{"id":1184287,"date":"2026-07-02T21:21:00","date_gmt":"2026-07-03T04:21:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1184287"},"modified":"2026-09-01T02:29:14","modified_gmt":"2026-09-01T09:29:14","slug":"acl-icml-%e4%b8%8a%e6%96%b0-%e4%b8%8b%e4%b8%80%e4%bb%a3ai%e5%a6%82%e4%bd%95%e7%90%86%e8%a7%a3%e4%b8%8d%e5%90%8c%e6%96%87%e5%8c%96%e3%80%81%e5%b0%8a%e9%87%8d%e4%b8%8d%e5%90%8c%e4%bb%b7%e5%80%bc","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/acl-icml-%e4%b8%8a%e6%96%b0-%e4%b8%8b%e4%b8%80%e4%bb%a3ai%e5%a6%82%e4%bd%95%e7%90%86%e8%a7%a3%e4%b8%8d%e5%90%8c%e6%96%87%e5%8c%96%e3%80%81%e5%b0%8a%e9%87%8d%e4%b8%8d%e5%90%8c%e4%bb%b7%e5%80%bc\/","title":{"rendered":"ACL + ICML \u4e0a\u65b0 | \u4e0b\u4e00\u4ee3AI\u5982\u4f55\u7406\u89e3\u4e0d\u540c\u6587\u5316\u3001\u5c0a\u91cd\u4e0d\u540c\u4ef7\u503c\u89c2\uff1f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u672c\u671f\u5185\u5bb9\u901f\u89c8\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1.\u57fa\u4e8e\u4eba\u683c\u63d0\u793a\u7684\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u5426\u6a21\u62df\u6587\u5316\u5b50\u7fa4\u4f53\u4ef7\u503c\u89c2\u504f\u597d\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2.CAReDiO\uff1a\u57fa\u4e8e\u4ee3\u8868\u6027\u4e0e\u5dee\u5f02\u6027\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6587\u5316\u5bf9\u9f50\u6570\u636e\u4f18\u5316\u65b9\u6cd5<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3.DisAlign\uff1a\u89e3\u8026\u5171\u8bc6\u4e0e\u4ef7\u503c\u8868\u5f81\uff0c\u5b9e\u73b0\u5927\u6a21\u578b\u53ef\u63a7\u591a\u5143\u4ef7\u503c\u89c2\u5bf9\u9f50<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">4.\u57fa\u4e8e\u4ef7\u503c\u89c2\u7f16\u7801\u8868\u7684\u5927\u6a21\u578b\u6587\u5316\u4ef7\u503c\u89c2\u5bf9\u9f50\u5206\u5e03\u5f0f\u5f00\u653e\u8bc4\u6d4b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">5.MMA-ASIA\uff1a\u9762\u5411\u539f\u751f\u6587\u5316\u611f\u77e5\u7684\u591a\u8bed\u8a00\u591a\u6a21\u6001\u6587\u5316\u5bf9\u9f50\u8bc4\u6d4b\u6846\u67b6<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">6.PICACO\uff1a\u57fa\u4e8e\u603b\u76f8\u5173\u6027\u4f18\u5316\u7684\u591a\u5143\u4e0a\u4e0b\u6587\u4ef7\u503c\u89c2\u5bf9\u9f50<\/p>\n\n\n\n<h2 id=\"1-\u57fa\u4e8e\u4eba\u683c\u63d0\u793a\u7684\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u5426\u6a21\u62df\u6587\u5316\u5b50\u7fa4\u4f53\u4ef7\u503c\u89c2\u504f\u597d\" class=\"wp-block-heading\"> 1.\u57fa\u4e8e\u4eba\u683c\u63d0\u793a\u7684\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u5426\u6a21\u62df\u6587\u5316\u5b50\u7fa4\u4f53\u4ef7\u503c\u89c2\u504f\u597d\uff1f<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"225\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e00\u5f20\u914d\u56fe.jpg\" alt=\"paper title\" class=\"wp-image-1184293\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e00\u5f20\u914d\u56fe.jpg 692w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e00\u5f20\u914d\u56fe-300x98.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e00\u5f20\u914d\u56fe-240x78.jpg 240w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2604.12851\">https:\/\/arxiv.org\/abs\/2604.12851<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u6709\u5927\u8bed\u8a00\u6a21\u578b\u4ef7\u503c\u89c2\u5bf9\u9f50\u591a\u91c7\u7528\u5355\u4e00\u3001\u4ee5\u897f\u65b9\u89c6\u89d2\u4e3a\u4e3b\u7684\u7edf\u4e00\u4ef7\u503c\u89c2\u6807\u51c6\uff0c\u5ffd\u89c6\u4e86\u591a\u5143\u793e\u4f1a\u5185\u90e8\u4e0d\u540c\u6587\u5316\u5b50\u7fa4\u4f53\u7684\u5dee\u5f02\u3001\u751a\u81f3\u51b2\u7a81\u7684\u89c2\u5ff5\uff0c\u6613\u9020\u6210\u6a21\u578b\u5bf9\u90e8\u5206\u7fa4\u4f53\u8f93\u51fa\u4e0d\u9002\u914d\u3001\u5e26\u6709\u504f\u89c1\u7684\u5185\u5bb9\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u4ee5\u591a\u5143\u79cd\u65cf\u5b97\u6559\u5e76\u5b58\u7684\u65b0\u52a0\u5761\u4e3a\u7814\u7a76\u573a\u666f\uff0c\u4f9d\u6258\u4e16\u754c\u4ef7\u503c\u89c2\u8c03\u67e5\u7b2c\u4e03\u6279\u6570\u636e&nbsp;(World Value Survey)\uff0c\u6784\u5efa\u4e86\u5305\u542b2\u4e07\u4f59\u6837\u672c\u7684\u5b50\u7fa4\u4f53\u4ef7\u503c\u89c2\u6570\u636e\u96c6\uff0c\u63d0\u51fa\u6a21\u6001\u591a\u6837\u6027\u5f97\u5206\uff08MDS\uff09\u7528\u4e8e\u91cf\u5316\u7fa4\u4f53\u95f4\u7684\u4ef7\u503c\u5171\u8bc6\u4e0e\u51b2\u7a81\u7a0b\u5ea6\uff0c\u5e76\u8bbe\u8ba1\u4e86\u9762\u5411\u672a\u89c1\u8fc7\u7684\u4ea4\u53c9\u4eba\u53e3\u7ec4\u5408\u7684\u6cdb\u5316\u8bc4\u4f30\u6846\u67b6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"366\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e00\u5f20\u914d\u56fe1.jpg\" alt=\"diagram\" class=\"wp-image-1184294\" style=\"aspect-ratio:1.89074104637729;object-fit:cover;width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e00\u5f20\u914d\u56fe1.jpg 692w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e00\u5f20\u914d\u56fe1-300x159.