{"id":819436,"date":"2026-07-29T20:38:05","date_gmt":"2026-07-29T12:38:05","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=819436"},"modified":"2026-07-29T20:38:05","modified_gmt":"2026-07-29T12:38:05","slug":"%e9%bb%84%e4%bb%81%e5%8b%8b%e5%8a%9b%e6%8c%ba%e5%bc%80%e6%ba%90%e5%90%8c%e4%b8%80%e5%a4%a9%ef%bc%8c%e8%9a%82%e8%9a%81%e7%99%be%e7%81%b5%e6%89%94%e5%87%ba124b%e6%89%a7%e8%a1%8c%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=819436","title":{"rendered":"\u9ec4\u4ec1\u52cb\u529b\u633a\u5f00\u6e90\u540c\u4e00\u5929\uff0c\u8682\u8681\u767e\u7075\u6254\u51fa124B\u201c\u6267\u884c\u6a21\u578b\u201d"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/CF2FC3608869785E4B828537EE50B6C3F53DABBA_size64_w900_h383.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u9ec4\u4ec1\u52cb\u529b\u633a\u5f00\u6e90\u540c\u4e00\u5929\uff0c\u8682\u8681\u767e\u7075\u6254\u51fa124B\u201c\u6267\u884c\u6a21\u578b\u201d\"  \/><\/p>\n<p><strong>\u667a\u4e1c\u897f<\/strong><\/p>\n<p><strong>\u4f5c\u8005 | \u738b\u6db5<\/strong><\/p>\n<p><strong>\u7f16\u8f91 | \u6f20\u5f71<\/strong><\/p>\n<p>\u6700\u8fd1\u4e00\u5468\uff0c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%a1%85%e8%b0%b7\" title=\"View all posts in \u7845\u8c37\" target=\"_blank\" class=\"tag_link\">\u7845\u8c37<\/a>AI\u5708\u7684\u4e24\u4ef6\u5927\u4e8b\u5c06AI\u7684\u8def\u7ebf\u4e4b\u4e89\u63a8\u81f3\u9876\u70b9\u3002<\/p>\n<p>\u5148\u662f\u9ec4\u4ec1\u52cb\u9996\u6761X\u63a8\u6587\u8f6c\u53d125\u5bb6\u5de8\u5934\u8054\u7f72\u516c\u5f00\u4fe1\uff0c\u547c\u5401\u5ba1\u614e\u76d1\u7ba1\u5f00\u6e90AI\u6a21\u578b\uff1b\u7d27\u63a5\u7740\uff0c<a href=\"https:\/\/www.alphaseek.cn\/?tag=openai\" title=\"View all posts in OpenAI\" target=\"_blank\" class=\"tag_link\">OpenAI<\/a>\u4e0eAnthropic\u7f55\u89c1\u8054\u624b\uff0c\u8d851100\u540d\u5458\u5de5\u8054\u7f72\u547c\u5401\u201c\u63a7\u901f\u201d\uff0cMeta\u521b\u59cb\u4eba\u517cCEO\u624e\u514b\u4f2f\u683c\u5219\u516c\u5f00\u53cd\u51fb\u79f0\u8fd9\u662f\u627c\u6740<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%88%9b%e6%96%b0\" title=\"View all posts in \u521b\u65b0\" target=\"_blank\" class=\"tag_link\">\u521b\u65b0<\/a>\u3002<\/p>\n<p>\u7845\u8c37\u8fd8\u5728\u5435\u201c\u8be5\u4e0d\u8be5\u5f00\u6e90\u201d\u201c\u8be5\u4e0d\u8be5\u8e29\u5239\u8f66\u201d\u7684\u65f6\u5019\uff0c\u5927\u6d0b\u5f7c\u5cb8\u7684\u4e2d\u56fdAI\u5708\uff0c<strong>\u5f00\u6e90\u548c\u524d\u8fdb\u4f3c\u4e4e\u4ece\u6765\u5c31\u4e0d\u662f\u4e00\u9053\u9009\u62e9\u9898<\/strong>\u3002\u4eceDeepSeek\u5230\u667a\u8c31\uff0c\u4ece\u963f\u91cc\u901