{"id":1162030,"date":"2026-03-16T01:28:11","date_gmt":"2026-03-16T08:28:11","guid":{"rendered":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1162030"},"modified":"2026-03-18T02:15:13","modified_gmt":"2026-03-18T09:15:13","slug":"aaai-%e4%b8%8a%e6%96%b0-%e4%bb%8e%e9%87%91%e8%9e%8d%e6%a8%a1%e6%8b%9f%e5%88%b0%e7%b1%bb%e4%ba%ba%e6%8e%a8%e7%90%86%ef%bc%8c%e8%81%9a%e7%84%a6%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9a%84%e8%83%bd%e5%8a%9b","status":"publish","type":"msr-blog-post","link":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/articles\/aaai-%e4%b8%8a%e6%96%b0-%e4%bb%8e%e9%87%91%e8%9e%8d%e6%a8%a1%e6%8b%9f%e5%88%b0%e7%b1%bb%e4%ba%ba%e6%8e%a8%e7%90%86%ef%bc%8c%e8%81%9a%e7%84%a6%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9a%84%e8%83%bd%e5%8a%9b\/","title":{"rendered":"AAAI \u4e0a\u65b0 | \u4ece\u91d1\u878d\u6a21\u62df\u5230\u7c7b\u4eba\u63a8\u7406\uff0c\u805a\u7126\u5927\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\u3002<\/p>\n\n\n\n<p>\u672c\u5468\uff0c\u7b2c&nbsp;40&nbsp;\u5c4aAAAI\u4eba\u5de5\u667a\u80fd\u4f1a\u8bae\uff08AAAI 2026\uff09\u5728\u65b0\u52a0\u5761\u4e3e\u884c\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6709\u591a\u7bc7\u8bba\u6587\u5165\u9009\uff0c\u5185\u5bb9\u6db5\u76d6\u4e86\u591a\u6a21\u6001\u751f\u6210\u3001\u590d\u6742\u903b\u8f91\u63a8\u7406\u3001\u7c7b\u4eba\u7279\u8d28\u5bf9\u9f50\u53ca\u5782\u76f4\u884c\u4e1a\u6a21\u62df\u7b49\u591a\u4e2a\u524d\u6cbf\u9886\u57df\u3002&nbsp;<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p><strong>\u672c\u671f\u5185\u5bb9\u901f\u89c8<\/strong><\/p>\n\n\n\n<p>1. DigMA\uff1a\u57fa\u4e8e\u6269\u6563\u5f15\u5bfc\u5143\u667a\u80fd\u4f53\u7684\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210<\/p>\n\n\n\n<p>2. HiTVideo\uff1a\u7528\u4e8e\u589e\u5f3a\u81ea\u56de\u5f52\u5927\u8bed\u8a00\u6a21\u578b\u6587\u672c\u5230\u89c6\u9891\u751f\u6210\u80fd\u529b\u7684\u5c42\u7ea7\u6807\u8bb0\u5668<\/p>\n\n\n\n<p>3. \u5bf9\u9f50\u5982\u4f55\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u591a\u8bed\u80fd\u529b\uff1f\u4ece\u8bed\u8a00\u795e\u7ecf\u5143\u89d2\u5ea6\u5c55\u5f00\u7684\u7814\u7a76<\/p>\n\n\n\n<p>4. HTSIR\uff1a\u901a\u8fc7\u591a\u7c92\u5ea6\u68c0\u7d22\u4f18\u5316\u63d0\u5347\u957f\u4e0a\u4e0b\u6587\u6458\u8981\u80fd\u529b<\/p>\n\n\n\n<p>5. IROTE\uff1a\u901a\u8fc7\u4e0a\u4e0b\u6587\u81ea\u6211\u53cd\u601d\u4f18\u5316\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u5c55\u73b0\u7c7b\u4eba\u7279\u8d28<\/p>\n\n\n\n<p>6. MoHoBench\uff1a\u901a\u8fc7\u4e0d\u53ef\u56de\u7b54\u7684\u89c6\u89c9\u95ee\u9898\u8bc4\u4f30\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8bda\u5b9e\u602707\u57fa\u4e8e\u71b5\u7684\u63a2\u7d22\u6027\u63a8\u7406\u65b9\u6cd5<\/p>\n\n\n\n<p>7. \u57fa\