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e00\u5f20\u914d\u56fe1-240x127.jpg 240w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u5b9e\u9a8c\u6846\u67b6\u6982\u8ff0\u3002(A)\u5148\u5229\u7528\u6a21\u6001\u591a\u6837\u6027\u8bc4\u5206\u6784\u5efa\u793e\u4f1a\u4ef7\u503c\u89c2\u666f\u89c2\u56fe\u3002\uff08B\u2013C\uff09\u57fa\u4e8e\u7ed3\u6784\u5316\u504f\u597d\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u9a8c\u8bc1\uff1ai\uff09\u5bf9\u672a\u89c1\u8fc7\u7684\u4ea4\u53c9\u5c5e\u6027\u7279\u5f81\uff08\u5982\u5e74\u9f84\u00d7\u5b97\u6559\uff09\u7684\u7ec4\u5408\u6cdb\u5316\u80fd\u529b\uff1bii\uff09\u5411\u5f00\u653e\u5f0f\u751f\u6210\u4efb\u52a1\u7684\u8fc1\u79fb\u6027\u80fd\u3002(D)\u867d\u7136SFT\u5728\u5206\u5e03\u5916\uff08OOD\uff09\u5b50\u7fa4\u4f53\u4e0a\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u51c6\u786e\u7387\u63d0\u5347\uff0c\u4f46(E)\u5206\u6790\u663e\u793a\u5176\u6027\u80fd\u4ecd\u660e\u663e\u504f\u5411\u4e3b\u6d41\u4eba\u53e3\u7fa4\u4f53\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9a8c\u663e\u793a\uff0c\u672a\u5fae\u8c03\u57fa\u7ebf\u4e2d\uff0cGPT-4.1\u7b49\u4e3b\u6d41\u5927\u6a21\u578b\u5bf9\u5b50\u7fa4\u4f53\u6a21\u6001\u504f\u597d\u7684\u9884\u6d4b\u51c6\u786e\u7387\u4ec557.4%\uff1b\u5728\u7ed3\u6784\u5316\u6570\u636e\u4e0a\u505a\u7b80\u5355\u76d1\u7763\u5fae\u8c03\u540e\uff0c\u5206\u5e03\u5916\u5b50\u7fa4\u4f53\u7684\u9884\u6d4b\u51c6\u786e\u7387\u5e73\u5747\u63d0\u534717.4%\uff0c\u5f52\u4e00\u5316\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\u964d\u4f4e0.096\uff0c\u90e8\u5206\u5bf9\u9f50\u80fd\u529b\u53ef\u8fc1\u79fb\u81f3\u5f00\u653e\u5f0f\u751f\u6210\u4efb\u52a1\u3002\u7136\u800c\uff0c\u6a21\u578b\u5b58\u5728\u663e\u8457\u7684\u9884\u8bad\u7ec3\u504f\u5dee\uff0c\u5bf9\u5e74\u8f7b\u3001\u7537\u6027\u3001\u534e\u88d4\u3001\u57fa\u7763\u6559\u80cc\u666f\u7684\u4ef7\u503c\u89c2\u6a21\u62df\u6548\u679c\u66f4\u597d\uff1b\u5fae\u8c03\u867d\u7136\u63d0\u5347\u4e86\u6574\u4f53\u9884\u6d4b\u51c6\u786e\u7387\uff0c\u4f46\u4f1a\u62c9\u5927\u5404\u5b50\u7fa4\u4f53\u5728\u8ddd\u79bb\u611f\u77e5\u6307\u6807\uff08NMAE\uff09\u4e0a\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u66b4\u9732\u51fa\u5e73\u5747\u6307\u6807\u63a9\u76d6\u516c\u5e73\u6027\u7684\u98ce\u9669\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8e\u7ed3\u6784\u5316\u6570\u636e\u7684\u8f7b\u91cf\u5fae\u8c03\u53ef\u5b9e\u73b0\u7ec6\u7c92\u5ea6\u7684\u5b50\u7fa4\u4f53\u4ef7\u503c\u89c2\u5bf9\u9f50\uff0c\u4f46\u9700\u5c06\u516c\u5e73\u6027\u7eb3\u5165\u6838\u5fc3\u8003\u91cf\uff0c\u907f\u514d\u653e\u5927\u793e\u4f1a\u56fa\u6709\u504f\u89c1\uff0c\u4e3a\u6784\u5efa\u6587\u5316\u654f\u611f\u3001\u7fa4\u4f53\u516c\u5e73\u7684\u667a\u80fd\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5b9e\u8bc1\u4f9d\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-left\" id=\"2-caredio-\u57fa\u4e8e\u4ee3\u8868\u6027\u4e0e\u5dee\u5f02\u6027\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6587\u5316\u5bf9\u9f50\u6570\u636e\u4f18\u5316\u65b9\u6cd5\">2. CAReDiO\uff1a\u57fa\u4e8e\u4ee3\u8868\u6027\u4e0e\u5dee\u5f02\u6027\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6587\u5316\u5bf9\u9f50\u6570\u636e\u4f18\u5316\u65b9\u6cd5<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"217\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e8c\u5f20\u914d\u56fe.png\" alt=\"paper title\" class=\"wp-image-1184295\" style=\"aspect-ratio:3.986435047408125;object-fit:cover;width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e8c\u5f20\u914d\u56fe.png 865w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e8c\u5f20\u914d\u56fe-300x75.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e8c\u5f20\u914d\u56fe-768x193.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e8c\u5f20\u914d\u56fe-240x60.png 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2504.08820\">https:\/\/arxiv.org\/abs\/2504.08820<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u8bed\u8a00\u6a21\u578b\u8de8\u6587\u5316\u90e8\u7f72\u65f6\uff0c\u666e\u904d\u5b58\u5728\u4ee5\u897f\u65b9\u89c6\u89d2\u4e3a\u4e3b\u7684\u56fa\u6709\u6587\u5316\u504f\u5dee\uff0c\u800c\u4e13\u7528\u4e8e\u6587\u5316\u5bf9\u9f50\u7684\u8bad\u7ec3\u6570\u636e\u5b58\u5728\u4e24\u5927\u77ed\u677f\uff1a\u8981\u4e48\u96be\u4ee5\u6293\u53d6\u672c\u571f\u7fa4\u4f53\u5171\u8bc6\u3001\u6587\u5316\u4ee3\u8868\u6027\u4e0d\u8db3\uff0c\u8981\u4e48\u65e0\u6cd5\u533a\u5206\u4e0d\u540c\u6587\u5316\u95f4\u72ec\u6709\u7279\u8d28\u3001\u5dee\u5f02\u6027\u4e0d\u8db3\uff0c\u5bf9\u9f50\u6548\u679c\u53d7\u9650\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86CAReDiO\u6570\u636e\u4f18\u5316\u6846\u67b6\uff0c\u57fa\u4e8e\u6587\u5316\u5171\u8bc6\u7406\u8bba\u8bbe\u8ba1\u4e86\u4fe1\u606f\u589e\u76ca\u76ee\u6807\u4ee5\u7b5b\u9009\u5177\u6709\u6587\u5316\u4ee3\u8868\u6027\u7684\u95ee\u7b54\u6848\u4f8b\uff0c\u6839\