a\u4e49\u5230\u8682\u8681\u767e\u7075<strong>\uff0c\u4e2d\u56fd\u5927\u6a21\u578b\u7684\u5f00\u6e90\u6b65\u4f10\u4ece\u672a\u505c\u6b47<\/strong>\u3002<\/p>\n<p>7\u670824\u65e5\u2014\u2014\u6070\u6070\u662f\u9ec4\u4ec1\u52cb\u53d1\u63a8\u652f\u6301\u5f00\u6e90\u7684\u540c\u4e00\u5929\uff0c\u8682\u8681\u767e\u7075\u6b63\u5f0f\u53d1\u5e03\u4e86<strong>\u65b0\u4e00\u4ee3\u539f\u751f\u6df7\u5408\u63a8\u7406\u6a21\u578bLing-3.0-flash<\/strong>\u3002\u8be5\u6a21\u578b\u5728OpenRouter\u4e0e\u767e\u7075\u5b98\u65b9\u5e73\u53f0\u540c\u6b65\u5f00\u653e<strong>\u9650\u65f6\u514d\u8d39API\u8c03\u7528<\/strong>\uff0c\u514d\u8d39\u671f\u622a\u81f38\u67083\u65e523:00\uff0c\u6a21\u578b\u6743\u91cd\u5c06\u5728\u514d\u8d39\u671f\u7ed3\u675f\u540e\u6b63\u5f0f\u5f00\u6e90\u3002<\/p>\n<p>\u5728Token\u8c03\u7528\u91cf\u6392\u884c\u4e2d\uff0cLing-3.0-flash\u81ea\u53d1\u5e03\u51765\u5929\u5185\u4ece\u7b2c9\u4f4d\u8dc3\u5347\u81f3<strong>\u7b2c6\u4f4d<\/strong>\uff0c7\u670829\u65e5\u7684\u8c03\u7528\u91cf\u4ec5\u6bd4DeepSeek V4 Pro\u4f4e0.5%\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/909848780E0C8F29F68FF12F8DA00696BB91896E_size61_w1000_h379.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u9ec4\u4ec1\u52cb\u529b\u633a\u5f00\u6e90\u540c\u4e00\u5929\uff0c\u8682\u8681\u767e\u7075\u6254\u51fa124B\u201c\u6267\u884c\u6a21\u578b\u201d\" \/><\/p>\n<p>Ling-3.0-flash\u603b\u53c2\u6570\u91cf\u4e3a<strong>124B<\/strong>\uff0c\u6fc0\u6d3b\u53c2\u6570\u91cf\u4ec5\u4e3a<strong>5.1B<\/strong>\uff0c\u4e0e\u51765\u6708\u5f00\u6e90\u7684\u65d7\u8230\u7ea7\u601d\u8003\u6a21\u578bRing-2.6-1T\u76f8\u6bd4\uff0c\u603b\u53c2\u6570\u91cf\u7ea6\u4e3a\u540e\u8005\u7684<strong>12.4%<\/strong>\uff0c\u6fc0\u6d3b\u53c2\u6570\u91cf\u4ec5\u4e3a\u540e\u8005\u7684<strong>8.1%<\/strong>\uff0c\u5374\u572812\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u6709<strong>11\u9879<\/strong>\u8868\u73b0\u4f18\u4e8eRing-2.6-1T\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/DA4FC530211DD6B107A66F219DC0430BBCB22FC9_size92_w1000_h682.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" 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data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/21496EDCDF76C4BD1FC071A07F77FC963A77CA75_size182_w1000_h867.