{"id":56759,"date":"2025-02-23T18:07:35","date_gmt":"2025-02-23T10:07:35","guid":{"rendered":"https:\/\/fwq.ai\/blog\/?p=56759"},"modified":"2025-02-23T19:00:18","modified_gmt":"2025-02-23T11:00:18","slug":"%e6%b7%b1%e5%ba%a6%e6%8e%a2%e7%a7%98%ef%bc%9adeepseek%e8%92%b8%e9%a6%8f%e6%8a%80%e6%9c%af%e7%9a%84%e6%a0%b8%e5%bf%83%e5%a5%a5%e7%a7%98","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/56759\/","title":{"rendered":"\u6df1\u5ea6\u63a2\u79d8\uff1aDeepSeek\u84b8\u998f\u6280\u672f\u7684\u6838\u5fc3\u5965\u79d8"},"content":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u9010\u6b65\u53d1\u5c55\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\uff0c\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u8d44\u6e90\u6d88\u8017\uff0c\u6210\u4e3a\u4e86\u4e00\u4e2a\u81f3\u5173\u91cd\u8981\u7684\u95ee\u9898\u3002\u6a21\u578b\u84b8\u998f\uff08Knowledge Distillation\uff09\u4f5c\u4e3a\u4e00\u79cd\u6709\u6548\u7684\u6280\u672f\uff0c\u5e2e\u52a9\u5c06\u590d\u6742\u4e14\u5e9e\u5927\u7684\u6559\u5e08\u6a21\u578b\u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u5c0f\u578b\u4e14\u9ad8\u6548\u7684\u5b66\u751f\u6a21\u578b\u4e2d\uff0c\u4e3a\u9ad8\u6548\u8ba1\u7b97\u63d0\u4f9b\u4e86\u89e3\u51b3\u65b9\u6848\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u84b8\u998f\u6280\u672f\u7684\u5b9a\u4e49\u3001\u539f\u7406\u53ca\u5176\u5728DeepSeek\u4e2d\u7684\u521b\u65b0\u5b9e\u8df5\u3002<\/p>\n<h2>1. \u6a21\u578b\u84b8\u998f\u6280\u672f\u6982\u8ff0<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-56762 aligncenter\" src=\"https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/231-300x119.webp\"  width=\"419\" height=\"166\" srcset=\"https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/231-300x119.webp 300w, https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/231-1024x408.webp 1024w, https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/231-768x306.webp 768w, https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/231-670x267.webp 670w, https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/231.webp 1080w\" sizes=\"auto, (max-width: 419px) 100vw, 419px\" title=\"\u6df1\u5ea6\u63a2\u79d8\uff1aDeepSeek\u84b8\u998f\u6280\u672f\u7684\u6838\u5fc3\u5965\u79d8\u63d2\u56fe\" alt=\"\u6df1\u5ea6\u63a2\u79d8\uff1aDeepSeek\u84b8\u998f\u6280\u672f\u7684\u6838\u5fc3\u5965\u79d8\u63d2\u56fe\" \/><\/p>\n<h3>1.1 \u84b8\u998f\u6280\u672f\u7684\u5b9a\u4e49\u4e0e\u539f\u7406<\/h3>\n<p><strong>\u6a21\u578b\u84b8\u998f<\/strong>\uff08Knowledge