{"id":3660,"date":"2026-04-09T21:00:33","date_gmt":"2026-04-09T13:00:33","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/04\/09\/%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%a4%9a%e6%a8%a1%e6%80%81%e6%a3%80%e7%b4%a2%e5%85%a8%e9%9d%a2%e8%b6%85%e8%b6%8asota%ef%bc%81recall%e6%a1%86%e6%9e%b6%e5%8c%96%e8%a7%a3%e7%94%9f%e6%88%90%e5%bc%8f\/"},"modified":"2026-04-09T21:00:33","modified_gmt":"2026-04-09T13:00:33","slug":"%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%a4%9a%e6%a8%a1%e6%80%81%e6%a3%80%e7%b4%a2%e5%85%a8%e9%9d%a2%e8%b6%85%e8%b6%8asota%ef%bc%81recall%e6%a1%86%e6%9e%b6%e5%8c%96%e8%a7%a3%e7%94%9f%e6%88%90%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/04\/09\/%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%a4%9a%e6%a8%a1%e6%80%81%e6%a3%80%e7%b4%a2%e5%85%a8%e9%9d%a2%e8%b6%85%e8%b6%8asota%ef%bc%81recall%e6%a1%86%e6%9e%b6%e5%8c%96%e8%a7%a3%e7%94%9f%e6%88%90%e5%bc%8f\/","title":{"rendered":"\u8ba9\u5927\u6a21\u578b\u591a\u6a21\u6001\u68c0\u7d22\u5168\u9762\u8d85\u8d8aSOTA\uff01ReCALL\u6846\u67b6\u5316\u89e3\u751f\u6210\u5f0f\u4e0e\u5224\u522b\u5f0f\u7684\u8303\u5f0f\u51b2\u7a81\uff5cCVPR\u201926"},"content":{"rendered":"<figure 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2026\u6b63\u5f0f\u5f55\u7528\uff0c\u5728CIRR\u3001FashionIQ\u7b49\u4e3b\u6d41\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5168\u9762\u5237\u65b0SOTA\u6027\u80fd\uff0c\u66f4\u5f00\u8f9f\u4e86\u5927\u6a21\u578b\u4e0b\u6e38\u4efb\u52a1\u80fd\u529b\u65e0\u635f\u9002\u914d\u7684\u5168\u65b0\u8def\u5f84\uff0c\u4e3a\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u5782\u76f4\u9886\u57df\u843d\u5730\u5960\u5b9a\u6838\u5fc3\u57fa\u7840\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u806a\u660e\u7684MLLM\u4e00\u505a\u68c0\u7d22\u5c31\u5bb9\u6613\u7ffb\u8f66\uff1f\u4f5c\u8005\u56e2\u961f\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u95ee\u9898\u7684\u6838\u5fc3\uff1a\u8303\u5f0f\u51b2\u7a81\uff08Paradigm Conflict\uff09\u3002<\/p>\n<p>\u539f\u751f\u7684\u5927\u6a21\u578b\u4e60\u60ef\u4e8e\u751f\u6210\u5f0f\u8303\u5f0f\uff0c\u5b83\u901a\u8fc7\u4e00\u6b65\u6b65\u7684\u94fe\u5f0f\u601d\u8003\uff08Step-wise