{"id":7480,"date":"2025-03-15T15:57:01","date_gmt":"2025-03-15T07:57:01","guid":{"rendered":"https:\/\/www.talktop.cn\/?p=7480"},"modified":"2025-03-15T16:02:57","modified_gmt":"2025-03-15T08:02:57","slug":"deepseek%e6%a8%a1%e5%9e%8b%e9%80%89%e5%9e%8b%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.talktop.cn\/?p=7480","title":{"rendered":"DeepSeek\u4e24\u5927\u6838\u5fc3\u6a21\u578b\uff0cR1\u4e0eV3\u7a76\u7adf\u6709\u4f55\u4e0d\u540c"},"content":{"rendered":"\n<p>\u676d\u5dde\u6df1\u5ea6\u6c42\u7d22\u516c\u53f8\u6253\u9020\u7684\u6df1\u5ea6\u5b66\u4e60\u5e73\u53f0\uff0c<a href=\"https:\/\/www.deepseek.com\/\">DeepSeek<\/a>\u96c6\u667a\u80fd\u641c\u7d22\u3001\u6570\u636e\u5206\u6790\u3001\u591a\u6a21\u6001\u5904\u7406\u4e8e\u4e00\u4f53\uff0c\u63d0\u4f9b\u4ece\u6a21\u578b\u8bad\u7ec3\u5230\u884c\u4e1a\u843d\u5730\u7684\u5168\u6808\u80fd\u529b\u3002\u5176\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u6280\u672f\u878d\u5408<\/strong>\uff1a\u6574\u5408NLP\u3001CV\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\u6280\u672f\uff0c\u652f\u6301\u6587\u672c\u3001\u56fe\u50cf\u3001\u8bed\u97f3\u7b49\u591a\u6a21\u6001\u6570\u636e\u5904\u7406\uff1b<\/li>\n\n\n\n<li>\u200b<strong>\u7075\u6d3b\u90e8\u7f72<\/strong>\uff1a\u63d0\u4f9b\u4e91\u7aefAPI\u3001\u672c\u5730\u5316\u90e8\u7f72\u53ca\u5f00\u6e90\u6a21\u578b\uff0c\u9002\u914d\u4f01\u4e1a\u4e0d\u540c\u7b97\u529b\u9700\u6c42\uff1b<\/li>\n\n\n\n<li>\u200b<strong>\u884c\u4e1a\u8986\u76d6<\/strong>\uff1a\u5df2\u5728\u91d1\u878d\u3001\u533b\u7597\u3001\u653f\u52a1\u7b4910+\u9886\u57df\u843d\u5730\uff0c\u5982\u5357\u94a2\u96c6\u56e2\u7684\u667a\u80fd\u8d28\u68c0\u3001\u90ae\u50a8\u94f6\u884c\u7684\u667a\u80fd\u5ba2\u670d\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5e73\u53f0\u76ee\u524d\u5305\u542b<strong>\u901a\u7528\u8bed\u8a00\u6a21\u578b<\/strong>\u200b\uff08\u5982V3\uff09\u3001<strong>\u4ee3\u7801\u4e13\u7528\u6a21\u578b<\/strong>\u200b\uff08\u5982R1\uff09\u3001<strong>\u591a\u6a21\u6001\u6a21\u578b<\/strong>\u200b\uff08\u5982Janus-Pro\uff09\u4e09\u5927\u7c7b\uff0c\u5176\u4e2dR1\u4e0eV3\u7684<strong>deepseek\u6a21\u578b\u533a\u522b<\/strong>\u6700\u53d7\u5173\u6ce8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1021\" height=\"602\" src=\"https:\/\/www.talktop.cn\/wp-content\/uploads\/2025\/03\/image-28.png\" alt=\"\" class=\"wp-image-7447\" style=\"width:550px\" srcset=\"https:\/\/www.talktop.cn\/wp-content\/uploads\/2025\/03\/image-28.png 1021w, https:\/\/www.talktop.cn\/wp-content\/uploads\/2025\/03\/image-28-300x177.png 300w, https:\/\/www.talktop.cn\/wp-content\/uploads\/2025\/03\/image-28-768x453.png 768w\" sizes=\"(max-width: 1021px) 100vw, 