u636e\u8ba4\u77e5\u51b2\u7a81\u7406\u8bba\u8bbe\u8ba1\u4e86\u6587\u5316\u6563\u5ea6\u76ee\u6807\u4ee5\u589e\u5f3a\u6837\u672c\u5728\u76ee\u6807\u6587\u5316\u4e0a\u7684\u72ec\u7279\u6027\uff0c\u5e76\u91c7\u7528\u57fa\u4e8e\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u8fed\u4ee3\u65b9\u6848\u4ea4\u66ff\u4f18\u5316\u95ee\u9898\u3001\u56de\u7b54\uff0c\u81ea\u52a8\u751f\u6210\u517c\u5177\u4ee3\u8868\u6027\u4e0e\u5dee\u5f02\u6027\u7684\u6587\u5316\u6570\u636e\u96c6CARDSet\uff0c\u6570\u636e\u96c6\u8986\u76d6\u5168\u740315\u79cd\u6587\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"693\" height=\"278\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e8c\u7ae0\u914d\u56fe2.jpg\" alt=\"diagram\" class=\"wp-image-1184296\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e8c\u7ae0\u914d\u56fe2.jpg 693w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e8c\u7ae0\u914d\u56fe2-300x120.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e8c\u7ae0\u914d\u56fe2-240x96.jpg 240w\" sizes=\"auto, (max-width: 693px) 100vw, 693px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aCAReDiO\u6846\u67b6\u5305\u542b\u4e24\u4e2a\u57fa\u4e8e\u4fe1\u606f\u8bba\u7684\u76ee\u6807\u6a21\u5757\uff08\u5206\u522b\u7528\u4e8e\u63d0\u5347\u4ee3\u8868\u6027\u4e0e\u72ec\u7279\u6027\uff09\uff0c\u4ee5\u53ca\u4e00\u4e2a\u8fed\u4ee3\u65b9\u6848\u4ee5\u4ea4\u66ff\u4f18\u5316\u95ee\u9898\u4e0e\u56de\u7b54\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u6a21\u578b\u5fae\u8c03\u4e0e\u591a\u57fa\u51c6\u6d4b\u8bc4\u8868\u660e\uff0cCAReDiO\u4ea7\u51fa\u7684\u6570\u636e\u627f\u8f7d\u66f4\u4e30\u5bcc\u3001\u66f4\u6709\u4ee3\u8868\u6027\u7684\u672c\u571f\u6587\u5316\u4fe1\u606f\uff0c\u8de8\u6587\u5316\u805a\u7c7b\u533a\u5206\u6548\u679c\u66f4\u5f3a\uff1b\u4ec5200\u6761\u8bad\u7ec3\u6837\u672c\u5373\u53ef\u5b8c\u6210\u9ad8\u6548\u6587\u5316\u5bf9\u9f50\uff0c\u5728\u9009\u62e9\u9898\u4e0e\u5f00\u653e\u5f0f\u751f\u6210\u4efb\u52a1\u4e2d\u5747\u7a33\u5b9a\u4f18\u4e8e\u5df2\u6709\u7684\u6587\u5316\u5bf9\u9f50\u6570\u636e\u96c6\u3002\u9488\u5bf9\u4e2d\u65e5\u97e9\u8fd9\u7c7b\u6587\u5316\u76f8\u8fd1\u533a\u57df\uff0c\u8be5\u6846\u67b6\u80fd\u6709\u6548\u62c9\u5f00\u7fa4\u4f53\u4ef7\u503c\u89c2\u7684\u8fb9\u754c\u3001\u964d\u4f4e\u6a21\u578b\u6587\u5316\u6df7\u6dc6\u3002\u6bcd\u8bed\u4eba\u5de5\u8bc4\u6d4b\u7ed3\u679c\u4e5f\u8bc1\u5b9e\uff0c\u57fa\u4e8eCARDSet\u5fae\u8c03\u7684\u6a21\u578b\u8f93\u51fa\u66f4\u8d34\u5408\u672c\u5730\u4eba\u7fa4\u771f\u5b9e\u7684\u4ef7\u503c\u89c2\u5ff5\u3002CAReDiO\u4e3a\u4f4e\u6210\u672c\u3001\u7ec6\u7c92\u5ea6\u7684\u591a\u5143\u6587\u5316\u5927\u6a21\u578b\u5bf9\u9f50\u63d0\u4f9b\u4e86\u53ef\u6269\u5c55\u7684\u6807\u51c6\u5316\u6570\u636e\u6784\u5efa\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-left\" id=\"3-disalign-\u89e3\u8026\u5171\u8bc6\u4e0e\u4ef7\u503c\u8868\u5f81-\u5b9e\u73b0\u5927\u6a21\u578b\u53ef\u63a7\u591a\u5143\u4ef7\u503c\u89c2\u5bf9\u9f50\">3.DisAlign\uff1a\u89e3\u8026\u5171\u8bc6\u4e0e\u4ef7\u503c\u8868\u5f81\uff0c\u5b9e\u73b0\u5927\u6a21\u578b\u53ef\u63a7\u591a\u5143\u4ef7\u503c\u89c2\u5bf9\u9f50<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"243\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e09\u5f20\u914d\u56fe.png\" alt=\"paper title\" class=\"wp-image-1184297\" style=\"aspect-ratio:3.5599505562422746;object-fit:cover;width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e09\u5f20\u914d\u56fe.png 865w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e09\u5f20\u914d\u56fe-300x84.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e09\u5f20\u914d\u56fe-768x216.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e09\u5f20\u914d\u56fe-240x67.png 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/openreview.net\/pdf?id=0xiTAhvLj6\">https:\/\/openreview.net\/pdf?id=0xiTAhvLj6<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4f20\u7edf\u5927\u8bed\u8a00\u6a21\u578b\u591a\u5143\u5316\u4ef7\u503c\u89c2\u5bf9\u9f50\u65f6\uff0c\u5e38\u56e0\u4ef7\u503c\u7ef4\u5ea6\u5929\u7136\u8026\u5408\uff0c\u5bfc\u81f4\u5728\u8c03\u6574\u67d0\u4e00\u9879\u4ef7\u503c\u89c2\u504f\u597d\u7684\u540c\u65f6\u8fde\u5e26\u5e72\u6270\u5176\u4f59\u4ef7\u503c\u76ee\u6807\u4e0e\u57fa\u7840\u80fd\u529b\uff0c\u96be\u4ee5\u5b9e\u73b0\u7cbe\u7ec6\u53ef\u63a7\u7684\u591a\u5143\u4ef7\u503c\u89c2\u5bf9\u9f50\u3002\u800c\u73b0\u6709\u6a21\u578b\u878d\u5408\u65b9\u6cd5\u5927\u591a\u672a\u8003\u8651\u8fd9\u79cd\u5185\u5728\u7ea0\u7f20\uff0c\u5bfc\u81f4\u7cbe\u7ec6\u5316\u4ef7\u503c\u5bf9\u9f50\u5931\u8d25\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86DisAlign\u591a\u5143\u5316\u4ef7\u503c\u89c2\u5bf9\u9f50\u6846\u67b6\uff0c\u4ece\u4fe1\u606f\u51e0\u4f55\u7684\u89d2\u5ea6\u5c06\u591a\u79cd\u4ef7\u503c\u89c2\u8868\u5f81\u62c6\u89e3\u4e3a\u5171\u8bc6\u4e0e\u72ec\u7279\u6027\u4e24\u90e8\u5206\uff1a\u5148\u901a\u8fc7\u4e58\u79ef\u5f0