reasoning\uff09\u6765\u7406\u89e3\u7ec6\u7c92\u5ea6\u7684\u89c6\u89c9\u5173\u7cfb\u3002\u4f46\u662f\uff0c\u73b0\u6709\u7684\u68c0\u7d22\u9002\u914d\u65b9\u6cd5\u5f80\u5f80\u91c7\u7528\u5224\u522b\u5f0f\u8303\u5f0f\uff0c\u5f3a\u884c\u628a\u5927\u6a21\u578b\u7684\u9ad8\u7ef4\u601d\u8003\u538b\u7f29\u6210\u4e00\u4e2a\u5355\u4e00\u7684\u5411\u91cf\uff0c\u53bb\u8ba1\u7b97\u76f8\u4f3c\u5ea6\u3002<\/p>\n<p>\u8fd9\u79cd\u66b4\u529b\u7684\u8f6c\u53d8\u76f4\u63a5\u5bfc\u81f4\u4e86\u4e00\u4e2a\u81f4\u547d\u540e\u679c\u2014\u2014\u80fd\u529b\u9000\u5316\uff08Capability Degradation\uff09\u3002<\/p>\n<p>\u5982\u4e0a\u56fe\u5de6\u4fa7\u6240\u793a\uff0c\u9762\u5bf9\u201c\u5730\u677f\u4e0a\u7684\u4e24\u53ea\u540c\u54c1\u79cd\u72d7\u201d\u8fd9\u6837\u9700\u8981\u7ec6\u7c92\u5ea6\u63a8\u7406\u7684\u67e5\u8be2\u65f6\uff0c\u539f\u751f\u7684\u5927\u6a21\u578b\uff08F\uff09\u901a\u8fc7VQA\u95ee\u7b54\u53ef\u4ee5\u8f7b\u677e\u9501\u5b9a\u76ee\u6807\u3002\u7136\u800c\uff0c\u7ecf\u8fc7\u4f20\u7edf\u5fae\u8c03\u540e\u7684\u68c0\u7d22\u5668\u7248\u672c\uff08Rbase\uff09\u5374\u5b8c\u5168\u4e27\u5931\u4e86\u8fd9\u79cd\u7ec6\u7c92\u5ea6grounding\u80fd\u529b\uff0c\u627e\u51fa\u7684\u5168\u662f\u9519\u8bef\u7684\u56fe\u3002<\/p>\n<p>\u5b9a\u91cf\u6570\u636e\u66f4\u4ee4\u4eba\u9707\u60ca\uff1a\u5728\u539f\u751f\u5927\u6a21\u578b\u539f\u672c\u80fd\u591f100%\u627e\u5bf9\u7684\u5b50\u96c6\u4e0a\uff0c\u5fae\u8c03\u540e\u7684\u68c0\u7d22\u5668\u5728CIRR\u6570\u636e\u96c6\u4e0aR@1\u66b4\u8dcc\u81f362.33%\uff0c\u5728FashionIQ\u4e0a\u66b4\u8dcc\u81f355.80%\u3002\u6a21\u578b\u4e0d\u4ec5\u6ca1\u6709\u5b66\u5230\u65b0\u4e1c\u897f\uff0c\u53cd\u800c\u628a\u539f\u672c\u81ea\u5e26\u7684\u63a8\u7406\u5929\u8d4b\u7ed9\u5f04\u4e22\u4e86\uff01<\/p>\n<p>\u65e2\u7136\u80fd\u529b\u9000\u5316\u662f\u56e0\u4e3a\u521d\u671f\u7684\u68c0\u7d22\u5fae\u8c03\u628a\u5927\u6a21\u578b\u201c\u5e26\u504f\u4e86\u201d\uff0c\u90a3\u600e\u4e48\u628a\u5b83\u62c9\u56de\u6b63\u8f68\uff1f<\/p>\n<p>\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u901a\u7528\u7684\u6846\u67b6ReCALL\u3002\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u975e\u5e38\u5de7\u5999\uff1a\u7528\u5927\u6a21\u578b\u539f\u751f\u7684\u63a8\u7406\u4fe1\u53f7\uff0c\u6765\u7ea0\u6b63\u68c0\u7d22\u7a7a\u95f4\u4e2d\u7684\u76f2\u533a\u3002\u5b9e\u9645\u4e0a\uff0c\u6574\u4e2a\u95ed\u73af\u88ab\u4e25\u5bc6\u5730\u5212\u5206\u4e3a\u56db\u4e2a\u9636\u6bb5\uff0c\u5176\u4e2d\u7b2c\u4e00\u9636\u6bb5\u5b8c\u6210\u4e86\u57fa\u7840\u7684\u68c0\u7d22\u5668\u521d\u59cb\u5316\u5e76\u66b4\u9732\u51fa\u9000\u5316\u95ee\u9898\uff0c\u540e\u4e09\u4e2a\u9636\u6bb5\u5219\u662f\u6781\u5176\u4f18\u96c5\u7684\u201c\u8bca\u65ad-\u751f\u6210-\u6253\u78e8\u201d\u6821\u51c6\u7ba1\u7ebf\uff1a<\/p>\n<p>Stage 