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Agent\uff09<\/strong><\/p>\n<p>\u8fd9\u662f\u7cfb\u7edf\u8ba4\u77e5\u7684\u6838\u5fc3\uff0c\u5b83\u4f1a\u901a\u8fc7\u4e0a\u4e0b\u6587\u5b66\u4e60\u4ece\u68c0\u7d22\u5230\u7684\u8303\u4f8b\u4e2d\u63d0\u70bc\u51fa\u4e00\u5957\u7ed8\u56fe\u903b\u8f91\uff0c\u628a\u975e\u7ed3\u6784\u5316\u7684\u65b9\u6cd5\u6587\u672c\u8f6c\u53d8\u4e3a\u8be6\u7ec6\u7684\u89c6\u89c9\u63cf\u8ff0\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u7528\u6237\u7684\u63cf\u8ff0\u662f\u201c\u4e00\u4e2a\u53cc\u9636\u6bb5\u84b8\u998f\u6846\u67b6\uff0c\u7b2c\u4e00\u9636\u6bb5\u63d0\u53d6A\u6a21\u578b\u7684\u4e2d\u95f4\u7279\u5f81\uff0c\u7b2c\u4e8c\u9636\u6bb5\u5bf9\u9f50B\u6a21\u578b\u7684\u8f93\u51fa\u5206\u5e03\u201d\u3002\u89c4\u5212\u5e08\u5c31\u4f1a\u751f\u6210\u5305\u542b\u201c\u4e24\u4e2a\u5e76\u5217\u6a21\u5757\u201d\u3001\u201c\u5e26\u6807\u6ce8\u7684\u7bad\u5934\u6d41\u5411\u201d\u7b49\u7ec6\u8282\u7684\u6587\u672c\u63cf\u8ff0\u3002<\/p>\n<p><strong>3.\u8bbe\u8ba1\u5e08\uff08Stylist Agent\uff09<\/strong><\/p>\n<p>\u5b83\u8981\u89e3\u51b3\u4e00\u4e2a\u6838\u5fc3\u96be\u9898\uff1a<strong>\u5b66\u672f\u4e0a\u7684\u7f8e\u5b66\u96be\u4ee5\u660e\u786e\u5b9a\u4e49\u3002<\/strong><\/p>\n<p>\u82e5\u662f\u91c7\u7528\u4f20\u7edf\u65b9\u6cd5\uff0c\u5c31\u9700\u8981\u4eba\u5de5\u7f16\u5199\u98ce\u683c\u6587\u6863\uff0c\u4f46\u8fd9\u6837\u505a\u5f88\u5bb9\u6613\u9057\u6f0f\u7ec6\u8282\u3002\u5176\u5b9e\uff0c\u73b0\u4ee3AI\u76f8\u5173\u8bba\u6587\u7684\u89c6\u89c9\u89c4\u8303\u5c31\u9690\u85cf\u5728\u5927\u91cf\u7684\u516c\u5f00\u51fa\u7248\u8bba\u6587\u4e2d\u3002\u56e0\u6b64\uff0cPaperBanana\u8ba9\u8bbe\u8ba1\u5e08\u904d\u5386\u6574\u4e2a\u53c2\u8003\u56fe\u5e93\uff0c\u81ea\u52a8\u5f52\u7eb3\u51fa\u4e00\u4efd\u6db5\u76d6\u914d\u8272\u65b9\u6848\u3001\u7bad\u5934\u6837\u5f0f\u3001\u5b57\u4f53\u5c42\u7ea7\u3001\u56fe\u6807\u98ce\u683c\u7684\u201c\u7f8e\u5b66\u6307\u5357\u201d\u3002<\/p>\n<p>\u5728\u5927\u91cf\u9605\u8bfb\u9876\u4f1a\u8bba\u6587\u540e\uff0c\u8bbe\u8ba1\u5e08\u5c31\u53ef\u80fd\u4f1a\u53d1\u73b0\u6570\u636e\u6d41\u7bad\u5934\u5927\u591a\u91c7\u7528\u6d45\u8272\u7ec6\u7ebf\u3001\u6a21\u5757\u5bb9\u5668\u5e38\u7528\u5706\u89d2\u77e9\u5f62\u800c\u975e\u76f4\u89d2\u7b49\u5b66\u672f\u754c\u9ed8\u8ba4\u7684\u7ecf\u9a8c\u3002<\/p>\n<p><strong>4.