Distillation\uff09\u662f\u4e00\u79cd\u5c06\u5927\u578b\u590d\u6742\u6a21\u578b\uff08\u6559\u5e08\u6a21\u578b\uff09\u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u5c0f\u578b\u9ad8\u6548\u6a21\u578b\uff08\u5b66\u751f\u6a21\u578b\uff09\u7684\u6280\u672f\u3002\u6838\u5fc3\u76ee\u6807\u662f\uff1a<\/p>\n<ul>\n<li>\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\uff0c\u663e\u8457\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u5b58\u50a8\u9700\u6c42\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u9002\u5e94\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u3002<\/li>\n<\/ul>\n<h4>\u84b8\u998f\u6280\u672f\u7684\u539f\u7406\uff1a<\/h4>\n<ol>\n<li><strong>\u6559\u5e08\u6a21\u578b\u8bad\u7ec3<\/strong>\uff1a\u9996\u5148\u8bad\u7ec3\u4e00\u4e2a\u6027\u80fd\u5f3a\u5927\u7684\u6559\u5e08\u6a21\u578b\uff0c\u901a\u5e38\u5177\u6709\u5927\u91cf\u7684\u53c2\u6570\u548c\u590d\u6742\u7684\u7ed3\u6784\u3002<\/li>\n<li><strong>\u6570\u636e\u51c6\u5907<\/strong>\uff1a\u63d0\u53d6\u6559\u5e08\u6a21\u578b\u7684\u63a8\u7406\u6570\u636e\u6837\u672c\uff0c\u7528\u4e8e\u8bad\u7ec3\u5b66\u751f\u6a21\u578b\u3002<\/li>\n<li><strong>\u5b66\u751f\u6a21\u578b\u8bad\u7ec3<\/strong>\uff1a\u5229\u7528\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa\u4f5c\u4e3a\u76d1\u7763\u4fe1\u53f7\uff0c\u8bad\u7ec3\u8f83\u5c0f\u7684\u5b66\u751f\u6a21\u578b\u3002<\/li>\n<li><strong>\u4f18\u5316\u4e0e\u8c03\u6574<\/strong>\uff1a\u8c03\u6574\u5b66\u751f\u6a21\u578b\u7684\u7ed3\u6784\u548c\u53c2\u6570\uff0c\u4ee5\u786e\u4fdd\u5176\u5728\u4fdd\u6301\u9ad8\u6548\u7684\u540c\u65f6\uff0c\u5c3d\u53ef\u80fd\u63a5\u8fd1\u6559\u5e08\u6a21\u578b\u7684\u6027\u80fd\u3002<\/li>\n<\/ol>\n<h2>2. DeepSeek\u84b8\u998f\u6280\u672f\u7684\u5173\u952e\u521b\u65b0<\/h2>\n<h3>2.1 \u6570\u636e\u84b8\u998f\u4e0e\u6a21\u578b\u84b8\u998f\u7684\u7ed3\u5408<\/h3>\n<p>DeepSeek\u7684\u84b8\u998f\u6280\u672f\u7a81\u7834\u4e86\u4f20\u7edf\u84b8\u998f\u65b9\u6cd5\uff0c\u5c06<strong>\u6570\u636e\u84b8\u998f<\/strong>\u4e0e<strong>\u6a21\u578b\u84b8\u998f<\/strong>\u76f8\u7ed3\u5408\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u84b8\u998f\u6548\u7387\u548c\u6027\u80fd\u3002<\/p>\n<h4>\u6570\u636e\u84b8\u998f\uff1a<\/h4>\n<ul>\n<li>\u901a\u8fc7\u4f18\u5316\u8bad\u7ec3\u6570\u636e\uff0c\u5e2e\u52a9\u5c0f\u6a21\u578b\u66f4\u9ad8\u6548\u5730\u5b66\u4e60\u3002DeepSeek\u5229\u7528\u6559\u5e08\u6a21\u578b\u751f\u6210\u6216\u4f18\u5316\u6570\u636e\uff0c\u5305\u62ec\u6570\u636e\u589e\u5f3a\u3001\u4f2a\u6807\u7b7e\u751f\u6210\u7b49\uff0c\u786e\u4fdd\u8bad\u7ec3\u6570\u636e\u7684\u591a\u6837\u6027\u548c\u4ee3\u8868\u6027\u3002<\/li>\n<\/ul>\n<h4>\u6a21\u578b\u84b8\u998f\uff1a<\/h4>\n<ul>\n<li>\u4f7f\u7528<strong>\