{"id":772131,"date":"2026-05-01T09:47:02","date_gmt":"2026-05-01T01:47:02","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=772131"},"modified":"2026-05-01T09:47:02","modified_gmt":"2026-05-01T01:47:02","slug":"deepseek%e7%bb%99ai%e8%a3%85%e4%ba%86%e6%a0%b9%e8%b5%9b%e5%8d%9a%e6%89%8b%e6%8c%87%ef%bc%8c%e4%ba%8e%e6%98%af%e5%ae%83%e8%83%bd%e7%9c%8b%e8%a7%81%e4%ba%86-2","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=772131","title":{"rendered":"DeepSeek\u7ed9AI\u88c5\u4e86\u6839\u8d5b\u535a\u624b\u6307\uff0c\u4e8e\u662f\u5b83\u80fd\u770b\u89c1\u4e86"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_18\/8C24CD0581CE3C95992D2BC961292003515038EF_size583_w1080_h669.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek\u7ed9AI\u88c5\u4e86\u6839\u8d5b\u535a\u624b\u6307\uff0c\u4e8e\u662f\u5b83\u80fd\u770b\u89c1\u4e86\"  \/><\/p>\n<p>\u4e94\u4e00\u5047\u671f\u524d\u4e00\u5929\uff0cDeepSeek\u7a81\u7136\u6254\u51fa\u6765\u4e00\u4efd\u89c6\u89c9\u591a\u6a21\u6001\u6280\u672f\u62a5\u544a\u3002<\/p>\n<p>\u70b9\u5f00\u4e4b\u524d\uff0c\u6211\u5fc3\u91cc\u5927\u6982\u662f\u6709\u4e2a\u9884\u671f\u7684\uff0c\u65e0\u975e\u5c31\u662f\u5177\u4f53\u80fd\u770b\u5230\u591a\u8fdc\u3001\u770b\u5f97\u591a\u6e05\u695a\u3002<\/p>\n<p>\u6bd5\u7adf\u8fc7\u53bb\u4e00\u5e74\uff0c\u591a\u6a21\u6001\u6a21\u578b\u57fa\u672c\u90fd\u5728\u5f80\u8fd9\u4e2a\u65b9\u5411\u5377\u3002<a href=\"https:\/\/www.alphaseek.cn\/?tag=openai\" title=\"View all posts in OpenAI\" target=\"_blank\" class=\"tag_link\">OpenAI<\/a>\u8bb2thinking with images\uff0c\u8ba9\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u88c1\u526a\u3001\u653e\u5927\u3001\u65cb\u8f6c\u56fe\u7247\uff1bGemini\u3001Claude\u4e5f\u90fd\u5728\u60f3\u529e\u6cd5\u8ba9\u6a21\u578b\u5904\u7406\u66f4\u9ad8\u5206\u8fa8\u7387\u3001\u66f4\u590d\u6742\u7684\u89c6\u89c9\u8f93\u5165\u3002<\/p>\n<p>\u5927\u5bb6\u7684\u5171\u540c\u5047\u8bbe\u662f\uff0c\u53ea\u8981\u6a21\u578b\u770b\u5f97\u66f4\u7ec6\uff0c\u89c6\u89c9\u63a8\u7406\u81ea\u7136\u5c31\u4f1a\u66f4\u5f3a\u3002<\/p>\n<p>\u4f46DeepSeek\u8fd9\u4efd\u62a5\u544a\u770b\u4e0b\u6765\uff0c\u4f60\u4f1a\u53d1\u73b0\uff0c\u4ed6\u4eec\u5b8c\u5168\u8d70\u4e0a\u4e86\u53e6\u4e00\u6761\u8def\u3002<\/p>\n<p>DeepSeek\u6ca1\u6709\u628a\u91cd\u70b9\u653e\u5728\u201c\u8ba9\u6a21\u578b\u770b\u5230\u66f4\u591a\u50cf\u7d20\u201d\u4e0a\uff0c\u4ed6\u4eec\u628a\u6ce8\u610f\u529b\u653e\u5728\u4e86\u4e00\u4e2a\u66f4\u5e95\u5c42\u7684\u95ee\u9898\u4e0a\u3002<\/p>\n<p>\u5c31\u7b97\u6a21\u578b\u5df2\u7ecf\u770b\u6e05\u695a\u4e86\uff0c\u4f46\u662f\u5b83\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u600e\u4e48\u80fd\u4fdd\u8bc1\u6a21\u578b\u548c\u4f60\u6307\u7684\u662f\u540c\u4e00\u4e2a\u4e1c\u897f\uff1f<\/p>\n<p>\u5176\u5b9e\u8fd9\u662f\u591a\u6a21\u6001\u63a8\u7406\u91cc\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u6b7b\u7a74\u3002<\/p>\n<p>\u4eba\u7c7b\u770b\u56fe\u65f6\uff0c\u53ef\u4ee5\u7528\u624b\u6307\u53bb\u6807\u8bb0\u5bf9\u8c61\u3002\u6bd4\u5982\u201c\u8fd9\u4e2a\u4eba\u662f\u8c01\u8c01\u8c01\u201d\u3001\u201c\u90a3\u4e2a\u4eba\u662f\u8c01\u8c01\u8c01\u201d\u3002\u4f46\u6a21\u578b\u54ea\u77e5\u9053\u4f60\u8bf4\u7684\u8fd9\u4e2a\u662f\u54ea\u4e2a