u4e8e\u71b5\u7684\u63a2\u7d22\u6027\u63a8\u7406\u65b9\u6cd5<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1-digma-\u57fa\u4e8e\u6269\u6563\u5f15\u5bfc\u5143\u667a\u80fd\u4f53\u7684\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210\">1. DigMA\uff1a\u57fa\u4e8e\u6269\u6563\u5f15\u5bfc\u5143\u667a\u80fd\u4f53\u7684\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"975\" height=\"149\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/01-1.jpg\" alt=\"text\" class=\"wp-image-1162037\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/01-1.jpg 975w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/01-1-300x46.jpg 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/01-1-768x117.jpg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/01-1-240x37.jpg 240w\" sizes=\"auto, (max-width: 975px) 100vw, 975px\" \/><\/figure>\n\n\n\n<p>\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\/2408.12991\">https:\/\/arxiv.org\/abs\/2408.12991<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> <\/p>\n\n\n\n<p>\u5728\u91d1\u878d\u5e02\u573a\u7814\u7a76\u4e0e\u4ea4\u6613\u7cfb\u7edf\u5f00\u53d1\u4e2d\uff0c\u6784\u5efa\u65e2\u903c\u771f\u53c8\u53ef\u63a7\u7684\u5e02\u573a\u6a21\u62df\u73af\u5883\u4e00\u76f4\u662f\u4e00\u4e2a\u6838\u5fc3\u96be\u9898\u3002\u7531\u4e8e\u771f\u5b9e\u5e02\u573a\u7684\u8ba2\u5355\u6d41\u566a\u58f0\u5f3a\u3001\u4e0d\u5e73\u7a33\u4e14\u6709\u590d\u6742\u7684\u591a\u5c3a\u5ea6\u7ed3\u6784\uff0c\u6240\u4ee5\u4f20\u7edf\u57fa\u4e8e\u89c4\u5219\u6216\u7edf\u8ba1\u5047\u8bbe\u7684\u6a21\u62df\u65b9\u6cd5\u96be\u4ee5\u590d\u73b0\u7ec6\u5fae\u7684\u52a8\u6001\u53d8\u5316\u3002\u73b0\u6709\u7684\u5b66\u4e60\u578b\u65b9\u6cd5\u867d\u5728\u62df\u5408\u5386\u53f2\u5206\u5e03\u4e0a\u6709\u6240\u63d0\u5347\uff0c\u4f46\u666e\u904d\u7f3a\u4e4f\u5bf9\u7279\u5b9a\u60c5\u666f\u7684\u7cbe\u786e\u63a7\u5236\u80fd\u529b\uff0c\u4f8b\u5982\uff0c\u5728\u7ed9\u5b9a\u6536\u76ca\u76ee\u6807\u3001\u6ce2\u52a8\u6c34\u5e73\u6216\u6781\u7aef\u884c\u60c5\u4e0b\u751f\u6210\u4e00\u81f4\u7684\u8ba2\u5355\u884c\u4e3a\u3002\u8fd9\u79cd\u4e0d\u53ef\u63a7\u6027\u4e25\u91cd\u9650\u5236\u4e86\u5e02\u573a\u6a21\u62df\u5728\u98ce\u9669\u8bc4\u4f30\u3001\u7b56\u7565\u56de\u6d4b\u548c\u60c5\u666f\u5206\u6790\u4e2d\u7684\u5b9e\u9645\u4ef7\u503c\u3002&nbsp;<\/p>\n\n\n\n<p>\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5c06\u201c\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210\u201d\u5efa\u6a21\u4e3a\u4e00\u4e2a\u6761\u4ef6\u751f\u6210\u4efb\u52a1\uff0c\u63d0\u51fa\u4e86\u540d\u4e3a DigMA\uff08Diffusion Guided Meta