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/strong>\uff0cDeepSeek\u5c06\u6559\u5e08\u6a21\u578b\u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u5b66\u751f\u6a21\u578b\u4e2d\u3002\u901a\u8fc7\u751f\u6210800,000\u4e2a\u63a8\u7406\u6570\u636e\u6837\u672c\uff0cDeepSeek\u4f18\u5316\u4e86\u5b66\u751f\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u65e0\u9700\u989d\u5916\u7684\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\uff0c\u63d0\u5347\u4e86\u84b8\u998f\u8fc7\u7a0b\u7684\u6548\u7387\u3002<\/li>\n<\/ul>\n<h4>\u7ed3\u5408\u7684\u4f18\u52bf\uff1a<\/h4>\n<ul>\n<li>\u8fd9\u79cd\u6570\u636e\u4e0e\u6a21\u578b\u84b8\u998f\u7684\u7ed3\u5408\u4f7f\u5f97DeepSeek\u7684\u84b8\u998f\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff0c\u4e14\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\u5927\u5e45\u964d\u4f4e\uff0c\u4f7f\u5f97\u6a21\u578b\u66f4\u52a0\u9002\u5408\u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u4e2d\u90e8\u7f72\u3002<\/li>\n<\/ul>\n<h3>2.2 \u9ad8\u6548\u7684\u77e5\u8bc6\u8fc1\u79fb\u7b56\u7565<\/h3>\n<p>DeepSeek\u5728<strong>\u77e5\u8bc6\u8fc1\u79fb\u7b56\u7565<\/strong>\u4e0a\u8fdb\u884c\u4e86\u591a\u9879\u521b\u65b0\uff0c\u4f7f\u5f97\u84b8\u998f\u8fc7\u7a0b\u66f4\u4e3a\u9ad8\u6548\uff0c\u6a21\u578b\u6027\u80fd\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\u3002<\/p>\n<h4>\u77e5\u8bc6\u8fc1\u79fb\u7b56\u7565\uff1a<\/h4>\n<ul>\n<li><strong>\u57fa\u4e8e\u7279\u5f81\u7684\u84b8\u998f<\/strong>\uff1a\u901a\u8fc7\u5c06\u6559\u5e08\u6a21\u578b\u4e2d\u95f4\u5c42\u7684\u7279\u5f81\u4fe1\u606f\u4f20\u9012\u7ed9\u5b66\u751f\u6a21\u578b\uff0c\u5e2e\u52a9\u5b66\u751f\u6a21\u578b\u66f4\u597d\u5730\u6355\u6349\u6570\u636e\u7684\u672c\u8d28\u7279\u5f81\u3002<\/li>\n<li><strong>\u7279\u5b9a\u4efb\u52a1\u84b8\u998f<\/strong>\uff1a\u9488\u5bf9\u4e0d\u540c\u7684\u4efb\u52a1\uff08\u5982\u6587\u672c\u751f\u6210\u3001\u673a\u5668\u7ffb\u8bd1\uff09\uff0cDeepSeek\u5bf9\u84b8\u998f\u8fc7\u7a0b\u8fdb\u884c\u4e86\u4e13\u95e8\u7684\u4f18\u5316\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u53d6\u5f97\u4f18\u5f02\u6210\u7ee9\u3002<\/li>\n<\/ul>\n<h4>\u6027\u80fd\u63d0\u5347\uff1a<\/h4>\n<ul>\n<li>\u8fd9\u4e9b\u7b56\u7565\u4f7f\u5f97DeepSeek\u7684\u84b8\u998f\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\u3002\u4f8b\u5982\uff0c\u5728AIME 2024\u7684\u6d4b\u8bd5\u4e2d\uff0cDeepSeek-R1-Distill-Qwen-32B\u53d6\u5f97\u4e8672.6%\u7684Pass@1\uff0c\u8d85\u8d8a\u4e86\u8bb8\u591a\u9886\u5148\u7684\u5f00\u6e90\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h2>3. DeepSeek\u84b8\u998f\u6a21\u578b\u7684\u67b6\u6784\u4e0e\u8bad\u7ec3<\/h2>\n<h3>3.1 \u84b8\u998f\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1<\/h3>\n<p>DeepSeek\u7684\u84b8\u998f\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1\u7740\u91cd\u4e8e<strong>\u6027\u80fd\u4e0e\u6548\u7387\u7684\u5e73\u8861<\/strong>\uff0c\u901a\u8fc7\u4f18\u5316\u7684\u7ed3\u6784\u5b9e\u73b0\u4ece\u5927\u578b\u590d\u6742\u6a21\u578b\u5230\u5c0f\u578b\u9ad8\u6548\u6a21\u578b\u7684\u987a\u5229\u8fc1\u79fb\u3002<\/p>\n<h4>\u6559\u5e08\u6a21\u578b\u4e0e\u5b66\u751f\u6a21\u578b\u9009\u62e9\uff1a<\/h4>\n<ul>\n<li><strong>\u6559\u5e08\u6a21\u578b<\/strong>\uff1aDeepSeek\u9009\u62e9\u4e86\u5177\u6709671B\u53c2\u6570\u7684<strong>DeepSeek-R1<\/strong>\u4f5c\u4e3a\u6559\u5e08\u6a21\u578b\uff0c\u5177\u5907\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u548c\u5e7f\u6cdb\u7684\u77e5\u8bc6\u8986\u76d6\u3002<\/li>\n<li><strong>\u5b66\u751f\u6a21\u578b<\/strong>\uff1a\u57fa\u4e8eQwen\u548cLlama\u7cfb\u5217\u67b6\u6784\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u8ba1\u7b97\u6548\u7387\u548c\u5185\u5b58\u5360\u7528\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002<\/li>\n<\/ul>\n<h4>\u67b6\u6784\u8bbe\u8ba1\u7684\u5173\u952e\u70b9\uff1a<\/h4>\n<ol>\n<li><strong>\u5c42\u6b21\u5316\u7279\u5f81\u63d0\u53d6<\/strong>\uff1a\u6559\u5e08\u6a21\u578b\u901a\u8fc7\u751f\u6210\u591a\u5c42\u7279\u5f81\u8868\u793a\uff0c\u5b66\u751f\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u8fd9\u4e9b\u8868\u793a\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u6570\u636e\u7ed3\u6784\u548c\u6a21\u5f0f\u3002<\/li>\n<li><strong>\u591a\u4efb\u52a1\u9002\u5e94\u6027<\/strong>\uff1a\u5b66\u751f\u6a21\u578b\u4e0d\u4ec5\u5b66\u4e60\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u8fd8\u6839\u636e\u5177\u4f53\u4efb\u52a1\uff08\u5982\u6587\u672c\u5206\u7c7b\u3001\u7ffb\u8bd1\uff09\u8c03\u6574\u7ed3\u6784\u548c\u53c2\u6570\u3002<\/li>\n<\/ol>\n<h3>3.2 \u8bad\u7ec3\u8fc7\u7a0b\u4e0e\u4f18\u5316\u65b9\u6cd5<\/h3>\n<p>DeepSeek\u7684\u84b8\u998f\u8bad\u7ec3\u8fc7\u7a0b\u5305\u62ec\u4ee5\u4e0b\u5173\u952e\u6b65\u9aa4\uff1a<\/p>\n<h4>\u6570\u636e\u51c6\u5907\uff1a<\/h4>\n<ul>\n<li><strong>\u6570\u636e\u6765\u6e90<\/strong>\uff1a\u901a\u8fc7\u6559\u5e08\u6a21\u578b\u751f\u6210\u63a8\u7406\u6570\u636e\u6837\u672c\uff0c\u589e\u5f3a\u6570\u636e\u591a\u6837\u6027\uff0c\u4ece\u800c\u63d0\u9ad8\u5b66\u751f\u6a21\u578b\u7684\u5b66\u4e60\u6548\u7387\u3002<\/li>\n<\/ul>\n<h4>\u8bad\u7ec3\u7b56\u7565\uff1a<\/h4>\n<ul>\n<li><strong>\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/strong>\uff1a\u5c06\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa\u4