{"id":772050,"date":"2026-05-01T07:40:36","date_gmt":"2026-04-30T23:40:36","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=772050"},"modified":"2026-05-01T07:40:36","modified_gmt":"2026-04-30T23:40:36","slug":"deepseek%e5%bc%80%e7%9c%bc%e8%83%8c%e5%90%8e%e7%9a%84%e6%8a%80%e6%9c%af%ef%bc%8c%e5%85%ac%e5%bc%80%e4%ba%86","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=772050","title":{"rendered":"DeepSeek\u201c\u5f00\u773c\u201d\u80cc\u540e\u7684\u6280\u672f\uff0c\u516c\u5f00\u4e86"},"content":{"rendered":"

\"DeepSeek\u201c\u5f00\u773c\u201d\u80cc\u540e\u7684\u6280\u672f\uff0c\u516c\u5f00\u4e86\"<\/p>\n

\u4f5c\u8005 | \u9648\u9a8f\u8fbe<\/strong><\/p>\n

\u7f16\u8f91 | \u5fc3\u7f18<\/strong><\/p>\n

\u667a\u4e1c\u897f4\u670830\u65e5\u62a5\u9053\uff0c\u4eca\u5929\uff0cDeepSeek\u53d1\u5e03\u591a\u6a21\u6001\u6280\u672f\u62a5\u544a\u300a\u7528\u89c6\u89c9\u539f\u8bed\u601d\u8003\uff08Thinking with Visaul Primitives\uff09\u300b\uff0c\u8be6\u7ec6\u9610\u91ca\u4e86\u6628\u65e5\u7070\u5ea6\u4e0a\u7ebf\u7684DeepSeek\u8bc6\u56fe\u6a21\u5f0f\u80cc\u540e\u7684\u6280\u672f\u7ec6\u8282\uff08DeepSeek\u7ec8\u4e8e\u80fd\u770b\u56fe\u4e86\uff01\u6211\u7b2c\u4e00\u65f6\u95f4\u7528\u5b83\u7b97\u547d\uff09\u3002<\/strong><\/p>\n

\"DeepSeek\u201c\u5f00\u773c\u201d\u80cc\u540e\u7684\u6280\u672f\uff0c\u516c\u5f00\u4e86\"<\/p>\n

DeepSeek\u8bc6\u56fe\u6a21\u5f0f\u6240\u4f7f\u7528\u7684\u662f\u4e00\u4e2a284B\u53c2\u6570\u300113B\u6fc0\u6d3b\u591a\u6a21\u6001\u63a8\u7406\u6a21\u578b\uff0c\u5176\u6b63\u5f0f\u540d\u79f0\u5c1a\u672a\u5bf9\u5916\u53d1\u5e03\uff0c\u57fa\u5ea7\u6a21\u578b\u662fDeepSeek-V4-Flash\u3002DeepSeek\u79f0\uff0c\u8fd9\u4e00\u6a21\u578b\u7684\u6743\u91cd\u5c06\u6574\u5408\u8fdbDeepSeek\u7684\u57fa\u7840\u6a21\u578b\uff0c\u5e76\u5728\u672a\u6765\u53d1\u5e03\u3002<\/p>\n

\u5f53\u524d\uff0c\u4f20\u7edf\u7684\u601d\u7ef4\u94fe\u4ecd\u7136\u505c\u7559\u5728\u8bed\u8a00\u9886\u57df\uff0c\u4f46\u89c6\u89c9\u63a8\u7406\u6240\u9700\u8981\u7684\u4fe1\u606f\u66f4\u591a\u3002DeepSeek\u7684\u65b0\u4e00\u4ee3\u591a\u6a21\u6001\u63a8\u7406\u6a21\u578b\u7684\u6838\u5fc3\u5347\u7ea7\u5c31\u5728\u4e8e\uff0c\u5b83\u628a\u7eaf\u7cb9\u7684\u8bed\u8a00\u63a8\u7406\u94fe\u6761\uff0c\u5347\u7ea7\u6210\u4e86\u4e00\u79cd\u201c\u8bed\u8a00\u903b\u8f91+\u7a7a\u95f4\u5750\u6807\u201d\u4ea4\u7ec7\u7684\u53cc\u8f68\u601d\u7ef4\u3002<\/strong><\/p>\n