\uff1f<\/p>\n<p>\u6a21\u578b\u53ea\u80fd\u7528\u8bed\u8a00\u8bf4\u201c\u5de6\u8fb9\u90a3\u4e2a\u201d\u201c\u4e0a\u9762\u90a3\u4e2a\u201d\u201c\u8fd9\u6761\u7ebf\u201d\u3002\u4e00\u65e6\u753b\u9762\u590d\u6742\u8d77\u6765\uff0c\u8bed\u8a00\u6307\u4ee3\u5c31\u4f1a\u6f02\u79fb\uff0c\u63a8\u7406\u4e5f\u4f1a\u8ddf\u7740\u5d29\u3002<\/p>\n<p>\u4e8e\u662fDeepSeek\u5c31\u8bf4\u4e86\uff0c\u90a3\u5c31\u7ed9\u6a21\u578b\u4e00\u6839\u201c\u624b\u6307\u201d\u4e0d\u5c31\u5b8c\u4e86\uff1f<\/p>\n<p>\u5b83\u628a\u70b9\u548c\u8fb9\u754c\u6846\u53d8\u6210\u6a21\u578b\u601d\u8003\u65f6\u7684\u57fa\u672c\u5355\u4f4d\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u4e00\u8fb9\u7528\u8fd9\u6839\u8d5b\u535a\u624b\u6307\u6307\u7740\u5bf9\u8c61\uff0c\u4e00\u8fb9\u8fdb\u884c\u63a8\u7406\u3002<\/p>\n<p><strong>01<\/strong><\/p>\n<p><strong>\u4ece\u8fde\u7eed\u89c6\u89c9\u5230\u79bb\u6563\u7b26\u53f7<\/strong><\/p>\n<p>DeepSeek\u5728\u8fd9\u4efd\u6280\u672f\u62a5\u544a\u91cc\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u95ee\u9898\u3002\u4ed6\u4eec\u8ba4\u4e3a\uff0c\u591a\u6a21\u6001\u6a21\u578b\u771f\u6b63\u96be\u7684\u5730\u65b9\uff0c\u4e0d\u662f\u770b\u89c1\u56fe\u50cf\uff0c\u800c\u662f\u5728\u8fde\u7eed\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7a33\u5b9a\u5730\u6307\u5411\u540c\u4e00\u4e2a\u89c6\u89c9\u5bf9\u8c61\u3002<\/p>\n<p>\u5c31\u6bd4\u5982\u4f60\u8ddf\u4f60\u7684\u670b\u53cb\u8bf4\u201c\u83dc\u5e02\u573a\u91cc\uff0c\u5f20\u8001\u592a\u592a\u7684\u90a3\u4e2a\u644a\u4f4d\u5356\u7684\u83dc\u6700\u65b0\u9c9c\u201d\u3002\u4f46\u662f\u83dc\u5e02\u573a\u91cc\u8001\u5934\u8001\u592a\u592a\u591a\u4e86\u53bb\u4e86\uff0c\u54ea\u4e2a\u662f\u5f20\u8001\u592a\u592a\uff1f<\/p>\n<p>\u4f46\u5982\u679c\u4f60\u76f4\u63a5\u7528\u624b\u6307\u7740\u8bf4\u201c\u5c31\u662f\u90a3\u4e2a\u201d\uff0c\u4f60\u670b\u53cb\u5c31\u4f1a\u9a6c\u4e0a\u660e\u767d\u3002<\/p>\n<p><strong>DeepSeek\u5c06\u8fd9\u4e2a\u95ee\u9898\u547d\u540d\u4e3a\u201c\u5f15\u7528\u9e3f\u6c9f\u201d(Reference Gap)\u3002<\/strong><\/p>\n<p>\u8fc7\u53bb\u4e00\u5e74\uff0c\u51e0\u4e4e\u6240\u6709\u524d\u6cbf\u591a\u6a21\u6001\u6a21\u578b\u90fd\u5728\u89e3\u51b3\u201c\u611f\u77e5\u9e3f\u6c9f\u201d(Perception Gap)\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n<p>\u5047\u5982\u8bf4\u6709\u4e00\u5f20\u7167\u7247\u653e\u5728\u4f60\u9762\u524d\uff0c\u5982\u679c\u7167\u7247\u592a\u6a21\u7cca\u3001\u5206\u8fa8\u7387\u592a\u4f4e\uff0c\u4f60\u53ef\u80fd\u770b\u4e0d\u6e05\u695a\u91cc\u9762\u7684\u5c0f\u5b57\u6216\u8005\u8fdc\u5904\u7684\u7ec6\u8282\u3002AI\u4e5f\u4e00\u6837\uff0c\u5982\u679c\u8f93\u5165\u7684\u56fe\u50cf\u8d28\u91cf\u4e0d\u591f\u3001\u5904\u7406\u65b9\u5f0f\u4e0d\u5bf9\uff0c\u5b83\u5c31\u4f1a\u201c\u770b\u4e0d\u6e05\u201d\uff0c\u8fd9\u5c31\u662f\u611f\u77e5\u9e3f\u6c9f\u3002<\/p>\n<p>GPT\u3001Claude\u3001Gemini\u8fd9\u4e9b\u6a21\u578b\u4e0d\u65ad\u63d0\u9ad8\u5206\u8fa8\u7387\uff0c\u5f15\u5165\u9ad8\u5206\u8fa8\u7387\u88c1\u526a\u3001\u52a8\u6001\u5206\u5757\u3001\u591a\u5c3a\u5ea6\u5904\u7406\uff0c\u76ee\u7684\u5c31\u662f\u8ba9\u6a21\u578b\u80fd\u770b\u5230\u66f4\u591a\u7ec6\u8282\u3002<\/p>\n<p>\u8fd9\u4e2a\u65b9\u5411\u5f53\u7136\u6709\u4ef7\u503c\uff0c\u4f46DeepSeek\u5728\u62a5\u544a\u91cc\u6307\u51fa\uff0c\u5c31\u7b97\u6a21\u578b\u770b\u5f97\u518d\u6e05\u695a\uff0c\u5728\u590d\u6742\u7684\u7a7a\u95f4\u63a8\u7406\u4efb\u52a1\u4e0a\uff0c\u4ecd\u7136\u4f1a\u51fa\u73b0\u903b\u8f91\u5d29\u6e83\u3002<\/p>\n<p>\u95ee\u9898\u51fa\u5728\u81ea\u7136\u8bed\u8a00\u672c\u8eab\u3002<\/p>\n<p>\u7167\u7247\u91cc\u6709\u5341\u51e0\u53ea\u72d7\uff0c\u4f60\u8bf4\u201c\u5de6\u8fb9\u90a3\u53ea\u72d7\u201d\uff0c\u90a3\u6a21\u578b\u5c31\u6ca1\u529e\u6cd5\u7406\u89e3\u4f60\u8bf4\u7684\u5177\u4f53\u662f\u54ea\u53ea\u3002<\/p>\n<p>\u8fd8\u6709\u66f4\u7edd\u7684\uff0c\u5982\u679c\u4f60\u8ba9\u6a21\u578b\u6570\u4e00\u4e0b\u7167\u7247\u91cc\u72d7\u7684\u6570\u91cf\uff0c\u90a3\u4e48\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5f88\u5bb9\u6613\u5c31\u641e\u4e0d\u6e05\u695a\u81ea\u5df1\u5df2\u7ecf\u6570\u8fc7\u54ea\u4e9b\u3001\u8fd8\u6709\u54ea\u4e9b\u6ca1\u6570\u3002<\/p>\n<p>\u62a5\u544a\u4e2d\u8fd8\u63d0\u5230\u4e86\u8ff7\u5bab\u5bfc\u822a\u8fd9\u6837\u6781\u7aef\u7684\u60c5\u51b5\uff0c\u7eaf\u8bed\u8a00\u6839\u672c\u65e0\u6cd5\u51c6\u786e\u63cf\u8ff0\u4e0d\u89c4\u5219\u5f62\u72b6\u7684\u8def\u5f84\u548c\u590d\u6742\u7684\u62d3\u6251\u5173\u7cfb\u3002<\/p>\n<p><strong>\u8bed\u8a00\u4f5c\u4e3a\u4e00\u79cd\u6307\u4ee3\u5de5\u5177\uff0c\u5728\u8fde\u7eed\u7684\u89c6\u89c9\u7a7a\u95f4\u91cc\u5929\u751f\u5c31\u662f\u6a21\u7cca\u7684\u3002\u5b83\u64c5\u957f\u62bd\u8c61\u6982\u5ff5\u548c\u56e0\u679c\u5173\u7cfb\uff0c\u4f46\u5728\u7a7a\u95f4\u5b9a\u4f4d\u548c\u62d3\u6251\u5173\u7cfb\u4e0a\uff0c\u8bed\u8a00\u7684\u8868\u8fbe\u80fd\u529b\u5b58\u5728\u6839\u672c\u6027\u7684\u5c40\u9650\u3002<\/strong><\/p>\n<p>\u53efDeepSeek\u672c\u8eab\u5c31\u662f\u4e2a\u901a\u7528\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u90a3\u5e94\u8be5\u600e\u6837\u89e3\u51b3\u5462\uff1f<\/p>\n<p>\u4e8e\u662f\u5c31\u6709\u4e86\u6587\u7ae0\u5f00\u5934\u63d0\u5230\u7684\u8fd9\u6839\u201c\u624b\u6307\u201d\u3002<\/p>\n<p>\u4ed6\u4eec\u63d0\u51fa\u7684\u6838\u5fc3\u6982\u5ff5\u662f\u201c\u89c6\u89c9\u57fa\u5143\u201d(Visual Primitives)\uff0c\u5177\u4f53\u6765\u8bf4\u5c31\u662f\u628a\u8fb9\u754c\u6846\uff08bounding boxes\uff09\u548c\u70b9\uff08points\uff09\u8fd9\u4e24\u79cd\u8ba1\u7b97\u673a\u89c6\u89c9\u91cc\u6700\u57fa\u7840\u7684\u7a7a\u95f4\u6807\u8bb0\uff0c\u63d0\u5347\u4e3a\u201c\u601d\u7ef4\u7684\u6700\u5c0f\u5355\u4f4d\u201d\u3002<\/p>\n<p>\u4ee5\u524d\u7684\u591a\u6a21\u6001\u6a21\u578b\u867d\u7136\u4e5f\u80fd\u753b\u6846\u6807\u6ce8\u7269\u4f53\uff0c\u4f46\u53ea\u662f\u5728\u6700\u540e\u7ed9\u4f60\u770b\u4e2a\u7ed3\u679c\uff0c\u8bc1\u660e\u201c\u6211\u627e\u5230\u4e86\u201d\u3002\u5c31\u50cf\u8003\u8bd5\u65f6\uff0c\u4f60\u53ea\u4ea4\u7b54\u6848\uff0c\u4e0d\u5199\u89e3\u9898\u8fc7\u7a0b\u3002<\/p>\n<p>\u4e5f\u6709\u4e00\u4e9b\u7814\u7a76\u8ba9AI\u5728\u601d\u8003\u8fc7\u7a0b\u4e2d\u753b\u6846\uff0c\u4f46\u76ee\u7684\u53ea\u662f\u4e3a\u4e86\u201c\u770b\u5f97\u66f4\u51c6\u201d\uff0c\u6846\u6846\u53ea\u662f\u4e2a\u8f85\u52a9\u5de5\u5177\u3002\u5c31\u597d\u6bd4\u4f60\u505a\u6570\u5b66\u9898\u65f6\u7528\u8349\u7a3f\u7eb8\uff0c\u8349\u7a3f\u7eb8\u53ea\u662f\u5e2e\u4f60\u7b97\u5f97\u66f4\u6e05\u695a\uff0c\u4e0d\u662f\u89e3\u9898\