3a\u6a21\u578b\u914d\u5907\u57fa\u672c\u7684\u63a8\u7406\u80fd\u529b\u3002\u540e\u8bad\u7ec3\u59cb\u4e8e\u7b56\u5212\u4e00\u4e2a\u6db5\u76d6\u6570\u5b66\u3001\u4ee3\u7801\u3001\u903b\u8f91\u63a8\u7406\u548c\u901a\u7528STEM\u95ee\u9898\u7b49\u5e7f\u6cdb\u7c7b\u522b\u7684\u7efc\u5408\u6570\u636e\u96c6 \u3002\u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u95ee\u9898\u90fd\u914d\u6709\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u53c2\u8003\u7b54\u6848\u6216\u57fa\u4e8e\u4ee3\u7801\u7684\u6d4b\u8bd5\u7528\u4f8b \u3002\u8be5\u6570\u636e\u96c6\u4f5c\u4e3a\u957f\u94fe\u5f0f\u601d\u7ef4\uff08long-CoT\uff09\u8bad\u7ec3\u201c\u51b7\u542f\u52a8\u201d\u9636\u6bb5\u7684\u57fa\u7840 \u3002\u6570\u636e\u96c6\u6784\u5efa\u6d89\u53ca\u4e25\u683c\u7684\u4e24\u9636\u6bb5\u8fc7\u6ee4\u8fc7\u7a0b\uff1a\u67e5\u8be2\u8fc7\u6ee4\u548c\u54cd\u5e94\u8fc7\u6ee4 \u3002\u62a5\u544a\u8be6\u7ec6\u63cf\u8ff0\u4e86\u8fc7\u6ee4\u8fc7\u7a0b\uff0c\u5305\u62ec\u4f7f\u7528Qwen2.5-72B-Instruct\u8bc6\u522b\u548c\u79fb\u9664\u4e0d\u6613\u9a8c\u8bc1\u7684\u67e5\u8be2\uff0c\u6392\u9664\u65e0\u9700CoT\u63a8\u7406\u5373\u53ef\u6b63\u786e\u56de\u7b54\u7684\u67e5\u8be2\uff0c\u4ee5\u53ca\u5bf9\u751f\u6210\u7684\u5019\u9009\u54cd\u5e94\u8fdb\u884c\u591a\u9879\u6807\u51c6\u7684\u4e25\u683c\u8fc7\u6ee4 \u3002\u6b64\u9636\u6bb5\u7684\u76ee\u6807\u662f\u5728\u6a21\u578b\u4e2d\u6ce8\u5165\u57fa\u7840\u7684\u63a8\u7406\u6a21\u5f0f\uff0c\u800c\u4e0d\u8fc7\u5ea6\u5f3a\u8c03\u5373\u65f6\u63a8\u7406\u6027\u80fd \u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u9636\u6bb5\u7684\u91cd\u70b9\u662f\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\uff0c\u5229\u7528\u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\u6765\u589e\u5f3a\u6a21\u578b\u7684\u63a2\u7d22\u548c\u94bb\u7814\u80fd\u529b\u3002\u63a8\u7406RL\u9636\u6bb5\u4f7f\u7528\u7684\u67e5\u8be2-\u9a8c\u8bc1\u5bf9\u5fc5\u987b\u6ee1\u8db3\u56db\u4e2a\u6807\u51c6\uff1a\u672a\u5728\u51b7\u542f\u52a8\u9636\u6bb5\u4f7f\u7528\u3001\u5bf9\u51b7\u542f\u52a8\u6a21\u578b\u53ef\u5b66\u4e60\u3001\u5c3d\u53ef\u80fd\u5177\u6709\u6311\u6218\u6027\u3001\u6db5\u76d6\u5e7f\u6cdb\u7684\u5b50\u9886\u57df \u3002\u5171\u6536\u96c6\u4e863,995\u5bf9\u67e5\u8be2-\u9a8c\u8bc1\u5bf9\uff0c\u5e76\u4f7f\u7528GRPO\u66f4\u65b0\u6a21\u578b\u53c2\u6570 \u3002\u62a5\u544a\u63d0\u53ca\u4f7f\u7528\u5927\u6279\u6b21\u5927\u5c0f\u548c\u6bcf\u6b21\u67e5\u8be2\u591a\u6b21rollout\uff0c\u4ee5\u53ca\u5229\u7528\u79bb\u7ebf\u8bad\u7ec3\u63d0\u9ad8\u6837\u672c\u6548\u7387\uff0c\u5bf9\u8bad\u7ec3\u8fc7\u7a0b\u6709\u76ca \u3002\u901a\u8fc7\u63a7\u5236\u6a21\u578b\u7684\u71b5\uff0c\u5e73\u8861\u63a2\u7d22\u548c\u5229\u7528\uff0c\u5b9e\u73b0\u4e86\u8bad\u7ec3\u548c\u9a8c\u8bc1\u6027\u80fd\u7684\u6301\u7eed\u6539\u8fdb \u3002\u4f8b\u5982\uff0cQwen3-235B-A22B\u6a21\u578b\u7684AIME&#8217;24\u5206\u6570\u5728170\u4e2aRL\u8bad\u7ec3\u6b65\u9aa4\u4e2d\u4ece70.1\u63d0\u9ad8\u523085.1\u00a0<\/p>\n\n\n\n<p>\u5728\u7b2c\u4e09\u9636\u6bb5\uff0c\u6211\u4eec\u5728\u4e00\u4efd\u5305\u62ec\u957f\u601d\u7ef4\u94fe\u6570\u636e\u548c\u5e38\u7528\u7684\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u7684\u7ec4\u5408\u6570\u636e\u4e0a\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c<strong>\u5c06\u975e\u601d\u8003\u6a21\u5f0f\u6574\u5408\u5230\u601d\u8003\u6a21\u578b\u4e2d<\/strong>\u3002\u786e\u4fdd\u4e86\u63a8\u7406\u548c\u5feb\u901f\u54cd\u5e94\u80fd\u529b\u7684\u65e0\u7f1d\u7ed3\u5408\u3002\u601d\u7ef4\u6a21\u5f0f\u878d\u5408\u9636\u6bb5\u7684\u76ee\u6807\u662f\u5c06\u201c\u975e\u601d\u7ef4\u201d\u80fd\u529b\u6574\u5408\u5230\u4e4b\u524d\u5f00\u53d1\u7684\u201c\u601d\u7ef4\u201d\u6a21\u578b\u4e2d \u3002\u8fd9\u5141\u8bb8\u5f00\u53d1\u8005\u7ba1\u7406\u548c\u63a7\u5236\u63a8\u7406\u884c\u4e3a\uff0c\u540c\u65f6\u964d\u4f4e\u90e8\u7f72\u72ec\u7acb\u6a21\u578b\u5904\u7406\u601d\u7ef4\u548c\u975e\u601d\u7ef4\u4efb\u52a1\u7684\u6210\u672c\u548c\u590d\u6742\u6027 \u3002\u4e3a\u6b64\uff0c\u5728\u63a8\u7406RL\u6a21\u578b\u4e0a\u8fdb\u884c\u6301\u7eed\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\uff0c\u5e76\u8bbe\u8ba1\u804a\u5929\u6a21\u677f\u6765\u878d\u5408\u4e24\u79cd\u6a21\u5f0f \u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"928\" height=\"331\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-33.png\" alt=\"\" class=\"wp-image-26396\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-33.png 928w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-33-300x107.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-33-768x274.png 768w\" sizes=\"(max-width: 928px) 100vw, 928px\" \/><\/figure>\n\n\n\n<p>SFT\u6570\u636e\u6784\u5efa\uff1aSFT\u6570\u636e\u96c6\u7ed3\u5408\u4e86\u201c\u601d\u7ef4\u201d\u548c\u201c\u975e\u601d\u7ef4\u201d\u6570\u636e \u3002\u4e3a\u4e86\u4e0d\u635f\u5bb3\u7b2c\u4e8c\u9636\u6bb5\u6a21\u578b\u7684\u6027\u80fd\uff0c\u201c\u601d\u7ef4\u201d\u6570\u636e\u662f\u4f7f\u7528\u7b2c\u4e8c\u9636\u6bb5\u6a21\u578b\u672c\u8eab\u901a\u8fc7\u5bf9\u7b2c\u4e00\u9636\u6bb5\u67e5\u8be2\u8fdb\u884c\u62d2\u7edd\u91c7\u6837\u751f\u6210\u7684 \u3002\u201c\u975e\u601d\u7ef4\u201d\u6570\u636e\u5219\u7cbe\u5fc3\u7b56\u5212\uff0c\u6db5\u76d6\u7f16\u7801\u3001\u6570\u5b66\u3001\u6307\u4ee4\u9075\u5faa\u3001\u591a\u8bed\u8a00\u4efb\u52a1\u3001\u521b\u610f\u5199\u4f5c\u3001\u95ee\u7b54\u548c\u89d2\u8272\u626e\u6f14\u7b49\u5e7f\u6cdb\u4efb\u52a1 \u3002\u62a5\u544a\u8fd8\u63d0\u53ca\u4f7f\u7528\u81ea\u52a8\u751f\u6210\u7684\u6e05\u5355\u8bc4\u4f30\u201c\u975e\u601d\u7ef4\u201d\u6570\u636e\u7684\u54cd\u5e94\u8d28\u91cf\uff0c\u5e76\u589e\u52a0\u4f4e\u8d44\u6e90\u8bed\u8a00\u7ffb\u8bd1\u4efb\u52a1\u7684\u6bd4\u4f8b\u4ee5\u589e\u5f3a\u6027\u80fd \u3002<\/p>\n\n\n\n<p>\u804a\u5929\u6a21\u677f\u8bbe\u8ba1\uff1a\u4e3a\u4e86\u66f4\u597d\u5730\u96c6\u6210\u4e24\u79cd\u6a21\u5f0f\u5e76\u5141\u8bb8\u7528\u6237\u52a8\u6001\u5207\u6362\u6a21\u578b\u7684\u601d\u7ef4\u8fc7\u7a0b\uff0cQwen3\u8bbe\u8ba1\u4e86\u804a\u5929\u6a21\u677f \u3002\u901a\u8fc7\u5728\u7528\u6237\u67e5\u8be2\u6216\u7cfb\u7edf\u6d88\u606f\u4e2d\u5f15\u5165<strong><code>\/think<\/code>\u548c<code>\/no think<\/code><\/strong>\u6807\u5fd7\uff0c\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u7528\u6237\u7684\u8f93\u5165\u9009\u62e9\u9002\u5f53\u7684\u601d\u7ef4\u6a21\u5f0f \u3002\u5373\u4f7f\u5728\u975e\u601d\u7ef4\u6a21\u5f0f\u6837\u672c\u4e2d\uff0c\u4e5f\u4fdd\u7559\u4e86\u7a7a\u7684\u601d\u7ef4\u5757\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u5185\u90e8\u683c\u5f0f\u7684\u4e00\u81f4\u6027 \u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u5728\u601d\u7ef4\u6a21\u5f0f\u4e0b\u8fd0\u884c\uff0c\u56e0\u6b64\u4e5f\u5305\u542b\u4e00\u4e9b\u7528\u6237\u67e5\u8be2\u4e0d\u542b<code>\/think<\/code>\u6807\u5fd7\u7684\u601d\u7ef4\u6a21\u5f0f\u8bad\u7ec3\u6837\u672c \u3002<strong>\u5bf9\u4e8e\u66f4\u590d\u6742\u7684\u591a\u8f6e\u5bf9\u8bdd\uff0c\u968f\u673a\u63d2\u5165\u591a\u4e2a<code>\/think<\/code>\u548c<code>\/no think<\/code>\u6807\u5fd7\uff0c\u6a21\u578b\u54cd\u5e94\u9075\u5faa\u6700\u540e\u9047\u5230\u7684\u6807\u5fd7 \u3002<\/strong><\/p>\n\n\n\n<p><strong>\u601d\u7ef4\u9884\u7b97\uff1a\u601d\u7ef4\u6a21\u5f0f\u878d\u5408\u7684\u53e6\u4e00\u4e2a\u4f18\u52bf\u662f\uff0c\u4e00\u65e6\u6a21\u578b\u5b66\u4f1a\u4ee5\u975e\u601d\u7ef4\u548c\u601d\u7ef4\u6a21\u5f0f\u54cd\u5e94\uff0c\u5b83\u81ea\u7136\u4f1a\u53d1\u5c55\u51fa\u5904\u7406\u4e2d\u95f4\u60c5\u51b5\u7684\u80fd\u529b\u2014<\/strong>\u2014<strong>\u57fa\u4e8e\u4e0d\u5b8c\u6574\u7684\u601d\u8003\u751f\u6210\u54cd\u5e94<\/strong> \u3002\u8fd9\u4e3a\u5b9e\u73b0\u6a21\u578b\u601d\u7ef4\u8fc7\u7a0b\u7684\u9884\u7b97\u63a7\u5236\u5960\u5b9a\u4e86\u57fa\u7840 \u3002<strong>\u5f53\u6a21\u578b\u7684\u601d\u8003\u957f\u5ea6\u8fbe\u5230\u7528\u6237\u5b9a\u4e49\u7684\u9608\u503c\u65f6\uff0c\u4f1a\u624b\u52a8\u505c\u6b62\u601d\u8003\u8fc7\u7a0b\u5e76\u63d2\u5165\u505c\u6b62\u601d\u8003\u6307\u4ee4\uff0c\u7136\u540e\u6a21\u578b\u6839\u636e\u5176\u7d2f\u79ef\u7684\u63a8\u7406\u751f\u6210\u6700\u7ec8\u54cd\u5e94 \u3002\u62a5\u544a\u6307\u51fa\uff0c\u8fd9\u79cd\u80fd\u529b\u5e76\u975e\u663e\u5f0f\u8bad\u7ec3\u6240\u5f97\uff0c\u800c\u662f\u601d\u7ef4\u6a21\u5f0f\u878d\u5408\u5e94\u7528\u81ea\u7136\u4ea7\u751f\u7684\u7ed3\u679c \u3002<\/strong><\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u5728\u7b2c\u56db\u9636\u6bb5\uff0c\u6211\u4eec\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\u9886\u57df\u7684\u4efb\u52a1\u4e0a\u5e94\u7528\u4e86\u5f3a\u5316\u5b66\u4e60\uff0c\u4ee5\u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b\u5e76\u7ea0\u6b63\u4e0d\u826f\u884c\u4e3a\u3002<\/p>\n\n\n\n<p>\u901a\u7528RL\u9636\u6bb5\u65e8\u5728\u5e7f\u6cdb\u589e\u5f3a\u6a21\u578b\u5728\u5404\u79cd\u573a\u666f\u4e0b\u7684\u80fd\u529b\u548c\u7a33\u5b9a\u6027 \u3002\u4e3a\u6b64\uff0c\u5efa\u7acb\u4e86\u8986\u76d620\u591a\u4e2a\u4e0d\u540c\u4efb\u52a1\u7684\u590d\u6742\u5956\u52b1\u7cfb\u7edf\uff0c\u6bcf\u4e2a\u4efb\u52a1\u90fd\u6709\u5b9a\u5236\u7684\u8bc4\u5206\u6807\u51c6 \u3002\u8fd9\u4e9b\u4efb\u52a1\u4e13\u95e8\u9488\u5bf9\u4ee5\u4e0b\u6838\u5fc3\u80fd\u529b\u7684\u63d0\u5347\uff1a\u6307\u4ee4\u9075\u5faa\u3001\u683c\u5f0f\u9075\u5faa\u3001\u504f\u597d\u5bf9\u9f50\u3001Agent\u80fd\u529b\u548c\u4e13\u4e1a\u573a\u666f\u4e0b\u7684\u80fd\u529b\uff08\u5982RAG\u4efb\u52a1\uff09 \u3002<\/p>\n\n\n\n<p>\u62a5\u544a\u63d0\u53ca\u4f7f\u7528\u4e86\u4e09\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u5956\u52b1\u6765\u63d0\u4f9b\u53cd\u9988\uff1a\u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\uff08\u7528\u4e8e\u63a8\u7406RL\u9636\u6bb5\u548c\u901a\u7528\u4efb\u52a1\uff0c\u5982\u6307\u4ee4\u9075\u5faa\u548c\u683c\u5f0f\u9075\u5faa\uff09\u3001\u57fa\u4e8e\u6a21\u578b\u7684\u5956\u52b1\uff08\u5e26\u53c2\u8003\u7b54\u6848\uff0c\u5141\u8bb8\u66f4\u7075\u6d3b\u5730\u5904\u7406\u591a\u6837\u5316\u4efb\u52a1\uff09\u3001\u57fa\u4e8e\u6a21\u578b\u7684\u5956\u52b1\uff08\u4e0d\u5e26\u53c2\u8003\u7b54\u6848\uff0c\u5229\u7528\u4eba\u7c7b\u504f\u597d\u6570\u636e\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\uff0c\u5904\u7406\u66f4\u5e7f\u6cdb\u7684\u67e5\u8be2\u5e76\u589e\u5f3a\u6a21\u578b\u7684\u4e92\u52a8\u6027\u548c\u5e2e\u52a9\u6027\uff09\u3002<\/p>\n\n\n\n<p id=\"h_1906016667143746499_11\"><strong>\u5f3a\u5230\u5f31\u84b8\u998f (Strong-to-Weak Distillation)<\/strong>:<\/p>\n\n\n\n<p>\u5f3a\u5230\u5f31\u84b8\u998f\u6d41\u7a0b\u4e13\u95e8\u4e3a\u4f18\u5316\u8f7b\u91cf\u7ea7\u6a21\u578b\u800c\u8bbe\u8ba1\uff0c\u5305\u62ec5\u4e2a\u5bc6\u96c6\u6a21\u578b\uff08Qwen3-0.6B\u30011.7B\u30014B\u30018B\u548c14B\uff09\u548c<strong>1\u4e2aMoE\u6a21\u578b\uff08Qwen3-30B-A3B\uff09<\/strong>\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u589e\u5f3a\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\uff0c\u6709\u6548\u8d4b\u4e88\u4e86\u5f3a\u5927\u7684\u6a21\u5f0f\u5207\u6362\u80fd\u529b \u3002\u84b8\u998f\u8fc7\u7a0b\u5206\u4e3a\u4e24\u4e2a\u4e3b\u8981\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ol><li><strong>\u79bb\u7ebf\u84b8\u998f (Off-policy Distillation):<\/strong>\u00a0\u5728\u521d\u59cb\u9636\u6bb5\uff0c\u7ed3\u5408\u6559\u5e08\u6a21\u578b\u5728<code>\/think<\/code>\u548c<code>\/no think<\/code>\u6a21\u5f0f\u4e0b\u751f\u6210\u7684\u8f93\u51fa\u8fdb\u884c\u54cd\u5e94\u84b8\u998f \u3002\u8fd9\u6709\u52a9\u4e8e\u8f7b\u91cf\u7ea7\u5b66\u751f\u6a21\u578b\u53d1\u5c55\u57fa\u672c\u7684\u63a8\u7406\u6280\u80fd\u548c\u5728\u4e0d\u540c\u601d\u7ef4\u6a21\u5f0f\u4e4b\u95f4\u5207\u6362\u7684\u80fd\u529b \u3002<\/li><li><strong>\u5728\u7ebf\u84b8\u998f (On-policy Distillation):<\/strong>\u00a0<strong>\u5728\u6b64\u9636\u6bb5\uff0c\u5b66\u751f\u6a21\u578b\u751f\u6210\u5728\u7ebf\u5e8f\u5217\u8fdb\u884c\u5fae\u8c03<\/strong> \u3002\u5177\u4f53\u6765\u8bf4\uff0c\u91c7\u6837\u63d0\u793a\uff0c<strong>\u5b66\u751f\u6a21\u578b\u4ee5<code>\/think<\/code>\u6216<code>\/no think<\/code>\u6a21\u5f0f\u751f\u6210\u54cd\u5e94 \u3002\u7136\u540e\u901a\u8fc7\u5c06\u5b66\u751f\u7684logit\u4e0e\u6559\u5e08\u6a21\u578b\uff08Qwen3-32B\u6216Qwen3-235B-A22B\uff09\u7684logit\u5bf9\u9f50\uff0c\u6700\u5c0f\u5316KL\u6563\u5ea6\u6765\u5fae\u8c03\u5b66\u751f\u6a21\u578b \u3002<\/strong><\/li><\/ol>\n\n\n\n<p>\u901a\u8fc7\u8bc4\u4f30Qwen3-32B\u6a21\u578b\u5728\u4e0d\u540c\u8bad\u7ec3\u9636\u6bb5\u7684\u6027\u80fd\uff0c\u62a5\u544a\u5f97\u51fa\u7ed3\u8bba\uff1a<strong>\u7b2c\u4e09\u9636\u6bb5\u5c06\u975e\u601d\u7ef4\u6a21\u5f0f\u6574\u5408\u5230\u6a21\u578b\u4e2d\uff0c\u6a21\u578b\u5f00\u59cb\u5177\u5907\u6a21\u5f0f\u5207\u6362\u7684\u521d\u6b65\u80fd\u529b \u3002\u7b2c\u4e09\u9636\u6bb5\u8fd8\u589e\u5f3a\u4e86\u601d\u7ef4\u6a21\u5f0f\u4e0b\u7684\u901a\u7528\u548c\u6307\u4ee4\u9075\u5faa\u80fd\u529b \u3002\u7b2c\u56db\u9636\u6bb5\u8fdb\u4e00\u6b65\u52a0\u5f3a\u4e86\u6a21\u578b\u5728\u601d\u7ef4\u548c\u975e\u601d\u7ef4\u6a21\u5f0f\u4e0b\u7684\u901a\u7528\u3001\u6307\u4ee4\u9075\u5faa\u548cAgent\u80fd\u529b\uff0c\u786e\u4fdd\u4e86\u51c6\u786e\u7684\u6a21\u5f0f\u5207\u6362 \u3002<\/strong><\/p>\n\n\n\n<p>\u7136\u800c\uff0c<strong>\u5bf9\u4e8e\u77e5\u8bc6\u3001STEM\u3001\u6570\u5b66\u548c\u7f16\u7801\u7b49\u4efb\u52a1\uff0c\u601d\u7ef4\u6a21\u5f0f\u878d\u5408\u548c\u901a\u7528RL\u5e76\u672a\u5e26\u6765\u663e\u8457\u6539\u8fdb\uff0c\u751a\u81f3\u5728\u4e00\u4e9b\u6311\u6218\u6027\u4efb\u52a1\u4e0a\uff0c\u601d\u7ef4\u6a21\u5f0f\u4e0b\u7684\u6027\u80fd\u6709\u6240\u4e0b\u964d <\/strong>\u3002\u62a5\u544a\u63a8\u6d4b\u8fd9\u79cd\u6027\u80fd\u4e0b\u964d\u662f\u7531\u4e8e\u6a21\u578b\u5728\u66f4\u5e7f\u6cdb\u7684\u901a\u7528\u4efb\u52a1\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u53ef\u80fd\u4f1a\u635f\u5bb3\u5176\u5728\u5904\u7406\u590d\u6742\u95ee\u9898\u65f6\u7684\u4e13\u4e1a\u80fd\u529b\uff0c\u5e76\u8868\u793a\u5728Qwen3\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u63a5\u53d7\u4e86\u8fd9\u79cd\u6027\u80fd\u6743\u8861\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u6574\u4f53\u591a\u529f\u80fd\u6027 \u3002<\/p>\n\n\n\n<p id=\"\u9ad8\u7ea7\u7528\u6cd5\"><strong>\u9ad8\u7ea7\u7528\u6cd5<\/strong>\uff1a<\/p>\n\n\n\n<p>\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u79cd\u8f6f\u5207\u6362\u673a\u5236\uff0c\u5141\u8bb8\u7528\u6237\u5728\u00a0<strong><code>enable_thinking=True<\/code>\u00a0<\/strong>\u65f6\u52a8\u6001\u63a7\u5236\u6a21\u578b\u7684\u884c\u4e3a\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u60a8\u53ef\u4ee5\u5728\u7528\u6237\u63d0\u793a\u6216\u7cfb\u7edf\u6d88\u606f\u4e2d\u6dfb\u52a0\u00a0<code><strong>\/think<\/strong><\/code>\u00a0\u548c<strong>\u00a0<code>\/no_think<\/code>\u00a0<\/strong>\u6765\u9010\u8f6e\u5207\u6362\u6a21\u578b\u7684\u601d\u8003\u6a21\u5f0f\u3002\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\uff0c\u6a21\u578b\u4f1a\u9075\u5faa\u6700\u8fd1\u7684\u6307\u4ee4\u3002<\/p>\n\n\n\n<h3>\u672a\u6765\u53d1\u5c55\uff1a<\/h3>\n\n\n\n<p>Qwen3 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Agent \u4e3a\u4e2d\u5fc3\u7684\u65f6\u4ee3\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>HuggingFace \u5730\u5740\uff1ahttps:\/\/huggingface.co\/collections\/Qwen\/ &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/05\/17\/qwen3-technical-report\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Qwen3 \u6280\u672f\u62a5\u544a<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,4,9],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/25969"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=25969"}],"version-history":[{"count":63,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/25969\/revisions"}],"predecessor-version":[{"id":26413,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/25969\/revisions\/26413"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=25969"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=25969"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=25969"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}