f\u4e13\u5bb6\u6a21\u578b\u6784\u5efa\u5171\u8bc6\u70b9\uff0c\u518d\u5bf9\u4e13\u5bb6\u6b8b\u5dee\u8868\u5f81\u505a\u5e7f\u4e49\u7279\u5f81\u503c\u8c31\u5206\u89e3\uff0c\u63d0\u53d6\u4f4e\u79e9\u7684\u4ef7\u503c\u89c2\u5171\u8bc6\u5b50\u7a7a\u95f4\u548c\u72ec\u7279\u4ef7\u503c\u89c2\u5b50\u7a7a\u95f4\uff0c\u5b9e\u73b0\u591a\u4ef7\u503c\u89c2\u7684\u72ec\u7acb\u8c03\u63a7\u3002\u8be5\u65b9\u6cd5\u65e0\u9700\u91cd\u590d\u8bad\u7ec3\uff0c\u4ec5\u901a\u8fc7\u53c2\u6570\u7ebf\u6027\u7ec4\u5408\u5373\u53ef\u9002\u914d\u4efb\u610f\u7528\u6237\u6307\u5b9a\u7684\u4ef7\u503c\u89c2\u6743\u91cd\u7ec4\u5408\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"202\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e09\u5f20\u914d\u56fe2.jpg\" alt=\"diagram\" class=\"wp-image-1184298\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e09\u5f20\u914d\u56fe2.jpg 692w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e09\u5f20\u914d\u56fe2-300x88.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e09\u5f20\u914d\u56fe2-240x70.jpg 240w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a(A)\u5355\u8f6e\u5bf9\u8bdd\u4e2d\u5b58\u5728\u591a\u4e2a\u503c\u8868\u8fbe\u5f0f\u3002(B)\u7531\u4e8e\u6570\u636e\u6df7\u5408\uff0c\u4f1a\u51fa\u73b0\u53c2\u6570\u8026\u5408\u73b0\u8c61\u3002(C) DisAlign\u6846\u67b6\u6c42\u89e3\u5171\u8bc6\u5b50\u7a7a\u95f4\u4e0e\u552f\u4e00\u503c\u5b50\u7a7a\u95f4\u7684\u793a\u610f\u56fe\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u9053\u5fb7\u57fa\u7840\u3001\u65e5\u5e38\u56f0\u5883\u3001\u4ef7\u503c\u68f1\u955c\u4e09\u7c7b\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u663e\u793a\uff0cDisAlign\u5728\u591a\u7ef4\u5ea6\u3001\u968f\u673a\u7ef4\u5ea6\u3001\u5168\u7ef4\u5ea6\u4ef7\u503c\u89c2\u5bf9\u9f50\u4efb\u52a1\u4e2d\u51c6\u786e\u7387\u5747\u8d85\u73b0\u6709\u6700\u4f18\u57fa\u7ebf\u3002\u9488\u5bf9\u5173\u6000\u3001\u5fe0\u8bda\u7b49\u5bf9\u7acb\u51b2\u7a81\u4ef7\u503c\u89c2\u53ef\u5e73\u6ed1\u5207\u6362\u8c03\u63a7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d88\u878d\u5b9e\u9a8c\u8bc1\u5b9e\uff0c\u5171\u8bc6\u5b50\u7a7a\u95f4\u4e3b\u8981\u4fdd\u7559\u6a21\u578b\u901a\u7528\u80fd\u529b\u4e0e\u5171\u8bc6\u4ef7\u503c\u90e8\u5206\uff0c\u4ef7\u503c\u89c2\u72ec\u7279\u5b50\u7a7a\u95f4\u5219\u7cbe\u51c6\u627f\u8f7d\u4e0d\u540c\u4ef7\u503c\u7684\u5dee\u5f02\u6027\u504f\u597d\u3002\u4e8c\u8005\u7ed3\u5408\u540e\uff0c\u53ef\u5b9e\u73b0\u6a21\u578b\u6570\u5b66\u3001\u4ee3\u7801\u7b49\u57fa\u7840\u80fd\u529b\u57fa\u672c\u65e0\u635f\u8017\u7684\u591a\u5143\u5316\u5bf9\u9f50\u3002\u8be5\u65b9\u6cd5\u4e3a\u5927\u6a21\u578b\u5728\u5b89\u5168\u5408\u89c4\u524d\u63d0\u4e0b\u9002\u914d\u591a\u5143\u7528\u6237\u4ef7\u503c\u89c2\u504f\u597d\u63d0\u4f9b\u4e86\u53ef\u89e3\u91ca\u3001\u53ef\u63a7\u5236\u7684\u6280\u672f\u8def\u5f84\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-left\" id=\"4-\u57fa\u4e8e\u4ef7\u503c\u89c2\u7f16\u7801\u8868\u7684\u5927\u6a21\u578b\u6587\u5316\u4ef7\u503c\u89c2\u5bf9\u9f50\u5206\u5e03\u5f0f\u5f00\u653e\u8bc4\u6d4b\">4.\u57fa\u4e8e\u4ef7\u503c\u89c2\u7f16\u7801\u8868\u7684\u5927\u6a21\u578b\u6587\u5316\u4ef7\u503c\u89c2\u5bf9\u9f50\u5206\u5e03\u5f0f\u5f00\u653e\u8bc4\u6d4b<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"259\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u56db\u5f20\u914d\u56fe.png\" alt=\"paper title\" class=\"wp-image-1184299\" style=\"aspect-ratio:3.33990490548533;object-fit:cover;width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u56db\u5f20\u914d\u56fe.png 865w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u56db\u5f20\u914d\u56fe-300x90.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u56db\u5f20\u914d\u56fe-768x230.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u56db\u5f20\u914d\u56fe-240x72.png 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"\u8bba\u6587\u94fe\u63a5-https-arxiv-org-abs-2604-06210\">\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2604.06210\">https:\/\/arxiv.org\/abs\/2604.06210<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f34\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5168\u7403\u90e8\u7f72\uff0c\u6587\u5316\u4ef7\u503c\u89c2\u5bf9\u9f50\u662f\u6a21\u578b\u5b89\u5168\u4e0e\u7528\u6237\u4f53\u9a8c\u7684\u6838\u5fc3\u4fdd\u969c\uff0c\u4f46\u73b0\u6709\u8bc4\u6d4b\u4f53\u7cfb\u666e\u904d\u5b58\u5728\u201c\u6548\u5ea6&nbsp;&#8211;&nbsp;\u6784\u6210-&nbsp;\u8bed\u5883\u201d\u4e09\u91cd\u6311\u6218\uff1a\u4f9d\u8d56\u9009\u62e9\u9898\u7684\u8bc4\u6d4b\u8303\u5f0f\u4ec5\u80fd\u68c0\u9a8c\u8868\u5c42\u6587\u5316\u77e5\u8bc6\uff0c\u65e0\u6cd5\u8fd8\u539f\u6a21\u578b\u771f\u5b9e\u7684\u4ef7\u503c\u89c2\u503e\u5411\uff0c\u6613\u53d7\u95ee\u5377\u9009\u9879\u3001\u793e\u4f1a\u671f\u671b\u504f\u5dee\u5e72\u6270\uff1b\u4f9d\u9760\u5e73\u5747\u5206\u7684\u5206\u6570\u805a\u5408\u65b9\u5f0f\u5219\u5ffd\u7565\u540c