\u5f53\u6a21\u578b\u5bf9\u7740\u4e00\u5f20\u56fe\u8fdb\u884c\u63a8\u7406\u65f6\uff0c\u5b83\u662f\u4f1a\u50cf\u4eba\u4e00\u6837\uff0c\u76f4\u63a5\u8f93\u51fa\u4e00\u4e2a\u5177\u4f53\u7684\u6846\u6216\u8005\u70b9\uff0c\u5728\u56fe\u4e2d\u7cbe\u51c6\u5730\u201c\u6307\u201d\u51fa\u5b83\u5f53\u4e0b\u6b63\u5728\u60f3\u7684\u90a3\u4e2a\u4e1c\u897f\u3002<\/p>\n

DeepSeek\u591a\u6a21\u6001\u56e2\u961f\u8d1f\u8d23\u4eba\u9648\u5c0f\u5eb7\u5206\u4eab\u4e86\u4e00\u5f20\u52a8\u56fe\uff0c\u5f62\u8c61\u5730\u9610\u91ca\u4e86\u8fd9\u4e00\u8fd0\u4f5c\u673a\u5236\u3002\u56fe\u4e2d\uff0cDeepSeek\u591a\u6a21\u6001\u6a21\u578b\u53ef\u4ee5\u5728\u601d\u7ef4\u94fe\u4e2d\u4f7f\u7528\u6846\u8fdb\u884c\u5b9a\u4f4d\uff0c\u5e76\u5728\u540e\u7eed\u7684\u63a8\u7406\u6b65\u9aa4\u4e2d\u6301\u7eed\u5f15\u7528\u8fd9\u4e9b\u88ab\u6846\u5b9a\u7684\u89c6\u89c9\u951a\u70b9\uff0c\u57fa\u4e8e\u7a7a\u95f4\u5750\u6807\u8fdb\u884c\u4e0b\u4e00\u6b65\u5224\u65ad<\/strong>\uff0c\u6781\u5927\u63d0\u5347\u4e86\u89c6\u89c9\u63a8\u7406\u7684\u51c6\u786e\u6027\u3002<\/p>\n

DeepSeek\u591a\u6a21\u6001\u6a21\u578b\u63a8\u7406\u8fc7\u7a0b<\/p>\n

\u5728\u4e00\u7cfb\u5217\u9ad8\u96be\u5ea6\u89c6\u89c9QA\u4efb\u52a1\u4e2d\uff0c\u8fd9\u4e00\u6a21\u578b\u7684\u8868\u73b0\u8d85\u8fc7\u4e86GPT-5.4\u3001Claude-Sonnet-4.6\u3001Gemini-3-Flash\u3001Qwen3-VL\u7b49\u6a21\u578b\u3002<\/strong><\/p>\n

\"DeepSeek\u201c\u5f00\u773c\u201d\u80cc\u540e\u7684\u6280\u672f\uff0c\u516c\u5f00\u4e86\"<\/p>\n

\u8f83\u9ad8\u7684token\u6548\u7387\u4e5f\u662f\u8fd9\u4e00\u6a21\u578b\u7684\u4eae\u70b9\u3002<\/strong>\u4e0e\u5f53\u524d\u4e3b\u6d41\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u5c06\u4e00\u5f20\u56fe\u7247\u8f6c\u5316\u4e3a\u6210\u767e\u4e0a\u5343\u4e2a\u89c6\u89c9token\u4e0d\u540c\uff0cDeepSeek\u8fd9\u5957\u67b6\u6784\u901a\u8fc7\u89c6\u89c9\u538b\u7f29\u7b56\u7565<\/a>\uff0c\u5c06\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u4ece\u539f\u59cb\u50cf\u7d20\u5f00\u59cb\uff0c\u7ecf\u8fc7ViT\u7279\u5f81\u63d0\u53d6\u3001\u7a7a\u95f4\u538b\u7f29\u4ee5\u53ca\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\u7684\u591a\u7ea7\u5904\u7406\uff0c\u6700\u7ec8\u5728KV\u7f13\u5b58\u4e2d\u4ec5\u4fdd\u7559\u7ea690\u4e2a\u89c6\u89c9\u6761\u76ee\uff0c\u5b9e\u73b0\u8d857000\u500d\u7684\u538b\u7f29\u3002<\/strong><\/p>\n