1021px\" \/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001DeepSeek\u6a21\u578b<\/h5>\n\n\n\n<p>DeepSeek\u5305\u542b\u8d8510\u6b3e\u6a21\u578b\uff0c\u6309\u80fd\u529b\u53ef\u5206\u4e3a\u901a\u7528\u578b\u3001\u63a8\u7406\u578b\u3001\u591a\u6a21\u6001\u578b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u901a\u7528\u578b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>DeepSeek-V3<\/strong>\uff1a6710\u4ebf\u53c2\u6570\u7684\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u6a21\u578b\uff0c\u6fc0\u6d3b\u53c2\u6570\u4ec5370\u4ebf\uff0c\u6210\u672c\u4f4e\u81f3557\u4e07\u7f8e\u5143\uff1b<\/li>\n\n\n\n<li>\u200b<strong>DeepSeek-GPT<\/strong>\uff1a\u957f\u6587\u672c\u751f\u6210\u80fd\u529b\u7a81\u51fa\uff0c\u9002\u5408\u5185\u5bb9\u521b\u4f5c\uff1b<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u63a8\u7406\u578b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>DeepSeek-R1<\/strong>\uff1a\u57fa\u4e8eV3\u67b6\u6784\u4f18\u5316\uff0c\u4e13\u6ce8\u6570\u5b66\u3001\u4ee3\u7801\u7b49\u590d\u6742\u63a8\u7406\u4efb\u52a1\uff0c\u652f\u6301\u201c\u601d\u7ef4\u94fe\u201d\u53ef\u89c6\u5316\uff1b<\/li>\n\n\n\n<li>\u200b<strong>R1-Distill\u7cfb\u5217<\/strong>\uff1a\u8f7b\u91cf\u5316\u63a8\u7406\u6a21\u578b\uff0c\u6700\u4f4e1.5B\u53c2\u6570\uff0c\u9002\u914d\u8fb9\u7f18\u8ba1\u7b97\uff1b<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u591a\u6a21\u6001\u578b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>Janus-Pro<\/strong>\uff1a\u652f\u6301\u56fe\u6587\u6df7\u5408\u751f\u6210\uff0c\u6027\u80fd\u8d85\u8d8aDALL-E 3\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001R1 vs V3\uff1a\u4e09\u5927\u7ef4\u5ea6\u89e3\u6790<strong>deepseek\u6a21\u578b<\/strong><\/h5>\n\n\n\n<h6 class=\"wp-block-heading\">1. \u6a21\u578b\u5b9a\u4f4d<\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>V3<\/strong>\uff1a\u5168\u80fd\u578b\u9009\u624b<br>\u5b9a\u4f4d\u901a\u7528NLP\u4efb\u52a1\uff0c\u64c5\u957f\u591a\u6a21\u6001\u5904\u7406\u4e0e\u957f\u6587\u672c\u751f\u6210\uff0c\u652f\u6301128K\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u4f8b\u5982\uff0c\u81ea\u52a8\u751f\u6210\u4e07\u5b57\u884c\u4e1a\u62a5\u544a\uff0c\u5ef6\u8fdf\u964d\u4f4e42%\u3002<\/li>\n\n\n\n<li>\u200b<strong>R1<\/strong>\uff1a\u63a8\u7406\u4e13\u5bb6<br>\u4e13\u653b\u6570\u5b66\u8bc1\u660e\u3001\u4ee3\u7801\u751f\u6210\u7b49\u590d\u6742\u903b\u8f91\u4efb\u52a1\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u5b9e\u73b0\u201c\u81ea\u6211\u53cd\u601d\u201d\uff0c\u5728Codeforces\u7f16\u7a0b\u7ade\u8d5b\u4e2d\u8d85\u8d8a96%\u4eba\u7c7b\u9009\u624b\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\">2. \u200b<strong>\u6280\u672f\u67b6\u6784<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>V3\u7684MoE\u521b\u65b0<\/strong>\uff1a<br>\u91c7\u7528\u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b\uff08MLA\uff09\u6280\u672f\uff0c\u538b\u7f29Key-Value\u7f13\u5b58\u81f3\u4f20\u7edf\u67b6\u6784\u76841\/4\uff0c\u5185\u5b58\u5360\u7528\u51cf\u5c1160%\u3002<\/li>\n\n\n\n<li>\u200b<strong>R1\u7684\u5f3a\u5316\u5b66\u4e60\u7a81\u7834<\/strong>\uff1a<br>\u5b8c\u5168\u6452\u5f03\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\uff0c\u901a\u8fc7\u7fa4\u