1\uff1a\u57fa\u7840\u68c0\u7d22\u9002\u914d\uff08Baseline Adaptation\uff09\u3002\u4e3a\u4e86\u8ba9\u751f\u6210\u5f0f\u5927\u6a21\u578b\u5177\u5907\u57fa\u672c\u7684\u56fe\u6587\u68c0\u7d22\u529f\u80fd\uff0c\u7814\u7a76\u4eba\u5458\u9996\u5148\u7528\u6807\u51c6\u7684InfoNCE\u635f\u5931\u51fd\u6570\uff0c\u5c06\u539f\u751f\u5927\u6a21\u578b\uff08F\uff09\u5fae\u8c03\u6210\u4e00\u4e2a\u57fa\u7840\u68c0\u7d22\u5668\uff08Rbase\uff09\u3002\u8fd9\u4e00\u6b65\u867d\u7136\u8d4b\u4e88\u4e86\u6a21\u578b\u57fa\u7840\u7684\u5224\u522b\u4e0e\u68c0\u7d22\u80fd\u529b\uff0c\u4f46\u4e5f\u6b63\u662f\u8fd9\u79cd\u66b4\u529b\u7684\u5355\u5411\u91cf\u538b\u7f29\uff0c\u8bf1\u53d1\u4e86\u524d\u6587\u63d0\u5230\u7684\u201c\u80fd\u529b\u9000\u5316\u201d\u75c7\u72b6\u3002<\/p>\n<p>Stage 2\uff1a\u81ea\u6211\u8bca\u65ad\uff08Diagnose\uff09\u3002\u4fd7\u8bdd\u8bf4\u201c\u9519\u9898\u672c\u662f\u6700\u597d\u7684\u8001\u5e08\u201d\u3002\u6709\u4e86\u57fa\u7840\u68c0\u7d22\u5668\u540e\uff0c\u8ba9\u5b83\u5728\u8bad\u7ec3\u96c6\u4e0a\u8dd1\u4e00\u904d\uff0c\u4e13\u95e8\u6311\u51fa\u90a3\u4e9b\u5b83\u201c\u627e\u9519\u201d\u7684\u6837\u672c\uff08Informative Instances\uff09\u3002\u8fd9\u4e9b\u80fd\u9ad8\u5206\u9a97\u8fc7\u68c0\u7d22\u5668\u7684\u8d1f\u6837\u672c\uff0c\u5f80\u5f80\u548c\u6b63\u786e\u7b54\u6848\u6709\u7740\u6781\u7ec6\u5fae\u7684\u89c6\u89c9\u5dee\u522b\uff0c\u5b83\u4eec\u6b63\u662f\u6a21\u578b\u80fd\u529b\u9000\u5316\u3001\u8ba4\u77e5\u6700\u6a21\u7cca\u7684\u201c\u76f2\u533a\u201d\u3002<\/p>\n<p>Stage 3\uff1a\u751f\u6210\u6821\u6b63\uff08Generate\uff09\u3002\u62ff\u7740\u8fd9\u4e9b\u6311\u51fa\u6765\u7684\u9519\u9898\uff0c\u4f5c\u8005\u56e2\u961f\u5e76\u6ca1\u6709\u7b80\u5355\u7c97\u66b4\u5730\u8ba9\u539f\u751f\u5927\u6a21\u578b\uff08F\uff09\u91cd\u65b0\u201c\u770b\u56fe\u8bf4\u8bdd\u201d\uff0c\u800c\u662f\u7cbe\u5fc3\u8bbe\u8ba1\u4e86\u4e00\u5957\u5305\u542b\u4e25\u5bc6\u903b\u8f91\u7684\u94fe\u5f0f\u601d\u8003\uff08CoT\uff09\u8bf1\u5bfc\u673a\u5236\u3002\u5177\u4f53\u800c\u8a00\uff0c\u8fd9\u4e2a\u201c\u8bb2\u9898\u201d\u8fc7\u7a0b\u88ab\u5de7\u5999\u5730\u62c6\u89e3\u4e3a\u4e24\u4e2a\u6838\u5fc3\u6b65\u9aa4\uff1a<\/p>\n<p>\u2460 \u610f\u56fe\u5206\u89e3\u4e0e\u9a8c\u8bc1\uff08Intent Decomposition &#038; Verification\uff09\uff1a\u5927\u6a21\u578b\u9996\u5148\u4f1a\u5c06\u539f\u59cb\u7684\u4fee\u6539\u6307\u4ee4\u62c6\u89e3\u6210\u4e00\u4e2a\u4e2a\u201c\u539f\u5b50\u610f\u56fe\u201d\uff0c\u5e76\u6328\u4e2a\u5bf9\u7167\u53c2\u8003\u56fe\u548c\u627e\u9519\u7684\u56fe\u8fdb\u884c\u6838\u67e5\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u51fa\u5230\u5e95\u54ea\u4e00\u4e2a\u7ec6\u7c92\u5ea6\u610f\u56fe\u5728\u9519\u56fe\u4e2d\u88ab\u8fdd\u80cc\u4e86\u3002<\/p>\n<p>\u2461 \u6700\u5c0f\u7f16\u8f91\u5408\u6210\uff08Minimal Edit Synthesis\uff09\uff1a\u5728\u6293\u4f4f\u4e86\u77db\u76fe\u70b9\u540e\uff0c\u5927\u6a21\u578b\u4f1a\u4fdd\u7559\u90a3\u4e9b\u4f9d\u7136\u6210\u7acb\u7684\u610f\u56fe\uff0c\u4ec5\u4ec5\u91cd\u5199\u88ab\u8fdd\u80cc\u7684\u90e8\u5206\uff0c\u4ece\u800c\u201c\u6253\u8865\u4e01\u201d\u5f0f\u5730\u5408\u6210\u51fa\u4e00\u6761\u5168\u65b0\u7684\u4fee\u6539\u6307\u4ee4\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u79cd\u6781\u5176\u7cbe\u5de7\u7684\u8bbe\u8ba1\uff0c\u6846\u67b6\u81ea\u52a8\u751f\u6210\u4e86\u4ece\u201c\u53c2\u8003\u56fe\u201d\u6307\u5411\u201c\u9519\u56fe\u201d\u7684\u5168\u65b0\u7ea0\u9519\u4e09\u5143\u7ec4\u3002\u8fd9\u79cd\u4ece\u539f\u6587\u672c\u5230\u65b0\u6587\u672c\u7684\u201c\u6781\u5c0f\u5e45\u6587\u5b57\u7f16\u8f91\u201d\uff0c\u5728\u89c6\u89c9\u4e0a\u76f4\u63a5\u955c\u50cf\u4e86\u771f\u5b9e\u76ee\u6807\u56fe\u4e0e\u5f3a\u5e72\u6270\u9519\u56fe\u4e4b\u95f4\u6781\u5176\u5fae\u5999\u7684\u5dee\u5f02\uff0c\u4ece\u800c\u4e3a\u68c0\u7d22\u6a21\u578b\u63d0\u4f9b\u4e86\u6781\u5176\u663e\u5f0f\u3001\u9ad8\u5bc6\u5ea6\u7684\u7ec6\u7c92\u5ea6\u56fe\u6587\u5bf9\u9f50\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u79cd\u4e25\u683c\u9075\u5faa\u201c\u6700\u5c0f\u7f16\u8f91\u539f\u5219\u201d\u7684\u751f\u6210\u65b9\u5f0f\uff0c\u7edd\u975e\u65e0\u62d8\u65e0\u675f\u7684\u6587\u672c\u53d1\u6563\uff0c\u5b83\u6700\u5927\u7a0b\u5ea6\u5730\u4fdd\u8bc1\u4e86\u65b0\u6784\u5efa\u7684\u8bad\u7ec3\u4e09\u5143\u7ec4\u4e0e\u539f\u59cb\u6570\u636e\u96c6\u5728\u6570\u636e\u5206\u5e03\u4e0a\u7684\u9ad8\u5ea6\u4e00\u81f4\u6027\u3002\u6700\u540e\uff0c\u518d\u8f85\u4ee5VQA\uff08\u89c6\u89c9\u95ee\u7b54\uff09\u7ea7\u522b\u7684\u8bed\u4e49\u4e00\u81f4\u6027\u8fc7\u6ee4\uff0c\u5254\u9664\u6389\u5e7b\u89c9\u548c\u566a\u97f3\uff0c\u786e\u4fdd\u9001\u5165\u6a21\u578b\u5fae\u8c03\u7684\u201c\u7ea0\u9519\u4fe1\u53f7\u201d\u4e0d\u4ec5\u76f4\u51fb\u75db\u70b9\uff0c\u800c\u4e14\u7edd\u5bf9\u9ad8\u4fdd\u771f\u3002<\/p>\n<p>Stage 