u601d\u8def\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>DeepSeek\u8981\u505a\u7684\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n<p>\u4ed6\u4eec\u628a\u8fd9\u4e9b\u7a7a\u95f4\u6807\u8bb0\u76f4\u63a5\u5d4c\u5165\u5230\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u8ba9\u5b83\u4eec\u6210\u4e3a\u63a8\u7406\u7684\u6709\u673a\u7ec4\u6210\u90e8\u5206\u3002\u6a21\u578b\u5728\u601d\u8003\u7684\u65f6\u5019\uff0c\u4e0d\u53ea\u662f\u7528\u8bed\u8a00\u63cf\u8ff0\u201c\u6211\u770b\u5230\u4e86\u4e00\u53ea\u72d7\u201d\uff0c\u8fd8\u540c\u65f6\u8f93\u51fa\u201c\u6211\u770b\u5230\u4e86\u4e00\u53ea\u72d7\uff0c\u5b83\u5728\u8fd9\u91cc\uff1a[[x1,y1,x2,y2]]\u201d\u3002<\/p>\n<p>\u8fd9\u4e2a\u673a\u5236\u88abDeepSeek\u79f0\u4e3a\u201c\u8fb9\u63a8\u7406\u8fb9\u6307\u5411\u201d(point while it reasons)\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_18\/6EA1356A61B5C1429D29913CCC4D4D065A2E2DD6_size296_w1080_h324.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek\u7ed9AI\u88c5\u4e86\u6839\u8d5b\u535a\u624b\u6307\uff0c\u4e8e\u662f\u5b83\u80fd\u770b\u89c1\u4e86\"  \/><\/p>\n<p>\u6a21\u578b\u7684\u6bcf\u4e00\u6b65\u601d\u8003\u90fd\u951a\u5b9a\u5728\u56fe\u50cf\u7684\u5177\u4f53\u5750\u6807\u4e0a\u3002<\/p>\n<p>\u6280\u672f\u62a5\u544a\u91cc\u5c31\u7ed9\u4e86\u8fd9\u6837\u4e00\u4e2a\u4f8b\u5b50\uff1a\u6a21\u578b\u4ece\u8d77\u70b9\u51fa\u53d1\uff0c\u4e00\u8def\u63a2\u7d22\u3001\u56de\u6eaf\u3001\u518d\u5c1d\u8bd5\uff0c\u6700\u540e\u8f93\u51fa\u4e86\u4e00\u4e32\u5b8c\u6574\u7684\u5750\u6807\u8def\u5f84\uff0c\u6bcf\u4e2a\u5750\u6807\u90fd\u5bf9\u5e94\u8ff7\u5bab\u91cc\u8d70\u8fc7\u7684\u4e00\u4e2a\u70b9\u3002<\/p>\n<p>\u8fd9\u6837\u4e00\u6765\uff0c\u6a21\u578b\u5c31\u4e0d\u4f1a\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u201c\u8ff7\u8def\u201d\u3002\u5b83\u4e0d\u4f1a\u641e\u4e0d\u6e05\u695a\u81ea\u5df1\u5728\u8bf4\u4ec0\u4e48\u3001\u6307\u4ec0\u4e48\u3002\u6bcf\u4e2a\u89c6\u89c9\u5bf9\u8c61\u90fd\u6709\u4e86\u660e\u786e\u7684\u7a7a\u95f4\u951a\u70b9\uff0c\u63a8\u7406\u8fc7\u7a0b\u53d8\u5f97\u53ef\u8ffd\u8e2a\u3001\u53ef\u9a8c\u8bc1\u3002<\/p>\n<p>\u8fd9\u6761\u6280\u672f\u8def\u7ebf\u548cOpenAI\u7684\u65b9\u5411\u5f62\u6210\u4e86\u6709\u8da3\u7684\u5bf9\u6bd4\u3002<\/p>\n<p>OpenAI\u5728o3\u548co4-mini\u7684\u5b98\u65b9\u4ecb\u7ecd\u91cc\u660e\u786e\u63d0\u5230\u4e86\u201cthinking with images\u201d\u7684\u6982\u5ff5\uff0c\u5373\u6a21\u578b\u53ef\u4ee5\u628a\u56fe\u50cf\u7eb3\u5165\u63a8\u7406\u94fe\uff0c\u5e76\u901a\u8fc7\u88c1\u526a\u3001\u653e\u5927\u3001\u65cb\u8f6c\u7b49\u65b9\u5f0f\u5904\u7406\u56fe\u50cf\u3002\u8fd9\u4e2a\u65b9\u5411\u7684\u91cd\u70b9\u662f\u8ba9\u56fe\u50cf\u672c\u8eab\u6210\u4e3a\u601d\u7ef4\u94fe\u7684\u4e00\u90e8\u5206\uff0c\u6a21\u578b\u53ef\u4ee5\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u751f\u6210\u65b0\u7684\u56fe\u50cf\u3001\u4fee\u6539\u56fe\u50cf\u3001\u5bf9\u56fe\u50cf\u8fdb\u884c\u64cd\u4f5c\u3002<\/p>\n<p>OpenAI\u7684\u8def\u7ebf\u5f3a\u8c03\u7684\u662f\u901a\u7528\u80fd\u529b\uff0c\u89c6\u89c9\u3001\u4ee3\u7801\u3001\u641c\u7d22\u3001\u6587\u4ef6\u3001\u5de5\u5177\u8c03\u7528\u4e00\u8d77\u534f\u4f5c\u3002\u6a21\u578b\u62e5\u6709\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