f5c\u4e3a\u76d1\u7763\u4fe1\u53f7\uff0c\u5b66\u751f\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u8fd9\u4e9b\u8f93\u51fa\u8fdb\u884c\u4f18\u5316\u3002<\/li>\n<li><strong>\u6df7\u5408\u635f\u5931\u51fd\u6570<\/strong>\uff1a\u7ed3\u5408\u8f6f\u6807\u7b7e\u635f\u5931\u548c\u786c\u6807\u7b7e\u635f\u5931\uff0c\u9f13\u52b1\u5b66\u751f\u6a21\u578b\u6a21\u4eff\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u540c\u65f6\u4fdd\u8bc1\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n<h4>\u4f18\u5316\u65b9\u6cd5\uff1a<\/h4>\n<ul>\n<li><strong>\u6e29\u5ea6\u53c2\u6570\u8c03\u6574<\/strong>\uff1a\u901a\u8fc7\u8c03\u6574\u6e29\u5ea6\u53c2\u6570\uff0c\u4f7f\u5f97\u8f6f\u6807\u7b7e\u5206\u5e03\u66f4\u52a0\u5e73\u6ed1\uff0c\u5e2e\u52a9\u5b66\u751f\u6a21\u578b\u66f4\u597d\u5730\u5b66\u4e60\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa\u3002<\/li>\n<li><strong>\u52a8\u6001\u5b66\u4e60\u7387\u8c03\u6574<\/strong>\uff1a\u6839\u636e\u8bad\u7ec3\u8fdb\u5ea6\u52a8\u6001\u8c03\u6574\u5b66\u4e60\u7387\uff0c\u786e\u4fdd\u6a21\u578b\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\u548c\u6536\u655b\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<h2>4. \u84b8\u998f\u6a21\u578b\u7684\u6027\u80fd\u8868\u73b0<\/h2>\n<h3>4.1 \u63a8\u7406\u6548\u7387\u63d0\u5347<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-56761 aligncenter\" src=\"https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/2312-300x200.webp\"  width=\"408\" height=\"272\" srcset=\"https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/2312-300x200.webp 300w, https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/2312-1024x682.webp 1024w, https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/2312-768x511.webp 768w, https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/2312-670x446.webp 670w, https:\/\/fwq.ai\/blog\/wp-content\/uploads\/2025\/02\/2312.webp 1080w\" sizes=\"auto, (max-width: 408px) 100vw, 408px\" title=\"\u6df1\u5ea6\u63a2\u79d8\uff1aDeepSeek\u84b8\u998f\u6280\u672f\u7684\u6838\u5fc3\u5965\u79d8\u63d2\u56fe1\" alt=\"\u6df1\u5ea6\u63a2\u79d8\uff1aDeepSeek\u84b8\u998f\u6280\u672f\u7684\u6838\u5fc3\u5965\u79d8\u63d2\u56fe1\" \/><\/p>\n<p>DeepSeek\u7684\u84b8\u998f\u6a21\u578b\u5728<strong>\u63a8\u7406\u6548\u7387<\/strong>\u65b9\u9762\u5b9e\u73b0\u4e86\u663e\u8457\u63d0\u5347\uff0c\u5c24\u5176\u5728\u8ba1\u7b97\u8d44\u6e90\u3001\u5185\u5b58\u4f7f\u7528\u548c\u63a8\u7406\u901f\u5ea6\u4e0a\u3002<\/p>\n<h4>\u6027\u80fd\u63d0\u5347\uff1a<\/h4>\n<ul>\n<li><strong>\u8ba1\u7b97\u8d44\u6e90\u4f18\u5316<\/strong>\uff1aDeepSeek-R1-Distill-Qwen-7B\u4ec5\u67097B\u