4\uff1a\u9488\u5bf9\u6027\u6253\u78e8\uff08Refine\uff09\u3002\u6709\u4e86\u7cbe\u786e\u7684\u7ea0\u9519\u6307\u4ee4\uff0c\u6700\u540e\u4e00\u6b65\u5c31\u662f\u901a\u8fc7\u5206\u7ec4\u5bf9\u6bd4\u5b66\u4e60\uff08Grouped Contrastive Refinement\uff09\u6765\u5b8c\u6210\u8fdb\u5316\u3002\u6846\u67b6\u4f1a\u628a\u539f\u67e5\u8be2\u548c\u5bf9\u5e94\u7684\u7ea0\u9519\u67e5\u8be2\u6253\u5305\u653e\u5728\u540c\u4e00\u4e2a\u6279\u6b21\u91cc\u201c\u5bf9\u51b2\u201d\uff0c\u914d\u5408\u53cc\u91cd\u4f18\u5316\u76ee\u6807\uff0c\u903c\u8feb\u68c0\u7d22\u5668\u53bb\u660e\u786e\u533a\u5206\u90a3\u4e9b\u6781\u5176\u7ec6\u5fae\u7684\u89c6\u89c9-\u8bed\u4e49\u8fb9\u754c\uff0c\u6700\u7ec8\u5c06\u539f\u751f\u5927\u6a21\u578b\u7684\u7ec6\u7c92\u5ea6\u63a8\u7406\u80fd\u529b\u5b8c\u7f8e\u5185\u5316\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u5957\u7ec4\u5408\u62f3\uff0c\u68c0\u7d22\u5668\u4e0d\u4ec5\u91cd\u65b0\u627e\u56de\u4e86\u4e22\u5931\u7684\u7ec6\u7c92\u5ea6\u63a8\u7406\u80fd\u529b\uff0c\u8fd8\u5c06\u5176\u5b8c\u7f8e\u5185\u5316\u5230\u4e86\u81ea\u5df1\u7684\u5411\u91cf\u7a7a\u95f4\u4e2d\u3002<\/p>\n<p>ReCALL\u7684\u6709\u6548\u6027\u5728\u5404\u5927\u4e3b\u6d41\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5f97\u5230\u4e86\u9a8c\u8bc1\u3002<\/p>\n<p>\u770b\u770b\u4e0a\u9762\u7684\u5b9e\u9645\u68c0\u7d22\u6848\u4f8b\uff0c\u57fa\u7ebf\u6a21\u578b\u9047\u5230\u201c\u6b63\u89c6\u955c\u5934\u201d\u3001\u201c\u534a\u8896\u201d\u8fd9\u79cd\u7ec6\u7c92\u5ea6\u6761\u4ef6\u76f4\u63a5\u61f5\u5708\uff1b\u800c\u7ecf\u8fc7ReCALL\u6821\u51c6\u540e\u7684\u6a21\u578b\uff0c\u773c\u5149\u6bd2\u8fa3\uff0c\u7cbe\u51c6\u9501\u5b9a\u76ee\u6807\uff01<\/p>\n<p>ReCALL\u7684\u6210\u529f\u4e0d\u4ec5\u5728\u4e8e\u5237\u65b0\u4e86\u7ec4\u5408\u56fe\u50cf\u68c0\u7d22\u7684\u6027\u80fd\u4e0a\u9650\uff0c\u66f4\u5728\u4e8e\u5b83\u63ed\u793a\u5e76\u4fee\u590d\u4e86\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u5411\u4e0b\u6e38\u4efb\u52a1\u8fc1\u79fb\u65f6\u7684\u4e00\u9053\u9690\u5f62\u88c2\u75d5\u3002<\/p>\n<p>\u5927\u6a21\u578b\u505a\u68c0\u7d22\uff0c\u4e0d\u5e94\u53ea\u662f\u7c97\u66b4\u5730\u5c06\u9ad8\u7ef4\u7684\u201c\u751f\u6210\u5f0f\u667a\u6167\u201d\u538b\u7f29\u964d\u7ef4\u6210\u5355\u4e00\u7684\u201c\u5224\u522b\u5f0f\u5411\u91cf\u201d\u3002\u4ece\u201c\u76f2\u76ee\u5bf9\u9f50\u201d\u5230\u201c\u8bca\u65ad\u2014\u751f\u6210\u2014\u5185\u5316\u201d\u7684\u903b\u8f91\u95ed\u73af\uff0c\u5927\u6a21\u578b\u7684\u68c0\u7d22\u9002\u914d\u6b63\u5728\u8fdb\u5165\u4e00\u4e2a\u5f3a\u8c03\u4fdd\u7559\u4e