7ec4\u76f8\u5bf9\u7b56\u7565\u4f18\u5316\uff08GRPO\uff09\u6fc0\u53d1\u63a8\u7406\u80fd\u529b\uff0c\u8bad\u7ec3\u6548\u7387\u63d0\u53474.3\u500d\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\">3. \u200b<strong>\u6027\u80fd\u5bf9\u6bd4<\/strong><\/h6>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u8bc4\u6d4b\u9879<\/th><th>V3\u5f97\u5206<\/th><th>R1\u5f97\u5206<\/th><th>\u884c\u4e1a\u6807\u6746\uff08GPT-4o\uff09<\/th><\/tr><\/thead><tbody><tr><td>AIME\u6570\u5b66\u7ade\u8d5b<\/td><td>68.7%<\/td><td>79.8%<\/td><td>78.5%<\/td><\/tr><tr><td>Codeforces Elo<\/td><td>1950<\/td><td>2029<\/td><td>2015<\/td><\/tr><tr><td>\u957f\u6587\u672c\u5904\u7406\uff08DROP\uff09<\/td><td>91.2%<\/td><td>85.6%<\/td><td>89.4%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e09\u3001\u573a\u666f\u9002\u914d\uff1a\u5982\u4f55\u9009\u62e9\u6a21\u578b<\/h5>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>V3\u9002\u7528\u573a\u666f<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u5185\u5bb9\u751f\u4ea7<\/strong>\uff1a\u5e7f\u544a\u6587\u6848\u3001\u6280\u672f\u6587\u6863\u751f\u6210\uff08\u5982\u65b0\u7586\u65e5\u62a5\u7684\u65b0\u95fb\u81ea\u52a8\u5316\uff09\uff1b<\/li>\n\n\n\n<li>\u200b<strong>\u591a\u6a21\u6001\u5904\u7406<\/strong>\uff1a\u533b\u7597\u5f71\u50cf\u62a5\u544a\u9006\u5411\u63a8\u7406\u3001\u5de5\u4e1a\u8d28\u68c0\uff08\u6c5f\u82cf\u94f6\u884c\u667a\u80fd\u5408\u540c\u5ba1\u6838\uff09\uff1b<\/li>\n\n\n\n<li>\u200b<strong>\u957f\u6587\u672c\u5206\u6790<\/strong>\uff1a\u91d1\u878d\u5c3d\u8c03\u62a5\u544a\u3001\u8bba\u6587\u7efc\u8ff0\u64b0\u5199\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u200b<strong>R1<\/strong>\u9002\u7528\u573a\u666f<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u590d\u6742\u63a8\u7406<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u79d1\u7814\uff1a\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\u3001\u6750\u6599\u914d\u65b9\u4f18\u5316\uff08\u5982\u67d0\u533b\u9662\u75c5\u4f8b\u5e93\u5206\u6790\uff09\uff1b<\/li>\n\n\n\n<li>\u91d1\u878d\uff1a\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u751f\u6210\u3001SQL\u67e5\u8be2\u903b\u8f91\u4f18\u5316\uff1b<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u4ee3\u7801\u5f00\u53d1<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u81ea\u52a8\u751f\u6210Python\/Java\u4ee3\u7801\uff08\u8f93\u5165\u201c\u5199\u5feb\u901f\u6392\u5e8f\u51fd\u6570\u201d\u5373\u53ef\u751f\u6210\u5b8c\u6574\u4ee3\u7801\uff09\uff1b<\/li>\n\n\n\n<li>\u4ee3\u7801\u5ba1\u67e5\u4e0e\u91cd\u6784\u5efa\u8bae\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u676d\u5dde\u6df1\u5ea6\u6c42\u7d22\u516c\u53f8\u6253\u9020\u7684\u6df1\u5ea6\u5b66\u4e60\u5e73\u53f0\uff0cDeepSeek\u96c6\u667a\u80fd\u641c\u7d22\u3001\u6570\u636e\u5206\u6790\u3001\u591a\u6a21\u6001\u5904\u7406\u4e8e\u4e00\u4f53\uff0c\u63d0\u4f9b\u4ece\u6a21\u578b\u8bad\u7ec3\u5230\u884c 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