\u4e00\u6587\u5316\u5185\u90e8\u4e0d\u540c\u5b50\u7fa4\u4f53\u7684\u4ef7\u503c\u89c2\u5f02\u6784\u6027\uff1b\u8bc4\u6d4b\u573a\u666f\u4ee5\u5c01\u95ed\u5f0f\u95ee\u7b54\u4e3a\u4e3b\uff0c\u4e0e\u771f\u5b9e\u5f00\u653e\u5f0f\u751f\u6210\u573a\u666f\u8131\u8282\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u57fa\u4e8e\u4ef7\u503c\u89c2\u7f16\u7801\u8868\u7684\u5206\u5e03\u5f0f\u5f00\u653e\u8bc4\u6d4b\u6846\u67b6DOVE\u3002\u8be5\u6846\u67b6\u4ece\u7f8e\u3001\u4e2d\u3001\u65e5\u3001\u97e9\u56db\u56fd\u6536\u96c6\u4e861.5\u4e07\u4f59\u7bc7\u771f\u5b9e\u4eba\u7c7b\u64b0\u5199\u7684\u957f\u6587\u672c\uff0c\u901a\u8fc7\u7ed3\u5408\u6709\u635f\u538b\u7f29\u7684\u53d8\u5206\u4f18\u5316\u81ea\u52a8\u6784\u5efa\u7d27\u51d1\u7684\u4ef7\u503c\u89c2\u7f16\u7801\u8868\uff0c\u5c06\u6587\u672c\u6620\u5c04\u81f3\u7ed3\u6784\u5316\u7684\u4ef7\u503c\u89c2\u7a7a\u95f4\uff0c\u8fc7\u6ee4\u65e0\u5173\u7684\u8bed\u4e49\u566a\u58f0\u3002\u7136\u540e\uff0c\u6846\u67b6\u5bf9\u6d4b\u8bd5\u5206\u6570\u91c7\u7528\u975e\u5e73\u8861\u6700\u4f18\u4f20\u8f93\u6307\u6807\u8fdb\u884c\u805a\u5408\uff0c\u4ee5\u6709\u6548\u91cf\u5316\u4eba\u7c7b\u4e0e\u6a21\u578b\u751f\u6210\u6587\u672c\u7684\u4ef7\u503c\u89c2\u7684\u5206\u5e03\u7ea7\u522b\u5dee\u5f02\uff0c\u4fdd\u7559\u6587\u5316\u5185\u90e8\u7684\u5206\u5e03\u7ed3\u6784\u7279\u5f81\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"260\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u56db\u7ae0\u914d\u56fe2.jpg\" alt=\"diagram\" class=\"wp-image-1184300\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u56db\u7ae0\u914d\u56fe2.jpg 692w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u56db\u7ae0\u914d\u56fe2-300x113.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u56db\u7ae0\u914d\u56fe2-240x90.jpg 240w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aDOVE\u6846\u67b6\u3002\u8be5\u6846\u67b6\u5305\u542b\u4e24\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1ai\uff09\u6709\u635f\u538b\u7f29\u53d8\u5206\u4f18\u5316\u65b9\u6cd5\uff08\u5de6\uff09\uff0c\u7528\u4e8e\u4ece\u5927\u89c4\u6a21\u4fe1\u606f\u4e30\u5bcc\u7684\u6587\u6863\u8bed\u6599\u5e93\u4e2d\u81ea\u52a8\u6784\u5efa\u7d27\u51d1\u7684\u4ef7\u503c\u89c2\u7f16\u7801\u8868\uff1bii\uff09\u6700\u4f18\u4f20\u8f93\u5ea6\u91cf\u6307\u6807\uff08\u53f3\uff09\uff0c\u7528\u4e8e\u6bd4\u8f83\u4eba\u7c7b\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u4ef7\u503c\u89c2\u5728\u5206\u5e03\u7ea7\u522b\u7684\u6563\u5ea6\uff0c\u4ece\u800c\u5e94\u5bf9C3\u6311\u6218\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u572812\u6b3e\u4e3b\u6d41\u5927\u6a21\u578b\u7684\u5b9e\u9a8c\u4e2d\uff0cDOVE\u5c55\u73b0\u51fa\u4f18\u5f02\u7684\u8bc4\u6d4b\u6548\u5ea6\uff0c\u4e0e\u4e0b\u6e38\u6587\u5316\u76f8\u5173\u4efb\u52a1\u7684\u76f8\u5173\u6027\u8fbe31.56%\uff0c\u8868\u73b0\u663e\u8457\u4f18\u4e8e\u4f20\u7edf\u95ee\u5377\u3001\u9009\u62e9\u9898\u7c7b\u57fa\u51c6\uff1b\u5355\u6587\u5316\u4ec5\u9700500\u6761\u8bc4\u6d4b\u6837\u672c\uff0c\u5373\u53ef\u7ef4\u6301\u7a33\u5b9a\u7684\u8bc4\u6d4b\u4fe1\u5ea6\u3002\u6d88\u878d\u5b9e\u9a8c\u8bc1\u5b9e\uff0c\u4ef7\u503c\u89c2\u7f16\u7801\u8868\u4e0e\u975e\u5e73\u8861\u6700\u4f18\u4f20\u8f93\u5ea6\u91cf\u5206\u522b\u8d21\u732e\u4e86\u6838\u5fc3\u6548\u5ea6\u589e\u76ca\uff0c\u524d\u8005\u53ef\u6709\u6548\u5265\u79bb\u975e\u4ef7\u503c\u8bed\u4e49\u5e72\u6270\uff0c\u540e\u8005\u80fd\u7cbe\u51c6\u6355\u6349\u6587\u5316\u5185\u90e8\u5206\u5e03\u7ed3\u6784\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u65b9\u6cd5\u7a81\u7834\u4e86\u4f20\u7edf\u8bc4\u6d4b\u7684\u8303\u5f0f\u5c40\u9650\uff0c\u4e3a\u6784\u5efa\u6587\u5316\u654f\u611f\u7684\u667a\u80fd\u7cfb\u7edf\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u3001\u53ef\u89e3\u91ca\u7684\u8bc4\u6d4b\u5de5\u5177\uff0c\u4e5f\u4e3a\u8de8\u6587\u5316\u89c6\u89d2\u4e0b\u7684\u5927\u6a21\u578b\u4ef7\u503c\u89c2\u5bf9\u9f50\u7814\u7a76\u5960\u5b9a\u4e86\u65b9\u6cd5\u8bba\u57fa\u7840\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-left\" id=\"5-mma-asia-\u9762\u5411\u539f\u751f\u6587\u5316\u611f\u77e5\u7684\u591a\u8bed\u8a00\u591a\u6a21\u6001\u6587\u5316\u5bf9\u9f50\u8bc4\u6d4b\u6846\u67b6\">5.MMA-ASIA\uff1a\u9762\u5411\u539f\u751f\u6587\u5316\u611f\u77e5\u7684\u591a\u8bed\u8a00\u591a\u6a21\u6001\u6587\u5316\u5bf9\u9f50\u8bc4\u6d4b\u6846\u67b6<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"376\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e94\u5f20\u914d\u56fe-3.jpg\" alt=\"paper title\" class=\"wp-image-1184301\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e94\u5f20\u914d\u56fe-3.jpg 692w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e94\u5f20\u914d\u56fe-3-300x163.