u89c6\u89c9\u5de5\u4f5c\u53f0\u201d\uff0c\u53ef\u4ee5\u7075\u6d3b\u5730\u5904\u7406\u5404\u79cd\u89c6\u89c9\u4efb\u52a1\u3002<\/p>\n<p>DeepSeek\u7684\u8def\u7ebf\u5219\u66f4\u201c\u7b26\u53f7\u5316\u201d\u4e00\u70b9\u3002\u5b83\u8ba9\u5750\u6807\u8fdb\u5165\u601d\u7ef4\u94fe\u3002\u6a21\u578b\u5728\u63a8\u7406\u6587\u672c\u91cc\u663e\u5f0f\u5199\u51fa\u8fb9\u754c\u6846\u548c\u70b9\u7684\u5750\u6807\uff0c\u628a\u89c6\u89c9\u5bf9\u8c61\u53d8\u6210\u63a8\u7406\u65f6\u53ef\u590d\u7528\u7684\u951a\u70b9\u3002<\/p>\n<p>\u8fd9\u5c31\u5bfc\u81f4\uff0cOpenAI\u7684\u89c6\u89c9\u63a8\u7406\u53d1\u751f\u5728\u5185\u90e8\uff0c\u7528\u6237\u53ea\u80fd\u770b\u5230\u6700\u7ec8\u7b54\u6848\u548c\u5fc5\u8981\u89e3\u91ca\uff0c\u4e2d\u95f4\u7684\u89c6\u89c9\u5904\u7406\u8fc7\u7a0b\u662f\u9ed1\u7bb1\u3002DeepSeek\u5219\u6545\u610f\u628a\u4e2d\u95f4\u89c6\u89c9\u951a\u70b9\u663e\u5f0f\u5316\uff0c\u8ba9\u63a8\u7406\u8fc7\u7a0b\u5b8c\u5168\u900f\u660e\u3002<\/p>\n<p>DeepSeek\u8fd9\u6837\u505a\uff0c\u597d\u5904\u662f\u63a8\u7406\u8fc7\u7a0b\u66f4\u5bb9\u6613\u88ab\u8bad\u7ec3\u3001\u68c0\u67e5\u548c\u6253\u5206\u3002\u8fd9\u4e5f\u8ba9\u5b83\u66f4\u5bb9\u6613\u8bbe\u8ba1\u683c\u5f0f\u3001\u8d28\u91cf\u548c\u4efb\u52a1\u7ea7\u5956\u52b1\u3002\u5c24\u5176\u5728\u8ff7\u5bab\u3001\u8def\u5f84\u8ffd\u8e2a\u8fd9\u7c7b\u4efb\u52a1\u4e2d\uff0c\u53ef\u4ee5\u5bf9\u8def\u5f84\u5408\u6cd5\u6027\u3001\u8f68\u8ff9\u8986\u76d6\u5ea6\u7b49\u7ed9\u51fa\u66f4\u7ec6\u7684\u53cd\u9988\u3002<\/p>\n<p>\u6a21\u578b\u4e0d\u53ea\u662f\u5b66\u4f1a\u8f93\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u66f4\u662f\u5b66\u4f1a\u4e86\u7528\u89c6\u89c9\u57fa\u5143\u8fdb\u884c\u63a8\u7406\u7684\u65b9\u6cd5\u3002<\/p>\n<p><strong>02<\/strong><\/p>\n<p><strong>\u6548\u7387\u624d\u662f\u6838\u5fc3<\/strong><\/p>\n<p>DeepSeek\u8fd9\u4efd\u62a5\u544a\u91cc\u6709\u4e00\u4e2a\u5f88\u5bb9\u6613\u88ab\u5ffd\u7565\u4f46\u6781\u5176\u91cd\u8981\u7684\u7ec6\u8282\uff0c\u4ed6\u4eec\u7684\u6a21\u578b\u5728\u5904\u7406\u56fe\u50cf\u65f6\uff0c\u7528\u7684token\u6570\u91cf\u8fdc\u8fdc\u5c11\u4e8e\u5176\u4ed6\u524d\u6cbf\u6a21\u578b\u3002<\/p>\n<p>\u62a5\u544a\u91cc\u6709\u4e00\u5f20\u5bf9\u6bd4\u56fe\uff0c\u5c55\u793a\u4e86\u4e0d\u540c\u6a21\u578b\u5904\u7406\u4e00\u5f20800&times;800\u5206\u8fa8\u7387\u56fe\u50cf\u65f6\u6d88\u8017\u7684token\u6570\u91cf\u3002<\/p>\n<p>Gemini-3-Flash\u7ea61100\u4e2a\uff0cClaude-Sonnet-4.6\u7ea6870\u4e2a\uff0cGPT-5.4\u7ea6740\u4e2a\uff0cQwen3-VL\u7ea6660\u4e2a\uff0cDeepSeek\u7ea6361\u4e2a\uff0c\u5e76\u5728KV\u7f13\u5b58\u91cc\u53ea\u4fdd\u7559\u7ea690\u4e2a\u6761\u76ee\u3002<\/p>\n<p>\u8fd9\u4e2a\u5dee\u8ddd\u4e0d\u662f\u4e00\u70b9\u70b9\u3002DeepSeek\u7528\u7684token\u6570\u91cf\u53ea\u6709Gemini\u76843\u5206\u4e4b1\uff0cKV\u7f13\u5b58\u6761\u76ee\u66f4\u662f\u53ea\u670910\u5206\u4e4b1\u5de6\u53f3\u3002<\/p>\n<p>\u8fd9\u79cd\u6781\u81f4\u7684\u6548\u7387\u662f\u600e\u4e48\u5b9e\u73b0\u7684\uff1f<\/p>\n<p><strong>DeepSeek\u7528\u4e86\u4e00\u4e2a\u53eb\u201c\u538b\u7f29\u7a00\u758f\u6ce8\u610f\u529b\u201d(Compressed Sparse