53c2\u6570\uff0c\u76f8\u6bd4\u539f\u59cb\u6a21\u578b\u7684671B\u53c2\u6570\uff0c\u8ba1\u7b97\u590d\u6742\u5ea6\u5927\u5e45\u964d\u4f4e\u3002<\/li>\n<li><strong>\u5185\u5b58\u5360\u7528\u51cf\u5c11<\/strong>\uff1a\u4ee5DeepSeek-R1-Distill-Llama-8B\u4e3a\u4f8b\uff0c\u5185\u5b58\u5360\u7528\u51cf\u5c11\u81f3\u539f\u6a21\u578b\u76841\/80\u3002<\/li>\n<li><strong>\u63a8\u7406\u901f\u5ea6\u63d0\u5347<\/strong>\uff1aDeepSeek-R1-Distill-Qwen-32B\u5728\u63a8\u7406\u901f\u5ea6\u4e0a\u6bd4\u539f\u59cb\u6a21\u578b\u63d0\u9ad8\u4e86\u7ea650\u500d\uff0c\u663e\u8457\u52a0\u5feb\u4e86\u54cd\u5e94\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<h3>4.2 \u6027\u80fd\u4e0e\u539f\u59cb\u6a21\u578b\u5bf9\u6bd4<\/h3>\n<p>\u5c3d\u7ba1\u5b66\u751f\u6a21\u578b\u7684\u53c2\u6570\u91cf\u51cf\u5c11\uff0c\u4f46\u901a\u8fc7\u521b\u65b0\u7684\u77e5\u8bc6\u8fc1\u79fb\u7b56\u7565\uff0cDeepSeek\u7684\u84b8\u998f\u6a21\u578b\u4f9d\u7136\u80fd\u591f\u4fdd\u6301\u6216\u8d85\u8d8a\u539f\u59cb\u5927\u578b\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<h4>\u6027\u80fd\u5bf9\u6bd4\uff1a<\/h4>\n<ul>\n<li><strong>DeepSeek-R1-Distill-Qwen-7B<\/strong>\u5728AIME 2024\u4e0a\u8fbe\u5230\u4e8655.5%\u7684Pass@1\uff0c\u8d85\u8d8a\u4e86QwQ-32B-Preview\uff08\u5148\u8fdb\u5f00\u6e90\u6a21\u578b\uff09\u3002<\/li>\n<li><strong>DeepSeek-R1-Distill-Qwen-32B<\/strong>\u5728\u591a\u4e2a\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u4f18\u5f02\u6210\u7ee9\uff0c\u8bc1\u660e\u4e86\u84b8\u998f\u6280\u672f\u5728\u4fdd\u8bc1\u6027\u80fd\u7684\u540c\u65f6\u964d\u4f4e\u4e86\u8ba1\u7b97\u6210\u672c\u3002<\/li>\n<\/ul>\n<h2>5. \u84b8\u998f\u6280\u672f\u7684\u6311\u6218\u4e0e\u5c55\u671b<\/h2>\n<h3>5.1 \u7a81\u7834\u201c\u9690\u6027\u5929\u82b1\u677f\u201d<\/h3>\n<p>\u5c3d\u7ba1DeepSeek\u7684\u84b8\u998f\u6280\u672f\u5df2\u53d6\u5f97\u663e\u8457\u6210\u679c\uff0c\u4f46\u4ecd\u7136\u9762\u4e34<strong>\u5b66\u751f\u6a21\u578b\u6027\u80fd\u7684\u74f6\u9888<\/strong>\uff0c\u5373\u5b66\u751f\u6a21\u578b\u65e0\u6cd5\u8d85\u8d8a\u6559\u5e08\u6a21\u578b\u7684\u80fd\u529b\u9650\u5236\uff0c\u5c24\u5176\u5728\u65b0\u9886\u57df\u6216\u590d\u6742\u4efb\u52a1\u4e2d\u3002<\/p>\n<h3>5.2 \u591a\u6a21\u6001\u6570\u636e\u7684\u84b8\u998f\u6311\u6218<\/h3>\n<p>\u5904\u7406<strong>\u591a\u6a21\u6001\u6570\u636e<\/strong>\uff08\u5982\u56fe\u50cf\u3001\u6587\u672c\u3001\u8bed\u97f3\uff09\u662f\u84b8\u998f\u6280\u672f\u9762\u4e34\u7684\u53e6\u4e00\u5927\u6311\u6218\u3002\u591a\u6a21\u6001\u6570\u636e\u7684\u590d\u6742\u6027\u548c\u8ba1\u7b97\u9700\u6c42\uff0c\u4f7f\u5f97\u84b8\u998f\u8fc7\u7a0b\u66f4\u52a0\u56f0\u96be\u3002<\/p>\n