\u6e32\u67d3\u5e08\uff08Visualizer Agent\uff09\u4e0e\u6279\u8bc4\u5bb6\uff08Critic Agent\uff09<\/strong><\/p>\n<p>\u8fd9\u4e24\u4f4d\u4e13\u5bb6\u5171\u540c\u6784\u6210\u4e86\u95ed\u73af\u4f18\u5316\u56de\u8def\u3002<\/p>\n<p>\u9996\u5148\uff0c\u6e32\u67d3\u5e08\u63a5\u6536\u5230\u8bbe\u8ba1\u5e08\u53d1\u6765\u7684\u7f8e\u5b66\u6307\u5357\uff0c\u7528Nano Banana Pro\u7b49\u56fe\u50cf\u751f\u6210\u6a21\u578b\u4ea7\u51fa\u521d\u7a3f\uff1b\u7136\u540e\uff0c\u6279\u8bc4\u5bb6\u5f00\u59cb\u5ba1\u7a3f\uff0c\u4e25\u683c\u5bf9\u6bd4\u751f\u6210\u7ed3\u679c\u548c\u539f\u59cb\u6587\u672c\u662f\u5426\u4e00\u81f4\uff0c\u82e5\u662f\u5b58\u5728\u7bad\u5934\u6307\u5411\u9519\u8bef\u3001\u6587\u5b57\u6e32\u67d3\u6a21\u7cca\u7b49\u95ee\u9898\uff0c\u5c31\u4f1a\u751f\u6210\u4fee\u6b63\u540e\u7684\u63cf\u8ff0\u53cd\u9988\u7ed9\u6e32\u67d3\u5e08\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u591a\u8f6e\u5faa\u73af\u3002<\/p>\n<p>\u6d4b\u8bd5\u6570\u636e\u663e\u793a\uff0c\u82e5\u662f\u7f3a\u5c11\u4e86\u8bc4\u8bba\u5bb6\u7684\u591a\u8f6e\u53cd\u9988\u673a\u5236\uff0c\u914d\u56fe\u7684\u7b80\u6d01\u5ea6\u80fd\u63d0\u534717.5%\uff0c\u7f8e\u89c2\u5ea6\u80fd\u63d0\u9ad84.7%\uff0c\u53ef\u5fe0\u5b9e\u5ea6\uff08\u5373\u914d\u56fe\u7b26\u5408\u539f\u6587\u7684\u7a0b\u5ea6\uff09\u5374\u964d\u4f4e\u4e868.5%\uff0c\u8fd9\u8868\u660e<strong>\u8fc7\u5ea6\u8ffd\u6c42\u89c6\u89c9\u4e0a\u7684\u7cbe\u7b80\u53ef\u80fd\u4f1a\u727a\u7272\u6280\u672f\u7ec6\u8282\u3002<\/strong><\/p>\n<p>\u800c\u5728\u4e24\u4f4d\u4e13\u5bb6\u7684\u534f\u4f5c\u4e0b\uff0c\u7ecf\u8fc73\u6b21\u8fed\u4ee3\u5373\u53ef\u5c06\u5fe0\u5b9e\u5ea6\u4ece38.3%\u63d0\u5347\u81f345.8%\u3002\u591a\u8f6e\u8fed\u4ee3\u5373\u53ef\u5e73\u8861\u8fd9\u4e00\u77db\u76fe\uff0c\u201c\u6279\u8bc4-\u4fee\u6b63\u201d\u7684\u5faa\u73af\u6700\u7ec8\u5b9e\u73b0\u4e86\u51c6\u786e\u6027\u4e0e\u7f8e\u611f\u7684\u517c\u987e\u3002<\/p>\n<p>\u5f53\u524dAI\u5e94\u7528\u6b63\u5728\u4ece\u5355\u6a21\u578b\u3001\u5355\u4efb\u52a1\u5411\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5feb\u901f\u6f14\u8fdb\uff0c\u800cPaperBanana\u7684\u4e94\u667a\u80fd\u4f53\u6d41\u6c34\u7ebf\u6b63\u662f\u8fd9\u4e00\u8d8b\u52bf\u7684\u6709\u529b\u4f53\u73b0\u3002<\/p>\n<p><strong>03 \u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6765\u5f53\u88c1\u5224<\/strong><\/p>\n<p>PaperBanana\u7684\u5de5\u4f5c\u673a\u5236\u6211\u4eec\u5df2\u7ecf\u4e86\u89e3\uff0c\u60f3\u8981\u9a8c\u8bc1\u6280\u672f\u662f\u5426\u6709\u6548\u5c31\u5fc5\u987b\u6709\u53ef\u9760\u7684\u8bc4\u6d4b\u57fa\u51c6\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u5317\u5927\u548cGoogle\u7684\u7814\u7a76\u56e2\u961f\u4e3a\u6b64\u4e13\u95e8\u6784\u5efa\u4e86\u9996\u4e2a\u4e13\u6ce8\u4e8e\u5b66\u672f\u8bba\u6587\u914d\u56fe\u751f\u6210\u7684\u8bc4\u6d4b\u57fa\u51c6\uff1a<strong>PaperBananaBench\u3002<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_06\/6EFBB0A4CBCC54C5EE57573BF46D419ECC887F1A_size123_w691_h338.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u5317\u5927\u00d7Google\u7684\u201c\u8bba\u6587\u9999\u8549\u201d\uff0c\u5b9e\u73b0\u4e86\u79d1\u7814\u8bba\u6587\u914d\u56fe\u81ea\u7531\"  \/><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u4eceNeurIPS 2025\u76845275\u7bc7\u8bba\u6587\u4e2d\u8fdb\u884c\u7cfb\u7edf\u91c7\u6837\uff0c\u7ecf\u8fc7\u591a\u8f6e\u7684\u8fc7\u6ee4\u548c\u4eba\u5de5\u6821\u9a8c\u540e\uff0c\u6700\u7ec8\u5f97\u5230\u4e86292\u4e2a\u9ad8\u8d28\u91cf\u7684\u6d4b\u8bd5\u7528\u4f8b\uff0c\u8986\u76d6\u4e86\u667a\u80fd\u4f53\u63a8\u7406\u3001\u89c6\u89c9\u611f\u77e5\u3001\u751f\u6210\u5f0f\u5b66\u4e60\u3001\u79d1\u5b66\u5e94\u7528\u8fd9\u56db\u4e2a\u7c7b\u522b\u3002<\/p>\n<p>\u8bc4\u6d4b\u65b9\u6cd5\u4e5f\u662f\u72ec\u5177\u4e00\u683c\uff1a<strong>\u91c7\u7528VLM-as-a-Judge\u65b9\u6848\uff0c\u8ba9\u5168\u7403\u9876\u5c16\u6a21\u578bGemini-3-Pro\u6765\u5f53\u88c1\u5224\u3002<\/strong><\/p>\n<p>\u88c1\u5224\u80fd\u591f\u540c\u65f6\u770b\u5230\u4eba\u7c7b\u7ed8\u5236\u7684\u53c2\u8003\u914d\u56fe\u548cAI\u751f\u6210\u7684\u914d\u56fe\uff0c\u5e76\u57fa\u4e8e\u4ee5\u4e0b\u56db\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u76f8\u5bf9\u8bc4\u5206\uff08\u6a21\u578b\u83b7\u80dc\/\u4eba\u7c7b\u83b7\u80dc\/\u5e73\u5c40\u5206\u522b\u5bf9\u5e94100\/0\/50\u5206\uff09\uff1a<\/p>\n<p><strong>\u5fe0\u5b9e\u6027<\/strong>\uff1a\u80fd\u5426\u51c6\u786e\u53cd\u6620\u65b9\u6cd5\u903b\u8f91\uff1b<\/p>\n<p><strong>\u7b80\u6d01\u6027<\/strong>\uff1a\u662f\u5426\u907f\u514d\u89c6\u89c9\u6742\u4e71\uff1b<\/p>\n<p><strong>\u53ef\u8bfb\u6027<\/strong>\uff1a\u5e03\u5c40\u548c\u6587\u5b57\u662f\u5426\u6e05\u6670\u6613\u61c2\uff1b<\/p>\n<p><strong>\u7f8e\u5b66\u6027<\/strong>\uff1a\u662f\u5426\u7b26\u5408\u5b66\u672f\u914d\u56fe\u89c4\u8303\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u56db\u4e2a\u7ef4\u5ea6\u5e76\u975e\u76f8\u4e92\u5e73\u884c\u3002\u6839\u636e\u201c\u9996\u5148\u5c55\u793a\u771f\u76f8\uff08show