Attention, CSA\uff09\u7684\u673a\u5236\u3002<\/strong><\/p>\n<p>\u4f60\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\uff0c\u5047\u5982\u8bf4\u4f60\u7ed9\u670b\u53cb\u770b\u4e00\u5f20\u5168\u5bb6\u798f\uff0c\u4f60\u4e0d\u4f1a\u8bf4\u201c\u4ece\u5de6\u6570\u7b2c237\u4e2a\u50cf\u7d20\u5f00\u59cb\u6709\u4e00\u5757\u7ea2\u8272\u533a\u57df\u2026\u2026\u201d\uff0c\u4f60\u4f1a\u76f4\u63a5\u8bf4\u201c\u5de6\u8fb9\u662f\u6211\u5988\uff0c\u53f3\u8fb9\u662f\u6211\u7238\u201d\u3002<\/p>\n<p>DeepSeek-ViT\u5148\u628a\u56fe\u50cf\u538b\u6210\u66f4\u5c11\u7684\u89c6\u89c9token\uff0cCSA\u518d\u628a\u8fd9\u4e9b\u89c6\u89c9token\u5728KV\u7f13\u5b58\u4e2d\u7684\u8868\u793a\u8fdb\u4e00\u6b65\u538b\u7f29\u3002<\/p>\n<p>\u8fd9\u4e2a\u673a\u5236\u5728DeepSeek-V4-Flash\u6a21\u578b\u4e0a\u5c31\u4f7f\u7528\u8fc7\uff0c\u73b0\u5728\u88ab\u5e94\u7528\u5230\u4e86\u89c6\u89c9\u591a\u6a21\u6001\u4e4b\u4e2d\u3002<\/p>\n<p>\u5177\u4f53\u7684\u538b\u7f29\u6d41\u7a0b\u662f\u8fd9\u6837\u7684\u3002\u4e00\u5f20756&times;756\u7684\u56fe\u50cf\uff0c\u5305\u542b571536\u4e2a\u50cf\u7d20\u3002\u8fd9\u4e9b\u50cf\u7d20\u9996\u5148\u7ecf\u8fc7ViT\u5904\u7406\uff0c\u4ee514&times;14\u7684patch size\u5207\u5206\uff0c\u751f\u62102916\u4e2apatch token\u3002\u7136\u540e\u8fdb\u884c3&times;3\u7684\u7a7a\u95f4\u538b\u7f29\uff0c\u628a\u6bcf9\u4e2a\u76f8\u90bb\u7684token\u6cbf\u7740\u901a\u9053\u7ef4\u5ea6\u538b\u7f29\u62101\u4e2a\uff0c\u53d8\u6210324\u4e2a\u89c6\u89c9token\u3002<\/p>\n<p>\u8fd9324\u4e2atoken\u8fdb\u5165\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u9884\u586b\u5145\u3002\u6700\u540e\uff0cCSA\u673a\u5236\u4f1a\u628a\u8fd9\u4e9b\u89c6\u89c9token\u5728KV\u7f13\u5b58\u91cc\u518d\u538b\u7f294\u500d\uff0c\u6700\u7ec8\u53ea\u4fdd\u755981\u4e2a\u6761\u76ee\u3002<\/p>\n<p>\u4ece571536\u4e2a\u50cf\u7d20\u523081\u4e2aKV\u7f13\u5b58\u6761\u76ee\uff0c\u6574\u4e2a\u538b\u7f29\u6bd4\u8fbe\u5230\u4e867056\u500d\u3002<\/p>\n<p>\u4e00\u822cAI\u5927\u5382\u90fd\u662f\u5728\u7528\u66b4\u529b\u65b9\u6cd5\u53bb\u5806\u8ba1\u7b97<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b5%84%e6%ba%90\" title=\"View all posts in \u8d44\u6e90\" target=\"_blank\" class=\"tag_link\">\u8d44\u6e90<\/a>\uff0c\u800cDeepSeek\u5219\u662f\u5728\u4fe1\u606f\u8bba\u5c42\u9762\u53bb\u505a\u53d6\u820d\uff0c\u53ea\u7559\u4e0b\u6700\u76f4\u89c2\u6613\u61c2\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u5176\u6700\u76f4\u63a5\u7684\u7ed3\u679c\uff0c\u5c31\u662f\u63a8\u7406\u901f\u5ea6\u53d8\u5feb\u4e86\u8bb8\u591a\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_18\/61B33EB1897E5414523C9CCE39E8091B2C8EC958_size724_w959_h523.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek\u7ed9AI\u88c5\u4e86\u6839\u8d5b\u535a\u624b\u6307\uff0c\u4e8e\u662f\u5b83\u80fd\u770b\u89c1\u4e86\"  \/><\/p>\n<p>\u56fe\u50cftoken\u6570\u91cf\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u7684\u63a8\u7406\u5ef6\u8fdf\u3002\u5728\u81ea\u56de\u5f52\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u751f\u6210\u4e00\u4e2a\u65b0token\uff0c\u6a21\u578b\u90fd\u9700\u8981\u5bf9\u4e4b\u524d\u6240\u6709token\u7684KV\u7f13\u5b58\u8fdb\u884c\u6ce8\u610f\u529b\u8ba1\u7b97\u3002\u5982\u679c\u56fe\u50cf\u5360\u7528\u4e861000\u4e2atoken\uff0c\u90a3\u4e48\u6bcf\u6b21\u751f\u6210\u90fd\u8981\u5bf9\u8fd91000\u4e2atoken\u505a\u6ce