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u9ec4\u4ec1\u52cb\u529b\u633a\u5f00\u6e90\u540c\u4e00\u5929\uff0c\u8682\u8681\u767e\u7075\u6254\u51fa124B\u201c\u6267\u884c\u6a21\u578b\u201d\" \/><\/p>\n<p>\u4e8c\u3001\u80fd\u529b\u5b9e\u6d4b\uff1a\u5feb\u3001\u7a33\u3001\u7701\uff0c\u4e09\u4e2a\u5b57\u80fd\u4e0d\u80fd\u7ad9\u4f4f\u811a\uff1f<\/p>\n<p>\u57fa\u51c6\u6d4b\u8bd5\u7ec8\u7a76\u662f\u201c\u8003\u8bd5\u201d\uff0c\u6a21\u578b\u597d\u4e0d\u597d\u7528\uff0c\u5f97\u770b\u5b83\u80fd\u4e0d\u80fd\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u5e2e\u4eba\u628a\u4e8b\u529e\u6210\u3002<\/p>\n<p>\u4e0e\u5176\u4ed6\u6a21\u578b\u4e0d\u540c\uff0cLing-3.0-flash\u7684\u5b9a\u4f4d\u975e\u5e38\u6e05\u6670\uff1a<strong>\u4e0d\u662f\u8981\u53d6\u4ee3\u8d85\u5927\u53c2\u6570\u89c4\u6a21\u7684\u901a\u7528\u63a8\u7406\u6a21\u578b\uff0c\u800c\u662f\u505a\u90a3\u4e2a\u53ef\u4ee5\u5e2e\u4f60\u505a\u4e8b\u7684AI\u3002<\/strong><\/p>\n<p>\u5728\u89c6\u89c9\u4e0e\u4e92\u52a8\u573a\u666f\u4e2d\uff0cLing-3.0-flash\u7684\u6838\u5fc3\u80fd\u529b\u96c6\u4e2d\u5728\u4e24\u70b9\uff1a\u4e00\u662f<strong>\u6781\u77ed\u7684\u9996\u5b57\u54cd\u5e94\u65f6\u95f4<\/strong>\uff0c\u4e8c\u662f<strong>\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u7ef4\u6301\u590d\u6742\u7a7a\u95f4\u903b\u8f91\u7684\u80fd\u529b<\/strong>\u3002<\/p>\n<p>\u4f8b\u5982\u5728<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%b8%b8%e6%88%8f\" title=\"View all posts in \u6e38\u620f\" target=\"_blank\" class=\"tag_link\">\u6e38\u620f<\/a>\u5f00\u53d1\u573a\u666f\u4e2d\uff0cLing-3.0-flash\u9002\u5408\u4ee5<strong>\u201c\u7ed3\u5bf9\u7f16\u7a0b\u201d\u6a21\u5f0f<\/strong>\u53c2\u4e0e\u6e10\u8fdb\u5f0f\u5f00\u53d1\u3002\u6a21\u578b\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u80fd\u591f\u7ef4\u6301\u5de5\u7a0b\u67b6\u6784\u7684\u4e00\u81f4\u6027\u2014\u2014\u4e0d\u4e22\u4e0a\u4e0b\u6587\u3001\u4e0d\u8dd1\u504f\u67b6\u6784\u3001\u4e0d\u9677\u5165\u6b7b\u5faa\u73af\u3002<\/p>\n<p>\u901a\u8fc7\u4e09\u8f6e\u5bf9\u8bdd\uff0c\u6211\u4eec\u7528Ling-3.0-flash\u505a\u51fa\u4e86\u4e00\u4e2a3D\u53f0\u7403\u6a21\u62df\u5668\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u8fd9\u4e2a\u6a21\u62df\u5668\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u63a7\u5236\u767d\u7403\u7684\u51fb\u7403\u89d2\u5ea6\u548c\u529b\u5ea6\uff0c\u5f69\u8272\u7403\u88ab\u649e\u51fb\u540e\u7684\u8def\u5f84\u4e5f\u57fa\u672c\u7b26\u5408\u7269\u7406\u89c4\u5f8b\u3002\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0cLing-3.0-flash\u7684\u53cd\u5e94\u901f\u5ea6\u5f88\u5feb\uff0c\u51e0\u4e4e\u4e0d\u9700\u8981\u601d\u8003\uff0c\u53ef\u4ee5\u7cbe\u51c6\u627e\u5230BUG\uff0c\u5e76\u8fdb\u884c\u8fed\u4ee3\u4f18\u5316\u3002<\/p>\n<p>\u5728\u5f00\u53d1\u8005\u4e0e\u529e\u516c\u573a\u666f\u4e2d\uff0cLing-3.0-flash\u5c55\u73b0\u7684\u662f<strong>\u957f\u7a0b\u4efb\u52a1\u7684\u7a33\u5b9a\u6027\u3001\