0e\u6fc0\u53d1\u539f\u751f\u63a8\u7406\u80fd\u529b\u7684\u65b0\u9636\u6bb5\u3002<\/p>\n<p>\u5f53\u6211\u4eec\u4e0d\u518d\u4e00\u5473\u8ffd\u6c42\u7528\u6d77\u91cf\u5916\u90e8\u6570\u636e\u53bb\u201c\u5582\u201d\u51fa\u4e00\u4e2a\u68c0\u7d22\u5668\uff0c\u800c\u662f\u6559\u4f1a\u6a21\u578b\u7528\u81ea\u5df1\u7684\u601d\u7ef4\u94fe\u53bb\u5256\u6790\u9519\u9898\u3001\u7f1d\u5408\u8ba4\u77e5\u76f2\u533a\u65f6\uff0c\u5b83\u4e0d\u4ec5\u627e\u56de\u4e86\u4e22\u5931\u7684\u7ec6\u7c92\u5ea6\u611f\u77e5\uff0c\u66f4\u5c55\u793a\u4e86\u751f\u6210\u4e0e\u5224\u522b\u4e24\u5927\u8303\u5f0f\u8d70\u5411\u548c\u89e3\u7684\u53ef\u80fd\u3002<\/p>\n<p>\u8fd9\u6216\u8bb8\u662f\u5927\u6a21\u578b\u5728\u8bf8\u591a\u5782\u76f4\u9886\u57df\u771f\u6b63\u5b9e\u73b0\u201c\u80fd\u529b\u65e0\u635f\u9002\u914d\u201d\u7684\u91cd\u8981\u4e00\u6b65\u3002<\/p>\n<p>\u8bba\u2f42\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2602.01639\u9879\u2f6c\u4ee3\u7801\uff1ahttps:\/\/github.com\/RemRico\/Recall<\/p>\n<blockquote>\n<p><strong>\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n<p>\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n<p>\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n<p>\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u72ec\u521b\u201c\u8bca\u65ad-\u751f\u6210-\u6821\u51c6\u201d\u95ed\u73af\u4f53\u7cfb<\/p>\n<p>\u751f\u6210\u5f0f\u6a21\u578b\u5f53\u68c0\u7d22\u5668\u5927\u6750\u5c0f\u7528\u6548\u679c\u8fd8\u4e0d\u597d\uff1f<\/p>\n<p>\u5f53\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLM\uff09\u51ed\u501f\u5f3a\u5927\u7684\u56fe\u6587\u7406\u89e3\u4e0e\u903b\u8f91\u63a8\u7406\u80fd\u529b\u6210\u4e3aAI\u9886\u57df\u7684\u6838\u5fc3\u6293\u624b\uff0c\u5c06\u5176\u5e94\u7528\u4e8e\u56fe\u50cf\u68c0\u7d22\u5c24\u5176\u662f\u7ec4\u5408\u56fe\u50cf\u68c0\u7d22\uff08CIR\uff09\u4efb\u52a1\uff0c\u672c\u5e94\u662f\u964d\u7ef4\u6253\u51fb\u7684\u6700\u4f18\u89e3\u3002<\/p>\n<p>\u7136\u800c\u73b0\u5b9e\u5374\u76f8\u6096\uff1a\u628a\u751f\u6210\u5f0f\u5927\u6a21\u578b\u5f3a\u884c\u6539\u9020\u4e3a\u5224\u522b\u5f0f\u68c0\u7d22\u5668\u540e\uff0c\u6a21\u578b\u4f1a\u51fa\u73b0\u4e25\u91cd\u7684\u80fd\u529b\u9000\u5316\uff0c\u8fde\u539f\u672c100%\u80fd\u7cbe\u51c6\u89e3\u51b3\u7684\u95ee\u9898\u90fd\u9891\u9891\u51fa\u9519\uff0c\u751f\u6210\u5f0f\u4e0e\u5224\u522b\u5f0f\u7684\u8303\u5f0f\u51b2\u7a81\uff0c\u6210\u4e3a\u5927\u6a21\u578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