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e94\u5f20\u914d\u56fe-3-240x130.jpg 240w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2510.08608\">https:\/\/arxiv.org\/abs\/2510.08608<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u8bed\u8a00\u591a\u6a21\u6001\u5927\u6a21\u578b\u5df2\u5728\u5168\u7403\u8303\u56f4\u5185\u5e7f\u6cdb\u5e94\u7528\uff0c\u4f46\u5728\u4e00\u4e9b\u4f4e\u8d44\u6e90\u6587\u5316\u573a\u666f\u4e0b\u7684\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\u4ecd\u663e\u4e0d\u8db3\u3002\u73b0\u6709\u6587\u5316\u8bc4\u6d4b\u6570\u636e\u96c6\u666e\u904d\u5b58\u5728\u8de8\u6a21\u6001\u5bf9\u9f50\u4e0d\u8db3\u3001\u4f4e\u8d44\u6e90\u4e9a\u6d32\u8bed\u8a00\u8986\u76d6\u7f3a\u5931\u3001\u6613\u4ea7\u751f\u9009\u62e9\u9898\u6377\u5f84\u5b66\u4e60\u5e72\u6270\u7b49\u95ee\u9898\uff0c\u96be\u4ee5\u771f\u5b9e\u53cd\u6620\u6a21\u578b\u7684\u6587\u5316\u8ba4\u77e5\u6c34\u5e73\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86\u8986\u76d68\u4e2a\u4e9a\u6d32\u56fd\u5bb6\u300110\u79cd\u8bed\u8a00\u7684MMA-ASIA\u8bc4\u6d4b\u6846\u67b6\uff0c\u5305\u542b27,000\u9053\u7531\u672c\u5730\u4e13\u5bb6\u4eba\u5de5\u6807\u6ce8\u7684\u591a\u9009\u9898\uff0c\u5176\u4e2d79%\u4ee5\u4e0a\u7684\u9898\u76ee\u662f\u9700\u8981\u7ed3\u5408\u6587\u5316\u80cc\u666f\u7684\u591a\u6b65\u63a8\u7406\u3002\u8be5\u57fa\u51c6\u9996\u6b21\u5b8c\u6210\u6587\u672c\u3001\u56fe\u50cf\u89c6\u89c9\u95ee\u7b54\u3001\u8bed\u97f3\u4e09\u7c7b\u8f93\u5165\u7684\u8bed\u4e49\u5bf9\u9f50\uff0c\u652f\u6301\u7edf\u4e00\u6761\u4ef6\u4e0b\u7684\u8de8\u6a21\u6001\u80fd\u529b\u5bf9\u6bd4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MMA-ASIA\u6846\u67b6\u63d0\u51fa\u4e86\u4e94\u7ef4\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u6db5\u76d6\u8de8\u6587\u5316\u8ba4\u77e5\u5dee\u5f02\u3001\u8de8\u8bed\u8a00\u4e00\u81f4\u6027\u3001\u8de8\u6a21\u6001\u4e00\u81f4\u6027\u3001\u6587\u5316\u77e5\u8bc6\u6cdb\u5316\u6027\u4e0e\u4f9d\u636e\u6709\u6548\u6027\uff0c\u540c\u65f6\u642d\u8f7d\u6587\u5316\u4f9d\u636e\u9a8c\u8bc1\u6a21\u5757\uff0c\u53ef\u7cbe\u51c6\u8bc6\u522b\u6a21\u578b\u6377\u5f84\u5b66\u4e60\u884c\u4e3a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"356\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e94\u5f20\u914d\u56fe-2-1.jpg\" alt=\"diagram\" class=\"wp-image-1184302\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e94\u5f20\u914d\u56fe-2-1.jpg 692w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e94\u5f20\u914d\u56fe-2-1-300x154.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u4e94\u5f20\u914d\u56fe-2-1-240x123.jpg 240w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1aMMA-ASIA\u8bc4\u4f30\u6846\u67b6\u6982\u8ff0\uff1a\u6570\u636e\u521b\u5efa\u7ba1\u9053\u3001\u4ee3\u8868\u6027\u6570\u636e\u96c6\u6837\u672c\u548c\u8bc4\u4f30\u7ef4\u5ea6\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u57fa\u4e8e15\u6b3e\u4e3b\u6d41\u591a\u6a21\u6001\u5927\u6a21\u578b\u5b8c\u6210\u4e86\u5168\u7ef4\u5ea6\u8bc4\u6d4b\uff0c\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff1a\u6a21\u578b\u5728\u4f4e\u8d44\u6e90\u4e9a\u6d32\u8bed\u79cd\u4e0a\u7684\u51c6\u786e\u7387\u76f8\u8f83\u82f1\u6587\u5927\u5e45\u4e0b\u6ed1\uff0c\u8de8\u6a21\u6001\u4e00\u81f4\u6027\u666e\u904d\u5f31\u4e8e\u7eaf\u6587\u672c\u4efb\u52a1\uff1b\u5404\u7c7b\u6a21\u578b\u4e2d5%\u201320%\u7684\u6b63\u786e\u4f5c\u7b54\u5e76\u975e\u4f9d\u6258\u771f\u5b9e\u6587\u5316\u63a8\u7406\uff0c\u800c\u662f\u4f9d\u9760\u6377\u5f84\u5b66\u4e60\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fdb\u4e00\u6b65\u5206\u6790\u53d1\u73b0\uff0c\u89c6\u89c9\u95ee\u7b54\u4e2d\u5b58\u5728\u201c\u63d0\u793a\u5f15\u5bfc\u7684\u9009\u62e9\u6027\u6ce8\u610f\u529b\u504f\u5dee\u201d\uff0c\u6a21\u578b\u6613\u5ffd\u7565\u5173\u952e\u6587\u5316\u89c6\u89c9\u7ebf\u7d22\uff1b\u56fe\u50cftoken\u4f1a\u5bfc\u81f4\u63a8\u7406\u5e7b\u89c9\uff0c\u4f46\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u7684\u89c6\u89c9\u6d88\u878d\u524d\u7f00\u91cd\u653e\u65b9\u6cd5\u53ef\u6d88\u966438%\u7684\u76f8\u5173\u9519\u8bef\u3002\u5b9e\u9a8c\u4e5f\u540c\u65f6\u8bc1\u5b9e\u53e3\u97f3\u53ef\u4f5c\u4e3a\u6709\u6548\u7684\u6587\u5316\u5148\u9a8c\uff0c\u5c0f\u5e45\u63d0\u5347\u8bed\u97f3\u95ee\u7b54\u6548\u679c\uff0c\u4e0d\u8fc7\uff0c\u591a\u6b65\u6587\u5316\u7684\u63a8\u7406\u4efb\u52a1\u666e\u904d\u5b58\u5728\u77e5\u8bc6\u6574\u5408\u74f6\u9888\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-left\" id=\"6-picaco-\u57fa\u4e8e\u603b\u76f8\u5173\u6027\u4f18\u5316\u7684\u591a\u5143\u4e0a\u4e0b\u6587\u4ef7\u503c\u89c2\u5bf9\u9f50\">6.PICACO\uff1a\u57fa\u4e8e\u603b\u76f8\u5173\u6027\u4f18\u5316\u7684\u591a\u5143\u4e0a\u4e0b\u6587\u4ef7\u503c\u89c2\u5bf9\u9f50<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"247\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u516d\u5f20\u914d\u56fe.png\" alt=\"paper title\" class=\"wp-image-1184303\" style=\"aspect-ratio:3.502158448349243;object-fit:cover;width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u516d\u5f20\u914d\u56fe.png 865w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u516d\u5f20\u914d\u56fe-300x86.