the truth first\uff09\u201d\u539f\u5219\uff0c<strong>\u5fe0\u5b9e\u6027\u548c\u53ef\u8bfb\u6027\u662f\u4e3b\u8981\u7ef4\u5ea6\u3002<\/strong>\u82e5\u5728\u4e3b\u8981\u7ef4\u5ea6\u4e0a\u5206\u4e0d\u51fa\u80dc\u8d1f\uff0c\u624d\u4f1a\u5728\u6b21\u8981\u7ef4\u5ea6\u4e0a\u7ee7\u7eed\u6bd4\u62fc\uff0c\u4ee5\u6b64\u786e\u4fdd<strong>\u6280\u672f\u51c6\u786e\u6027\u6c38\u8fdc\u9ad8\u4e8e\u89c6\u89c9\u5438\u5f15\u529b\u3002<\/strong><\/p>\n<p>\u4e3a\u4e86\u786e\u4fdd\u8bc4\u6d4b\u53ef\u9760\uff0c\u7814\u7a76\u56e2\u961f\u4e13\u95e8\u9a8c\u8bc1\u4e86\u8fd9\u4e2a\u65b9\u6cd5\u4e0e\u4eba\u7c7b\u8bc4\u5224\u7684Kendall's tau\u76f8\u5173\u7cfb\u6570\u8fbe0.45\uff0c\u8bc1\u660e\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u88c1\u5224\u80fd\u6709\u6548\u6a21\u62df\u4eba\u7c7b\u7684\u5ba1\u7f8e\u4e0e\u903b\u8f91\u5224\u65ad\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_06\/DDED68C9CBD30502018ADA3966043FC3DDE72C09_size58_w692_h231.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u5317\u5927\u00d7Google\u7684\u201c\u8bba\u6587\u9999\u8549\u201d\uff0c\u5b9e\u73b0\u4e86\u79d1\u7814\u8bba\u6587\u914d\u56fe\u81ea\u7531\"  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href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\u5728\u5bc6\u96c6\u7684\u6570\u636e\u70b9\u573a\u666f\u4e0b\u80fd\u591f\u6709\u6548\u907f\u514d\u91cd\u590d\u7ed8\u5236\u7b49\u95ee\u9898\uff0c\u76f8\u6bd4\u7eaf\u56fe\u50cf\u751f\u6210\u65b9\u6848\u663e\u8457\u63d0\u9ad8\u4e86\u5fe0\u5b9e\u5ea6\u3002<\/p>\n<p><strong>04 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\u4e00\u5f20\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u65b9\u6cd5\u8bba\u793a\u610f\u56fe\uff0c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[271,252,88],"views":92,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/3279"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3279"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/3279\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3279"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3279"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3279"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}