\u8fd9\u610f\u5473\u7740\u6a21\u578b\u5728\u8fdb\u884c\u590d\u6742\u7a7a\u95f4\u63a8\u7406\u65f6\uff0c\u65e0\u9700\u5728\u6d77\u91cf\u89c6\u89c9\u4fe1\u606f\u4e2d\u53cd\u590d\u68c0\u7d22\uff0c\u601d\u8003\u8fc7\u7a0b\u7684\u6bcf\u4e00\u6b65\u90fd\u8f83\u4e3a\u201c\u8f7b\u91cf\u201d\u3002<\/p>\n

\"DeepSeek\u201c\u5f00\u773c\u201d\u80cc\u540e\u7684\u6280\u672f\uff0c\u516c\u5f00\u4e86\"<\/p>\n

\u9879\u76ee\u5730\u5740\uff1a<\/strong><\/p>\n

https:\/\/github.com\/deepseek-ai\/Thinking-with-Visual-Primitives<\/p>\n

\u6280\u672f\u62a5\u544a\uff1a<\/strong><\/p>\n

https:\/\/github.com\/deepseek-ai\/Thinking-with-Visual-Primitives\/blob\/main\/Thinking_with_Visual_Primitives.pdf<\/p>\n

\u4e00\u3001\u81ea\u7136\u8bed\u8a00\u5b58\u5728\u201c\u6307\u4ee3\u9e3f\u6c9f\u201d\uff0c\u89c6\u89c9\u6807\u8bb0\u4ecb\u5165\u6709\u671b\u7834\u89e3<\/strong><\/p>\n

\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0cDeepSeek\u591a\u6a21\u6001\u56e2\u961f\u63d0\u51fa\u4e86\u5bf9\u73b0\u6709\u591a\u6a21\u6001\u5927\u6a21\u578b\u7f3a\u9677\u7684\u6d1e\u5bdf\u3002\u8fc7\u53bb\uff0c\u5f53\u4e1a\u754c\u8c08\u8bba\u63d0\u5347\u89c6\u89c9\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u65f6\uff0c\u51e0\u4e4e\u6240\u6709\u7684\u52aa\u529b\u90fd\u96c6\u4e2d\u5728\u201c\u611f\u77e5\u9e3f\u6c9f\u201d<\/strong>\u4e0a\uff0c\u4e5f\u5c31\u662f\u8ba9\u6a21\u578b\u201c\u770b\u5f97\u66f4\u6e05\u695a\u201d\uff1a\u901a\u8fc7\u66f4\u9ad8\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u5207\u5206\u3001\u66f4\u7cbe\u7ec6\u7684\u52a8\u6001\u5206\u5757\uff0c\u786e\u4fdd\u6a21\u578b\u4e0d\u4f1a\u9057\u6f0f\u56fe\u4e2d\u7684\u7ec6\u8282\u3002<\/p>\n

\u4f46DeepSeek\u591a\u6a21\u6001\u56e2\u961f\u8ba4\u4e3a\uff0c\u5373\u4fbf\u628a\u8fd9\u4e00\u5207\u505a\u5230\u6781\u81f4\uff0c\u6a21\u578b\u4f9d\u7136\u4f1a\u5728\u590d\u6742\u7684\u89c6\u89c9\u63a8\u7406\u4efb\u52a1\u4e2d\u5d29\u6e83\u3002<\/p>\n