u591a\u7cfb\u7edf\u534f\u540c\u7684\u8c03\u5ea6\u80fd\u529b<\/strong>\uff0c\u4ee5\u53ca\u5728\u4e25\u683c\u7ea6\u675f\u4e0b<strong>\u4fdd\u6301\u8f93\u51fa\u8d28\u91cf\u548c\u683c\u5f0f\u4e00\u81f4\u6027<\/strong>\u7684\u6267\u884c\u529b\u3002<\/p>\n<p>\u5728\u591a\u667a\u80fd\u4f53\u534f\u540c\u573a\u666f\u4e2d\uff0cLing-3.0-flash\u652f\u6491\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u79d1\u7814\u5de5\u4f5c\u6d41\u3002\u4e0d\u540cAgent\u89d2\u8272\u5404\u53f8\u5176\u804c\uff1aScientist\u63d0\u51fa\u5047\u8bf4\u3001Data Analyst\u68c0\u7d22\u4e0e\u9a8c\u8bc1\u3001CrossValidator\u4ea4\u53c9\u8d28\u8be2\u3001Archivist\u5f52\u6863\u6c89\u6dc0\u3001Writer\u81ea\u52a8\u4ea7\u51fa\u8bba\u6587\u4e0eSlide\u62a5\u544a\u3002<\/p>\n<p>\u5728\u529e\u516c\u81ea\u52a8\u5316\u573a\u666f\u4e2d\uff0cLing-3.0-flash\u901a\u8fc7\u6302\u8f7dOffice MCP\u5de5\u5177\u96c6\uff0c\u5c06\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u8f6c\u6362\u4e3a\u5e8f\u5217\u5316\u7684API\u8c03\u7528\uff0c\u5b9e\u73b0\u8de8\u5e94\u7528\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u7528\u6237\u4e0b\u8fbe\u5355\u6b21\u6307\u4ee4\u540e\uff0cLing-3.0-flash\u81ea\u52a8\u5728Excel\u4e2d\u586b\u5165\u6570\u636e\u5e76\u751f\u6210\u900f\u89c6\u8868\uff0c\u968f\u540e\u63d0\u53d6\u6838\u5fc3\u56fe\u8868\u63d2\u5165Word\u6587\u6863\u5e76\u5b8c\u6210\u6392\u7248\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u4e0d\u4f9d\u8d56\u6613\u51fa\u9519\u7684GUI\u6a21\u62df\u64cd\u4f5c\uff0c\u800c\u662f\u901a\u8fc7\u5e95\u5c42\u534f\u8bae\u76f4\u63a5\u9a71\u52a8\u8f6f\u4ef6\uff0c\u800c\u8fd9\u6b63\u662f<strong>\u201c\u7a33\u5b9a\u5de5\u5177\u8c03\u7528\u201d\u80fd\u529b<\/strong>\u7684\u843d\u5730\u4f53\u73b0\u3002<\/p>\n<p>\u6b64\u5916\uff0cLing-3.0-flash\u65e0\u9700\u5916\u90e8\u56fe\u50cf\u7d20\u6750\uff0c\u4ec5\u51ed\u4ee3\u7801\u4fbf\u53ef\u6279\u91cf\u751f\u6210\u89c6\u89c9\u8868\u73b0\u529b\u7a81\u51fa\u7684\u827a\u672f\u7f51\u9875\u3002<\/p>\n<p>\u8be5\u6a21\u578b\u53ef\u4ee5\u6279\u91cf\u4ea7\u51fa\u591a\u6b3e\u5951\u5408\u4e0d\u540c\u73b0\u4ee3\u8bbe\u8ba1\u6d41\u6d3e\u7684\u9875\u9762\uff0c\u8986\u76d6\u5305\u8c6a\u65af\u3001\u6ce2\u897f\u7c73\u4e9a\u3001\u9178\u6027\u8bbe\u8ba1\u7b49\u98ce\u683c\uff0c\u96be\u5ea6\u68af\u5ea6\u7531\u6613\u81f3\u96be\u3002\u9875\u9762\u5b8c\u5168\u4f9d\u6258<strong>CSS\u6e10\u53d8\u3001SVG\u8def\u5f84\u4e0e\u7248\u5f0f\u5e03\u5c40<\/strong>\u6784\u5efa\uff0c\u8131\u79bb\u5916\u90e8\u56fe\u7247\u7d20\u6750\u4f9d\u65e7\u8fd8\u539f\u4e86\u5404\u7c7b\u8bbe\u8ba1\u6d41\u6d3e\u72ec\u6709\u7684\u7f8e\u5b66\u7279\u5f81\