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u516d\u5f20\u914d\u56fe-768x219.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u516d\u5f20\u914d\u56fe-240x69.png 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2507.16679\">https:\/\/arxiv.org\/abs\/2507.16679<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u7c7b\u4ef7\u503c\u89c2\u5929\u7136\u591a\u5143\u4e14\u5e38\u5b58\u5728\u51b2\u7a81\uff0c\u6bd4\u5982\u65e2\u8981\u54cd\u5e94\u6548\u7387\u53c8\u8981\u89c4\u907f\u98ce\u9669\u3001\u65e2\u60f3\u8ffd\u6c42\u521b\u65b0\u523a\u6fc0\u53c8\u9700\u5c0a\u91cd\u4f20\u7edf\u89c4\u8303\u3002\u73b0\u6709\u5927\u6a21\u578b\u5bf9\u9f50\u65b9\u6cd5\u5728\u591a\u503c\u5171\u5b58\u573a\u666f\u4e0b\u8868\u73b0\u53d7\u9650\uff1a\u5355\u6761\u63d0\u793a\u96be\u4ee5\u8ba9\u6a21\u578b\u540c\u65f6\u517c\u987e\u591a\u4e2a\u76ee\u6807\uff0c\u5bb9\u6613\u51fa\u73b0\u504f\u91cd\u67d0\u7c7b\u4ef7\u503c\u89c2\u3001\u5ffd\u7565\u5176\u4f59\u8981\u6c42\u7684\u201c\u6307\u4ee4\u74f6\u9888\u201d(Instruction Bottleneck)\uff0c\u800c\u4f20\u7edf\u7684\u5fae\u8c03\u65b9\u6848\u53c8\u4f9d\u8d56\u5927\u91cf\u6807\u6ce8\u6570\u636e\u4e0e\u7b97\u529b\uff0c\u6210\u672c\u9ad8\u6602\u4e14\u7075\u6d3b\u6027\u4e0d\u8db3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u65e0\u9700\u5fae\u8c03\u7684\u901a\u7528\u591a\u5143\u4e0a\u4e0b\u6587\u4ef7\u503c\u89c2\u5bf9\u9f50\u6846\u67b6PICACO\u3002\u8be5\u6846\u67b6\u4f9d\u6258\u603b\u76f8\u5173\u6027\u8fd9\u4e00\u4fe1\u606f\u8bba\u57fa\u7840\u8bbe\u8ba1\u6838\u5fc3\u76ee\u6807\uff1a\u6700\u5927\u5316\u7ed9\u5b9a\u4ef7\u503c\u89c2\u96c6\u5408\u4e0e\u6a21\u578b\u8f93\u51fa\u7684\u6761\u4ef6\u4f9d\u8d56\u6027\uff0c\u5728\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u540c\u6b65\u63d0\u5347\u6a21\u578b\u5bf9\u5168\u90e8\u4ef7\u503c\u89c2\u7684\u8d34\u5408\u5ea6\uff0c\u5e76\u8fc7\u6ee4\u65e0\u5173\u5197\u4f59\u4fe1\u606f\uff0c\u89c4\u907f\u8868\u5c42\u865a\u5047\u5bf9\u9f50\uff0c\u81ea\u52a8\u751f\u6210\u9002\u914d\u5404\u7c7b\u5f00\u6e90\u6216\u95ed\u6e90\u5927\u6a21\u578b\u7684\u4f18\u5316\u63d0\u793a\u8bcd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"408\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u516d\u5f20\u914d\u56fe2.jpg\" alt=\"diagram\" class=\"wp-image-1184304\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u516d\u5f20\u914d\u56fe2.jpg 692w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u516d\u5f20\u914d\u56fe2-300x177.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u7b2c\u516d\u5f20\u914d\u56fe2-240x142.jpg 240w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aPICACO\u7b97\u6cd5\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">PICACO\u7b97\u6cd5\u4e3b\u8981\u4ea4\u66ff\u6267\u884c\u4ee5\u4e0b\u4e24\u4e2a\u6b65\u9aa4\uff1a1\uff09\u5728\u54cd\u5e94\u589e\u5f3a\u9636\u6bb5\uff0cPICACO\u4f7f\u7528\u5f53\u524d\u6700\u4f18\u5143\u6307\u4ee4e_{t-1}\u91c7\u6837\u56de\u590d\uff0c\u5e76\u6839\u636eq\u03c9&nbsp;\u548c&nbsp;q\u03d5&nbsp;\u66f4\u65b0\u5bf9\u9f50\u7684\u56de\u590d\u6c60\u4e0e\u6b63\u5219\u5316\u56de\u590d\u6c60\uff1b2\uff09\u5728\u6307\u4ee4\u4f18\u5316\u9636\u6bb5\uff0cPICACO\u5728\u7ed9\u5b9a\u5f53\u524d\u56de\u590d\u6c60{y_i\uff0cj_t}_{M_j=1}^1\u548c{ y\u02c6i i\uff0cj_t}{M_j=1}^2\u7684\u60c5\u51b5\u4e0b\uff0c\u5bfb\u627e\u80fd\u4f7fTCe\u6700\u5927\u5316\u7684\u5143\u6307\u4ee4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ecf\u8fc7\u57285\u7ec4\u6db5\u76d6\u5b9e\u7528\u65e0\u5bb3\u3001\u5112\u5bb6\u4f26\u7406\u3001\u73b0\u4ee3\u81ea\u7531\u4e3b\u4e49\u7b49\u517118\u9879\u4ef7\u503c\u89c2\u7684\u6d4b\u8bd5\u96c6\u4e0a\u9a8c\u8bc1\uff0c\u8be5\u65b9\u6cd5\u5728GPT-3.5\u3001LLaMA-3\u3001Gemini\u7b49\u591a\u7c7b\u6a21\u578b\u4e0a\u5747\u7a33\u5b9a\u4f18\u4e8e\u73b0\u6709\u57fa\u7ebf\uff0c\u6700\u591a\u53ef\u540c\u65f6\u5e73\u88618\u9879\u5dee\u5f02\u663e\u8457\u7684\u4ef7\u503c\u51c6\u5219\uff0c\u4e14\u5728\u8d8a\u72f1\u653b\u51fb\u3001\u5206\u5e03\u5916\u4efb\u52a1\u573a\u666f\u4e0b\u4ecd\u4fdd\u6301\u9c81\u68d2\u6027\u3002\u5bf9\u6bd4\u4eba\u5de5\u7f16\u5199\u63d0\u793a\u548c\u4f20\u7edf\u8fed\u4ee3\u4f18\u5316\u7684\u57fa\u7ebf\uff0cPICACO\u53ef\u6709\u6548\u89e3\u51b3\u8868\u5c42\u865a\u5047\u5bf9\u9f50\u7f3a\u9677\uff0c\u4f7f\u6a21\u578b\u8f93\u51fa\u4e0d\u518d\u673a\u68b0\u5806\u780c\u4ef7\u503c\u5173\u952e\u8bcd\uff0c\u800c\u662f\u5728\u5177\u4f53\u573a\u666f\u4e2d\u81ea\u7136\u517c\u987e\u591a\u91cd\u8bc9\u6c42\uff0c\u4e3a\u4f4e\u6210\u672c\u3001\u8f7b\u91cf\u5316\u3001\u9ad8\u7075\u6d3b\u5ea6\u7684\u5927\u6a21\u578b\u4ef7\u503c\u89c2\u5bf9\u9f50\u63d0\u4f9b\u5168\u65b0\u53ef\u884c\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u671f\u5185\u5bb9\u901f\u89c8\uff1a 1.