\u81ea\u7136\u8bed\u8a00\u5728\u63cf\u8ff0\u8fde\u7eed\u89c6\u89c9\u7a7a\u95f4\u65f6\uff0c\u5929\u7136\u5b58\u5728\u4e00\u79cd\u201c\u6307\u4ee3\u9e3f\u6c9f\u201d<\/strong>\uff1a\u5f53\u4f60\u8bf4\u201c\u5de6\u8fb9\u90a3\u4e2a\u4e1c\u897f\u201d\u65f6\uff0c\u5728\u62e5\u6324\u7684\u573a\u666f\u4e2d\uff0c\u8fd9\u4e2a\u201c\u4e1c\u897f\u201d\u5230\u5e95\u6307\u54ea\u4e00\u4e2a\uff0c\u6a21\u578b\u65e0\u6cd5\u7cbe\u786e\u9501\u5b9a\u3002<\/p>\n

\u4e8e\u662f\uff0c\u6a21\u578b\u7684\u601d\u7ef4\u94fe\u6761\u770b\u4f3c\u73af\u73af\u76f8\u6263\uff0c\u5b9e\u5219\u6bcf\u4e00\u6b65\u90fd\u5b58\u5728\u504f\u79bb\u7684\u98ce\u9669<\/a>\uff0c\u4e00\u65e6\u6d89\u53ca\u5230\u5bc6\u96c6\u8ba1\u6570\u3001\u591a\u6b65\u7a7a\u95f4\u63a8\u7406\u6216\u8005\u62d3\u6251\u5bfc\u822a\u8fd9\u79cd\u9700\u8981\u9010\u6b65\u63a8\u7406\u7684\u4efb\u52a1\uff0c\u903b\u8f91\u5c31\u4f1a\u56e0\u4e3a\u6307\u4ee3\u4e0d\u6e05\u800c\u9010\u6e10\u5d29\u584c\u3002<\/p>\n

\u57fa\u4e8e\u8fd9\u4e2a\u5224\u65ad\uff0cDeepSeek\u591a\u6a21\u6001\u56e2\u961f\u5c1d\u8bd5\u8ba9\u6a21\u578b\u5728\u601d\u8003\u65f6\u201c\u8fb9\u60f3\u8fb9\u6307\u201d\uff0c\u4e5f\u5c31\u662f\u8ba9\u6a21\u578b\u7528\u70b9\u5750\u6807\u548c\u8fb9\u754c\u6846\u6765\u201c\u6307\u201d\uff0c\u628a\u8fd9\u4e9b\u4eba\u7c7b\u7684\u89c6\u89c9\u539f\u8bed\uff0c\u53d8\u6210\u6a21\u578b\u601d\u7ef4\u94fe\u6761\u4e0a\u7684\u6700\u5c0f\u8ba4\u77e5\u5355\u5143\u3002<\/p>\n

\u67b6\u6784\u5c42\u9762\uff0c\u8fd9\u4e00\u591a\u6a21\u6001\u6a21\u578b\u901a\u8fc7DeepSeek-ViT<\/strong>\u8d1f\u8d23\u5c06\u56fe\u50cf\u8f6c\u6362\u4e3a\u89c6\u89c9\u7279\u5f81\uff0c\u4e0b\u56fe\u53f3\u4e0b\u65b9\u7684\u6587\u672c\u5206\u8bcd\u5668<\/strong>\u8d1f\u8d23\u5904\u7406\u7528\u6237\u7684\u8bed\u8a00\u6307\u4ee4\uff0c\u4e24\u8005\u8f93\u5165\u81f3\u57fa\u5ea7\u6a21\u578bDeepSeek-V4-Flash<\/strong>\u8fdb\u884c\u63a8\u7406\u878d\u5408\uff0c\u6700\u540e\u7531\u53bb\u5206\u8bcd\u5668<\/strong>\u8f93\u51fa\u5305\u542b\u81ea\u7136\u8bed\u8a00\u4e0e\u89c6\u89c9\u539f\u8bed\uff08\u5982\u5750\u6807\u6846\u3001\u533a\u57df\u6807\u8bb0\uff09\u7684\u8054\u5408\u54cd\u5e94\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u6a21\u578b\u517c\u987e\u6587\u672c\u7406\u89e3\u80fd\u529b\u548c\u539f\u751f\u89c6\u89c9\u5b9a\u4f4d\u80fd\u529b\u3002<\/p>\n

\"DeepSeek\u201c\u5f00\u773c\u201d\u80cc\u540e\u7684\u6280\u672f\uff0c\u516c\u5f00\u4e86\"<\/p>\n