u3002<\/p>\n<p>\u4e09\u3001\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b+1\/64\u7a00\u758fMoE\uff0c\u628a\u6bcf\u4e00\u5206\u7b97\u529b\u69a8\u5e72<\/p>\n<p>\u201c\u5c0f\u8eab\u6750\u5927\u80fd\u91cf\u201d\u7684\u80cc\u540e\uff0c\u662f\u6a21\u578b\u67b6\u6784\u4e0a\u7684\u521b\u65b0\u3002Ling-3.0-flash\u653e\u5f03\u4e86\u5355\u7eaf\u5806\u780c\u53c2\u6570\u7684\u601d\u8def\uff0c<strong>\u4ece\u9884\u8bad\u7ec3\u9636\u6bb5\u5373\u5bf9\u8ba1\u7b97\u67b6\u6784\u8fdb\u884c\u4e86\u91cd\u65b0\u8bbe\u8ba1<\/strong>\u3002<\/p>\n<p>Ling-3.0-flash\u4ece\u9884\u8bad\u7ec3\u4f0a\u59cb\u5373\u91c7\u7528<strong>\u539f\u751f\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784<\/strong>\uff0c\u4ee5<strong>5:1<\/strong>\u7684\u6bd4\u4f8b\u4ea4\u66ff\u5806\u53e0KDA\uff08Kimi Delta Attention\uff09\u7ebf\u6027\u6ce8\u610f\u529b\u5c42\u4e0eMLA\uff08Multi-head Latent Attention\uff09\u5c42\u3002<\/p>\n<p>\u5176\u4e2d\uff0c<strong>KDA<\/strong>\u5c06\u4e0a\u4e00\u4ee3\u7684Lightning Attention\u8fdb\u884c\u4e86\u5347\u7ea7\uff0c\u5728Delta Rule\u7684\u72b6\u6001\u66f4\u65b0\u4e2d\u5f15\u5165\u7ec6\u7c92\u5ea6\u5bf9\u89d2\u95e8\u63a7\uff0c\u8d4b\u4e88\u4e0d\u540c\u7279\u5f81\u901a\u9053\u72ec\u7acb\u7684\u4fdd\u7559\u3001\u8870\u51cf\u4e0e\u5199\u5165\u63a7\u5236\u80fd\u529b\u3002\u8fd9\u8ba9\u6a21\u578b\u5728\u5904\u7406\u957f\u6587\u6863\u548c\u5927\u578b\u4ee3\u7801\u5e93\u65f6\uff0c\u80fd\u66f4\u7cbe\u51c6\u5730\u8bb0\u4f4f\u8de8\u6bb5\u843d\u7684\u5173\u952e\u4fe1\u606f\uff0c\u907f\u514d\u5728\u957f\u4e0a\u4e0b\u6587\u4e2d\u201c\u8ff7\u5931\u201d\u3002<\/p>\n<p><strong>MLA<\/strong>\u5219\u901a\u8fc7\u4f4e\u79e9\u538b\u7f29\u5c06KV 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data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/AF7E52336779CC0C5F06C2FF87C235BCE3D97399_size30_w1000_h594.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u9ec4\u4ec1\u52cb\u529b\u633a\u5f00\u6e90\u540c\u4e00\u5929\uff0c\u8682\u8681\u767e\u7075\u6254\u51fa124B\u201c\u6267\u884c\u6a21\u578b\u201d\" \/><\/p>\n<p>\u5728\u4efb\u52a1\u7a33\u5b9a\u6027\u4e0a\uff0c\u767e\u7075\u8fd8\u5347\u7ea7\u4e86\u591a\u667a\u80fd\u4f53\u534f\u540c\u67b6\u6784\u2014\u2014<strong>Ling Multi-Agent<\/strong>\u3002\u5404Agent\u901a\u8fc7\u5206\u5de5\u534f\u4f5c\u3001\u76f8\u4e92\u6821\u9a8c\uff0c\u6709\u6548\u51cf\u5c11\u4e86\u5355\u4e00\u6a21\u578b\u5728\u957f\u7a0b\u4efb\u52a1\u4e2d\u5bb9\u6613\u201c\u8dd1\u504f\u201d\u6216\u8bef\u5224\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%a3%8e%e9%99%a9\" 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