\u57fa\u4e8e\u4eba\u683c\u63d0\u793a\u7684\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u5426\u6a21\u62df\u6587\u5316\u5b50\u7fa4\u4f53\u4ef7\u503c\u89c2\u504f\u597d\uff1f 2.CAReDiO\uff1a\u57fa\u4e8e\u4ee3\u8868\u6027\u4e0e\u5dee\u5f02\u6027\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6587\u5316\u5bf9\u9f50\u6570\u636e\u4f18\u5316\u65b9\u6cd5 3.DisAlign\uff1a\u89e3\u8026\u5171\u8bc6\u4e0e\u4ef7\u503c\u8868\u5f81\uff0c\u5b9e\u73b0\u5927\u6a21\u578b\u53ef\u63a7\u591a\u5143\u4ef7\u503c\u89c2\u5bf9\u9f50 4.\u57fa\u4e8e\u4ef7\u503c\u89c2\u7f16\u7801\u8868\u7684\u5927\u6a21\u578b\u6587\u5316\u4ef7\u503c\u89c2\u5bf9\u9f50\u5206\u5e03\u5f0f\u5f00\u653e\u8bc4\u6d4b 5.MMA-ASIA\uff1a\u9762\u5411\u539f\u751f\u6587\u5316\u611f\u77e5\u7684\u591a\u8bed\u8a00\u591a\u6a21\u6001\u6587\u5316\u5bf9\u9f50\u8bc4\u6d4b\u6846\u67b6 6.PICACO\uff1a\u57fa\u4e8e\u603b\u76f8\u5173\u6027\u4f18\u5316\u7684\u591a\u5143\u4e0a\u4e0b\u6587\u4ef7\u503c\u89c2\u5bf9\u9f50 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2604.12851 (opens in new tab) \u73b0\u6709\u5927\u8bed\u8a00\u6a21\u578b\u4ef7\u503c\u89c2\u5bf9\u9f50\u591a\u91c7\u7528\u5355\u4e00\u3001\u4ee5\u897f\u65b9\u89c6\u89d2\u4e3a\u4e3b\u7684\u7edf\u4e00\u4ef7\u503c\u89c2\u6807\u51c6\uff0c\u5ffd\u89c6\u4e86\u591a\u5143\u793e\u4f1a\u5185\u90e8\u4e0d\u540c\u6587\u5316\u5b50\u7fa4\u4f53\u7684\u5dee\u5f02\u3001\u751a\u81f3\u51b2\u7a81\u7684\u89c2\u5ff5\uff0c\u6613\u9020\u6210\u6a21\u578b\u5bf9\u90e8\u5206\u7fa4\u4f53\u8f93\u51fa\u4e0d\u9002\u914d\u3001\u5e26\u6709\u504f\u89c1\u7684\u5185\u5bb9\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u4ee5\u591a\u5143\u79cd\u65cf\u5b97\u6559\u5e76\u5b58\u7684\u65b0\u52a0\u5761\u4e3a\u7814\u7a76\u573a\u666f\uff0c\u4f9d\u6258\u4e16\u754c\u4ef7\u503c\u89c2\u8c03\u67e5\u7b2c\u4e03\u6279\u6570\u636e&nbsp;(World Value Survey)\uff0c\u6784\u5efa\u4e86\u5305\u542b2\u4e07\u4f59\u6837\u672c\u7684\u5b50\u7fa4\u4f53\u4ef7\u503c\u89c2\u6570\u636e\u96c6\uff0c\u63d0\u51fa\u6a21\u6001\u591a\u6837\u6027\u5f97\u5206\uff08MDS\uff09\u7528\u4e8e\u91cf\u5316\u7fa4\u4f53\u95f4\u7684\u4ef7\u503c\u5171\u8bc6\u4e0e\u51b2\u7a81\u7a0b\u5ea6\uff0c\u5e76\u8bbe\u8ba1\u4e86\u9762\u5411\u672a\u89c1\u8fc7\u7684\u4ea4\u53c9\u4eba\u53e3\u7ec4\u5408\u7684\u6cdb\u5316\u8bc4\u4f30\u6846\u67b6\u3002 \u5b9e\u9a8c\u663e\u793a\uff0c\u672a\u5fae\u8c03\u57fa\u7ebf\u4e2d\uff0cGPT-4.1\u7b49\u4e3b\u6d41\u5927\u6a21\u578b\u5bf9\u5b50\u7fa4\u4f53\u6a21\u6001\u504f\u597d\u7684\u9884\u6d4b\u51c6\u786e\u7387\u4ec557.4%\uff1b\u5728\u7ed3\u6784\u5316\u6570\u636e\u4e0a\u505a\u7b80\u5355\u76d1\u7763\u5fae\u8c03\u540e\uff0c\u5206\u5e03\u5916\u5b50\u7fa4\u4f53\u7684\u9884\u6d4b\u51c6\u786e\u7387\u5e73\u5747\u63d0\u534717.4%\uff0c\u5f52\u4e00\u5316\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\u964d\u4f4e0.096\uff0c\u90e8\u5206\u5bf9\u9f50\u80fd\u529b\u53ef\u8fc1\u79fb\u81f3\u5f00\u653e\u5f0f\u751f\u6210\u4efb\u52a1\u3002\u7136\u800c\uff0c\u6a21\u578b\u5b58\u5728\u663e\u8457\u7684\u9884\u8bad\u7ec3\u504f\u5dee\uff0c\u5bf9\u5e74\u8f7b\u3001\u7537\u6027\u3001\u534e\u88d4\u3001\u57fa\u7763\u6559\u80cc\u666f\u7684\u4ef7\u503c\u89c2\u6a21\u62df\u6548\u679c\u66f4\u597d\uff1b\u5fae\u8c03\u867d\u7136\u63d0\u5347\u4e86\u6574\u4f53\u9884\u6d4b\u51c6\u786e\u7387\uff0c\u4f46\u4f1a\u62c9\u5927\u5404\u5b50\u7fa4\u4f53\u5728\u8ddd\u79bb\u611f\u77e5\u6307\u6807\uff08NMAE\uff09\u4e0a\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u66b4\u9732\u51fa\u5e73\u5747\u6307\u6807\u63a9\u76d6\u516c\u5e73\u6027\u7684\u98ce\u9669\u3002 \u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8e\u7ed3\u6784\u5316\u6570\u636e\u7684\u8f7b\u91cf\u5fae\u8c03\u53ef\u5b9e\u73b0\u7ec6\u7c92\u5ea6\u7684\u5b50\u7fa4\u4f53\u4ef7\u503c\u89c2\u5bf9\u9f50\uff0c\u4f46\u9700\u5c06\u516c\u5e73\u6027\u7eb3\u5165\u6838\u5fc3\u8003\u91cf\uff0c\u907f\u514d\u653e\u5927\u793e\u4f1a\u56fa\u6709\u504f\u89c1\uff0c\u4e3a\u6784\u5efa\u6587\u5316\u654f\u611f\u3001\u7fa4\u4f53\u516c\u5e73\u7684\u667a\u80fd\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5b9e\u8bc1\u4f9d\u636e\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2504.08820 (opens in new tab) 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\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=0xiTAhvLj6 (opens in new tab) \u5728\u4f20\u7edf\u5927\u8bed\u8a00\u6a21\u578b\u591a\u5143\u5316\u4ef7\u503c\u89c2\u5bf9\u9f50\u65f6\uff0c\u5e38\u56e0\u4ef7\u503c\u7ef4\u5ea6\u5929\u7136\u8026\u5408\uff0c\u5bfc\u81f4\u5728\u8c03\u6574\u67d0\u4e00\u9879\u4ef7\u503c\u89c2\u504f\u597d\u7684\u540c\u65f6\u8fde\u5e26\u5e72\u6270\u5176\u4f59\u4ef7\u503c\u76ee\u6807\u4e0e\u57fa\u7840\u80fd\u529b\uff0c\u96be\u4ee5\u5b9e\u73b0\u7cbe\u7ec6\u53ef\u63a7\u7684\u591a\u5143\u4ef7\u503c\u89c2\u5bf9\u9f50\u3002\u800c\u73b0\u6709\u6a21\u578b\u878d\u5408\u65b9\u6cd5\u5927\u591a\u672a\u8003\u8651\u8fd9\u79cd\u5185\u5728\u7ea0\u7f20\uff0c\u5bfc\u81f4\u7cbe\u7ec6\u5316\u4ef7\u503c\u5bf9\u9f50\u5931\u8d25\u3002 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