8\u610f\u529b\u3002\u5982\u679c\u53ea\u5360\u752890\u4e2a\uff0c\u8ba1\u7b97\u91cf\u5c31\u5927\u5e45\u51cf\u5c11\u3002<\/p>\n<p>\u5bf9\u4e8e\u9700\u8981\u5b9e\u65f6\u54cd\u5e94\u7684\u5e94\u7528\u573a\u666f\uff0c\u6bd4\u5982\u673a\u5668\u4eba\u89c6\u89c9\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u5b9e\u65f6\u89c6\u9891\u5206\u6790\uff0c\u63a8\u7406\u901f\u5ea6\u7684\u63d0\u5347\u8d77\u5230\u4e86\u51b3\u5b9a\u6027\u4f5c\u7528\u3002<\/p>\n<p><strong>\u7136\u540e\u5b83\u5185\u5b58\u5360\u7528\u5f97\u4e5f\u5c11\u3002<\/strong><\/p>\n<p>KV\u7f13\u5b58\u662f\u5927\u6a21\u578b\u63a8\u7406\u7684\u5185\u5b58\u74f6\u9888\u3002\u7279\u522b\u662f\u5728\u5904\u7406\u957f\u4e0a\u4e0b\u6587\u6216\u6279\u91cf\u63a8\u7406\u7684\u65f6\u5019\uff0cKV\u7f13\u5b58\u4f1a\u5360\u7528\u5927\u91cf\u663e\u5b58\u3002DeepSeek\u628a\u89c6\u89c9token\u7684KV\u7f13\u5b58\u538b\u7f29\u523090\u4e2a\u6761\u76ee\uff0c\u610f\u5473\u7740\u53ef\u4ee5\u5728\u540c\u6837\u7684\u786c\u4ef6\u4e0a\u5904\u7406\u66f4\u591a\u56fe\u50cf\uff0c\u6216\u8005\u5904\u7406\u66f4\u957f\u7684\u591a\u8f6e\u5bf9\u8bdd\u3002<\/p>\n<p>\u8fd9\u5bf9\u4e8e\u5b9e\u9645\u90e8\u7f72\u975e\u5e38\u91cd\u8981\u3002\u5f88\u591a\u516c\u53f8\u7684\u591a\u6a21\u6001\u6a21\u578b\u5728\u5b9e\u9a8c\u5ba4\u91cc\u8868\u73b0\u5f88\u597d\uff0c\u4f46\u4e00\u5230\u5b9e\u9645\u90e8\u7f72\u5c31\u9047\u5230\u6210\u672c\u95ee\u9898\u3002\u6bcf\u5f20\u56fe\u7247\u6d88\u8017\u7684token\u8d8a\u591a\uff0c\u63a8\u7406\u6210\u672c\u5c31\u8d8a\u9ad8\uff0c\u53ef\u652f\u6301\u7684\u5e76\u53d1\u7528\u6237\u5c31\u8d8a\u5c11\u3002DeepSeek\u7684\u6548\u7387\u4f18\u52bf\u5728\u89c4\u6a21\u5316\u90e8\u7f72\u65f6\u4f1a\u88ab\u653e\u5927\u3002<\/p>\n<p>\u540c\u65f6\u4e5f\u53d8\u76f8\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u5bb9\u91cf\u3002<\/p>\n<p>\u5982\u679c\u4e00\u5f20\u56fe\u7247\u8981\u5360\u75281000\u4e2atoken\uff0c\u90a3\u4e48\u5728\u4e00\u4e2a128k\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cc\uff0c\u53ea\u80fd\u653e100\u591a\u5f20\u56fe\u7247\u3002\u5982\u679c\u53ea\u5360\u7528300\u4e2atoken\uff0c\u5c31\u53ef\u4ee5\u653e400\u591a\u5f20\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u5904\u7406\u591a\u56fe\u5bf9\u8bdd\u3001\u957f\u89c6\u9891\u5206\u6790\u3001\u5927\u91cf\u6587\u6863\u7406\u89e3\u7684\u573a\u666f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>DeepSeek\u7684\u6a21\u578b\u53ef\u4ee5\u5728\u4e00\u4e2a\u5bf9\u8bdd\u91cc\u5904\u7406\u66f4\u591a\u56fe\u50cf\uff0c\u53ef\u4ee5\u5bf9\u6bd4\u5206\u6790\u51e0\u5341\u5f20\u751a\u81f3\u4e0a\u767e\u5f20\u56fe\u7247\uff0c\u53ef\u4ee5\u8ffd\u8e2a\u89c6\u9891\u91cc\u7684\u957f\u671f\u53d8\u5316\u3002<\/p>\n<p><strong>\u6700\u5173\u952e\u7684\u662f\u8bad\u7ec3\u6210\u672c\u3002<\/strong><\/p>\n<p>\u867d\u7136\u62a5\u544a\u4e3b\u8981\u8bb2\u63a8\u7406\u6548\u7387\uff0c\u4f46\u8fd9\u79cd\u538b\u7f29\u673a\u5236\u5728\u8bad\u7ec3\u9636\u6bb5\u540c\u6837\u6709\u6548\u3002\u66f4\u5c11\u7684\u89c6\u89c9token\u610f\u5473\u7740\u66f4\u5c0f\u7684\u8ba1\u7b97\u56fe\uff0c\u66f4\u5feb\u7684\u8bad\u7ec3\u901f\u5ea6\uff0c\u66f4\u4f4e\u7684\u786c\u4ef6\u8981\u6c42\u3002<\/p>\n<p>DeepSeek\u4e00\u76f4\u4ee5\u201c\u7528\u66f4\u5c11\u8d44\u6e90