<h4>\u6311\u6218\uff1a<\/h4>\n<ol>\n<li><strong>\u6570\u636e\u878d\u5408\u4e0e\u8bed\u4e49\u5bf9\u9f50<\/strong>\uff1a\u4e0d\u540c\u6a21\u6001\u6570\u636e\u7684\u878d\u5408\u53ca\u5176\u8bed\u4e49\u5bf9\u9f50\u662f\u84b8\u998f\u8fc7\u7a0b\u4e2d\u4e9f\u9700\u89e3\u51b3\u7684\u96be\u9898\u3002<\/li>\n<li><strong>\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\u9ad8<\/strong>\uff1a\u591a\u6a21\u6001\u6570\u636e\u5904\u7406\u9700\u8981\u66f4\u9ad8\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u589e\u52a0\u4e86\u84b8\u998f\u8fc7\u7a0b\u7684\u590d\u6742\u6027\u3002<\/li>\n<\/ol>\n<hr \/>\n<h3>\u603b\u7ed3<\/h3>\n<p>DeepSeek\u7684\u84b8\u998f\u6280\u672f\u901a\u8fc7<strong>\u6570\u636e\u4e0e\u6a21\u578b\u84b8\u998f\u7684\u7ed3\u5408<\/strong>\uff0c\u4ee5\u53ca\u521b\u65b0\u7684\u77e5\u8bc6\u8fc1\u79fb\u7b56\u7565\uff0c\u6210\u529f\u5728\u6027\u80fd\u548c\u8ba1\u7b97\u6548\u7387\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u5c3d\u7ba1\u6280\u672f\u9762\u4e34\u4e00\u4e9b\u6311\u6218\uff0c\u4f46\u5176\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u4f18\u5f02\u8868\u73b0\uff0c\u8868\u660e\u84b8\u998f\u6280\u672f\u5728\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\u524d\u666f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u9010\u6b65\u53d1\u5c55\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\uff0c\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u8d44\u6e90\u6d88\u8017\uff0c\u6210\u4e3a\u4e86\u4e00\u4e2a\u81f3\u5173\u91cd\u8981\u7684\u95ee\u9898\u3002\u6a21\u578b\u84b8\u998f\uff08Knowledge Distillation\uff09\u4f5c\u4e3a\u4e00\u79cd\u6709\u6548\u7684\u6280\u672f\uff0c\u5e2e\u52a9\u5c06\u590d\u6742\u4e14\u5e9e\u5927\u7684\u6559\u5e08\u6a21\u578b\u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u5c0f\u578b\u4e14\u9ad8\u6548\u7684\u5b66\u751f\u6a21\u578b\u4e2d\uff0c\u4e3a\u9ad8\u6548\u8ba1\u7b97\u63d0\u4f9b\u4e86\u89e3\u51b3\u65b9\u6848\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u84b8\u998f\u6280\u672f\u7684\u5b9a\u4e49\u3001\u539f\u7406\u53ca\u5176\u5728DeepSeek\u4e2d\u7684\u521b\u65b0\u5b9e\u8df5\u3002 1. \u6a21\u578b\u84b8\u998f\u6280\u672f\u6982\u8ff0 1.1 \u84b8\u998f\u6280\u672f\u7684\u5b9a\u4e49\u4e0e\u539f\u7406 \u6a21\u578b\u84b8\u998f\uff08Knowledge Distillation\uff09\u662f\u4e00\u79cd\u5c06\u5927\u578b\u590d\u6742\u6a21\u578b\uff08\u6559\u5e08\u6a21\u578b\uff09\u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u5c0f\u578b\u9ad8\u6548\u6a21\u578b\uff08\u5b66\u751f\u6a21\u578b\uff09\u7684\u6280\u672f\u3002\u6838\u5fc3\u76ee\u6807\u662f\uff1a 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