\u4e8c\u3001\u7b5b\u9009\u8d854000\u4e07\u4e2a\u9ad8\u8d28\u91cf\u6837\u672c\uff0c\u5bf9\u56db\u7c7b\u4efb\u52a1\u9488\u5bf9\u6027\u4f18\u5316<\/strong><\/p>\n

\u8981\u628a\u70b9\u548c\u6846\u53d8\u6210\u6a21\u578b\u601d\u7ef4\u7684\u4e00\u90e8\u5206\uff0c\u9996\u5148\u8981\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u5c31\u662f\u5982\u4f55\u8ba9\u6a21\u578b\u771f\u6b63\u201c\u5b66\u4f1a\u6307\u201d\u3002\u6a21\u578b\u9700\u8981\u628a\u201c\u6307\u201d\u8fd9\u4e2a\u52a8\u4f5c\u5185\u5316\u6210\u4e00\u79cd\u601d\u7ef4\u4e60\u60ef\u3002<\/strong><\/p>\n

\u4e3a\u6b64\uff0cDeepSeek\u591a\u6a21\u6001\u56e2\u961f\u6784\u5efa\u4e86\u4e00\u6761\u8d2f\u7a7f\u9884\u8bad\u7ec3\u3001\u51b7\u542f\u52a8\u548c\u5f3a\u5316\u5b66\u4e60\u7684\u8bad\u7ec3\u6d41\u6c34\u7ebf\u3002<\/p>\n

\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u4ed6\u4eec\u4ece\u4e92\u8054\u7f51\u4e0a\u722c\u53d6\u4e8697984\u4e2a\u4e0e\u76ee\u6807\u68c0\u6d4b\u76f8\u5173\u7684\u6570\u636e\u6e90\uff0c\u8bbe\u8ba1\u4e86\u81ea\u52a8\u5316\u7684\u8bed\u4e49\u548c\u51e0\u4f55\u8d28\u91cf\u5ba1\u67e5\u673a\u5236\uff0c\u8fc7\u6ee4\u6389\u4e71\u7801\u6807\u7b7e\u3001\u4e0d\u53ef\u6cdb\u5316\u7684\u79c1\u4eba\u5b9e\u4f53\u3001\u4e25\u91cd\u622a\u65ad\u7684\u6846\u4ee5\u53ca\u8986\u76d6\u5168\u56fe90%\u9762\u79ef\u7684\u201c\u5de8\u578b\u6846\u201d\u7b49\u4f4e\u8d28\u91cf\u6807\u6ce8\uff0c\u6700\u7ec8\u7b5b\u9009\u51fa31701\u4e2a\u9ad8\u8d28\u91cf\u6570\u636e\u6e90\uff0c\u603b\u8ba1\u8d85\u8fc74000\u4e07\u4e2a\u7684\u7cbe\u51c6\u6837\u672c\uff0c\u5148\u8ba9\u6a21\u578b\u638c\u63e1\u57fa\u672c\u5b9a\u4f4d\u80fd\u529b\u3002<\/p>\n

\u63a5\u4e0b\u6765\u662f\u51b7\u542f\u52a8\u6570\u636e\u6784\u5efa\u3002DeepSeek\u591a\u6a21\u6001\u56e2\u961f\u9488\u5bf9\u8ba1\u6570\u3001\u7a7a\u95f4\u63a8\u7406\u3001\u8ff7\u5bab\u5bfc\u822a\u548c\u8def\u5f84\u8ffd\u8e2a\u8fd9\u56db\u7c7b\u6700\u80fd\u4f53\u73b0\u89c6\u89c9\u539f\u8bed\u4ef7\u503c\u7684\u4efb\u52a1\uff0c\u5408\u6210\u4e86\u4e00\u5957\u5e26\u6709\u7cbe\u786e\u601d\u8003\u8f68\u8ff9\u76d1\u7763\u7684\u6570\u636e\u3002<\/p>\n

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\u8ba1\u6570\u4efb\u52a1\u7684\u4e00\u6761\u51b7\u542f\u52a8\u6570\u636e<\/p>\n

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