\u505a\u51fa\u66f4\u597d\u6548\u679c\u201d\u8457\u79f0\u3002\u4eceR1\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff0c\u5230V4\u7684MoE\u67b6\u6784\uff0c\u518d\u5230\u73b0\u5728\u7684\u89c6\u89c9\u591a\u6a21\u6001\uff0c\u8fd9\u79cd\u6548\u7387\u4f18\u5148\u7684\u54f2\u5b66\u8d2f\u7a7f\u59cb\u7ec8\u3002<\/p>\n<p>\u4f46\u8fd9\u91cc\u6709\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u3002\u538b\u7f29\u4f1a\u4e0d\u4f1a\u635f\u5931\u4fe1\u606f\uff1f<\/p>\n<p>DeepSeek\u5e76\u6ca1\u6709\u5426\u8ba4\u538b\u7f29\u4f1a\u5e26\u6765\u4fe1\u606f\u635f\u5931\u3002\u5b83\u7684\u4e3b\u5f20\u662f\uff0c\u5728\u8fd9\u7ec4\u7a7a\u95f4\u63a8\u7406\u548c\u8ba1\u6570\u4efb\u52a1\u4e0a\uff0c\u538b\u7f29\u540e\u7684\u8868\u5f81\u4ecd\u7136\u8db3\u591f\u6709\u6548\u3002<\/p>\n<p>\u6bcf\u4e00\u6b65\u538b\u7f29\u90fd\u5728\u4fdd\u7559\u5bf9\u63a8\u7406\u6700\u91cd\u8981\u7684\u4fe1\u606f\uff0c\u4e22\u5f03\u5197\u4f59\u548c\u566a\u58f0\u3002<\/p>\n<p>\u5176\u5b9e\u524d\u9762\u63d0\u5230\u7684DeepSeek\u7684\u89c6\u89c9\u57fa\u5143\u673a\u5236\uff0c\u5b83\u672c\u8eab\u4e5f\u662f\u4e00\u79cd\u4fe1\u606f\u538b\u7f29\u3002\u4e00\u4e2a\u8fb9\u754c\u6846\u75284\u4e2a\u6570\u5b57\u5c31\u80fd\u7cbe\u786e\u5b9a\u4f4d\u4e00\u4e2a\u7269\u4f53\uff0c\u4e00\u4e2a\u70b9\u75282\u4e2a\u6570\u5b57\u5c31\u80fd\u6807\u8bb0\u4e00\u4e2a\u4f4d\u7f6e\u3002\u8fd9\u4e9b\u79bb\u6563\u7b26\u53f7\u643a\u5e26\u7684\u4fe1\u606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trigger words\uff09\u624d\u80fd\u6fc0\u6d3b\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6a21\u578b\u8fd8\u4e0d\u80fd\u81ea\u7136\u3001\u81ea\u4e3b\u5730\u51b3\u5b9a\u201c\u4ec0\u4e48\u65f6\u5019\u8be5\u753b\u6846\u3001\u6253\u70b9\u201d\u3002<\/p>\n<p>\u5b83\u610f\u5473\u7740\u6a21\u578b\u8fd8\u6ca1\u6709\u771f\u6b63\u5b66\u4f1a\u5224\u65ad\u4ec0\u4e48\u65f6\u5019\u9700\u8981\u4f7f\u7528\u89c6\u89c9\u57fa\u5143\uff0c\u4ec0\u4e48\u65f6\u5019\u7528\u8bed\u8a00\u5c31\u591f\u4e86\u3002<\/p>\n<p>\u7406\u60f3\u7684\u60c5\u51b5\u662f\uff0c\u6a21\u578b\u5e94\u8be5\u80fd\u6839\u636e\u4efb\u52a1\u7684\u6027\u8d28\u81ea\u4e3b\u51b3\u7b56\u3002\u4f46\u5f53\u7528\u6237\u95ee\u201c\u6570\u4e00\u6570\u56fe\u91cc\u6709\u51e0\u53ea\u72d7\u201d\u7684\u65f6\u5019\uff0c\u6a21\u578b\u5e94\u8be5\u81ea\u52a8\u5207\u6362\u5230\u89c6\u89c9\u57fa\u5143\u6a21\u5f0f\uff0c\u7528\u8fb9\u754c\u6846\u6765\u8f85\u52a9\u8ba1\u6570\u3002<\/p>\n<p>\u4ece\u6280\u672f\u4e0a\u8bf4\uff0c\u8fd9\u9700\u8981\u5728\u6a21\u578b\u91cc\u5efa\u7acb\u4e00\u4e2a\u5143\u8ba4\u77e5\u5c42\u3002\u8fd9\u4e2a\u5143\u8ba4\u77e5\u5c42\u53ef\u4ee5\u8bc4\u4f30\u5f53\u524d\u4efb\u52a1\u7684\u590d\u6742\u5ea6\uff0c\u5224\u65ad\u7eaf\u8bed\u8a00\u63a8\u7406\u662f\u5426\u8db3\u591f\uff0c\u51b3\u5b9a\u662f\u5426\u9700\u8981\u8c03\u7528\u89c6\u89c9\u57fa\u5143\u3002<\/p>\n<p>DeepSeek\u76ee\u524d\u8fd8\u6ca1\u6709\u5b9e\u73b0\u8fd9\u4e2a\u5143\u8ba4\u77e5\u5c42\uff0c\u4f46\u4ed6\u4eec\u5df2\u7ecf\u660e\u786e\u4e86\u65b9\u5411\u3002\u672a\u6765\u7684\u7248\u672c\u53ef\u80fd\u4f1a\u8ba9\u6a21\u578b\u5b66\u4f1a\u81ea\u4e3b\u51b3\u5b9a\u63a8\u7406<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" 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