Agent\uff09\u7684\u65b0\u6846\u67b6\u3002\u8be5\u65b9\u6cd5\u91c7\u7528\u4e24\u9636\u6bb5\u5efa\u6a21\u601d\u8def\uff1a\u9996\u5148\uff0c\u5229\u7528\u6761\u4ef6\u6269\u6563\u6a21\u578b\u5b66\u4e60\u5e02\u573a\u7684\u5b8f\u89c2\u52a8\u6001\u5206\u5e03\uff0c\u518d\u5c06\u5176\u62bd\u8c61\u4e3a\u4e2d\u4ef7\u6536\u76ca\u7387\u3001\u8ba2\u5355\u5230\u8fbe\u5f3a\u5ea6\u7b49\u6613\u4e8e\u5efa\u6a21\u7684\u4e2d\u95f4\u72b6\u6001\uff0c\u5e76\u5728\u6b64\u8fc7\u7a0b\u4e2d\u5f15\u5165\u76ee\u6807\u6761\u4ef6\u4ee5\u523b\u753b\u4e0d\u540c\u5e02\u573a\u60c5\u666f\uff1b\u968f\u540e\uff0c\u5728\u6269\u6563\u6a21\u578b\u751f\u6210\u7684\u6f5c\u5728\u5e02\u573a\u72b6\u6001\u5f15\u5bfc\u4e0b\uff0c\u878d\u5408\u4e86\u91d1\u878d\u7ecf\u6d4e\u5b66\u5148\u9a8c\u77e5\u8bc6\u7684\u5143\u667a\u80fd\u4f53\u5c06\u901a\u8fc7\u968f\u673a\u8fc7\u7a0b\u9010\u7b14\u751f\u6210\u8ba2\u5355\u884c\u4e3a\u3002\u5728\u8fd9\u79cd\u67b6\u6784\u4e2d\uff0c\u6269\u6563\u6a21\u578b\u5145\u5f53\u201c\u5143\u63a7\u5236\u5668\u201d\uff0c\u8d1f\u8d23\u523b\u753b\u548c\u7ea6\u675f\u6574\u4f53\u5e02\u573a\u5f62\u6001\uff1b\u5143\u667a\u80fd\u4f53\u5219\u5728\u5fae\u89c2\u5c42\u9762\u751f\u6210\u7b26\u5408\u8be5\u5f62\u6001\u7684\u5177\u4f53\u8ba2\u5355\uff0c\u4ece\u800c\u6709\u6548\u8854\u63a5\u5b8f\u89c2\u5e02\u573a\u76ee\u6807\u4e0e\u5fae\u89c2\u4ea4\u6613\u884c\u4e3a\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"941\" height=\"388\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/01-2.png\" alt=\"diagram\" class=\"wp-image-1162042\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/01-2.png 941w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/01-2-300x124.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/01-2-768x317.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/01-2-240x99.png 240w\" sizes=\"auto, (max-width: 941px) 100vw, 941px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aDigMA\u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u57fa\u4e8e\u771f\u5b9e\u80a1\u7968\u5e02\u573a\u6570\u636e\u7684\u7ed3\u679c\u663e\u793a\uff0cDigMA\u5728\u591a\u4e2a\u7ef4\u5ea6\u4e0a\u4f18\u4e8e\u73b0\u6709\u57fa\u7ebf\u6a21\u578b\u3002\u4e00\u65b9\u9762\uff0c\u5176\u5728\u6536\u76ca\u3001\u6ce2\u52a8\u7387\u7b49\u5173\u952e\u6307\u6807\u4e0a\u8868\u73b0\u51fa\u663e\u8457\u7684\u53ef\u63a7\u6027\uff0c\u751f\u6210\u7ed3\u679c\u80fd\u7a33\u5b9a\u8d34\u5408\u9884\u8bbe\u60c5\u666f\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5176\u751f\u6210\u7684\u8ba2\u5355\u6d41\u5728\u5206\u5e03\u7279\u5f81\u548c\u5178\u578b\u5e02\u573a\u98ce\u683c\u4e8b\u5b9e\uff08\u5982\u8ba2\u5355\u5230\u8fbe\u6a21\u5f0f\u548c\u4ef7\u683c\u53d8\u52a8\u7ed3\u6784\uff09\u4e0a\u4e0e\u771f\u5b9e\u5e02\u573a\u9ad8\u5ea6\u4e00\u81f4\u3002\u6b64\u5916\uff0c\u7814\u7a76\u8bc1\u660e\u8be5\u751f\u6210\u5f0f\u5e02\u573a\u73af\u5883\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u8bc4\u4f30\uff0c\u5728\u8ba1\u7b97\u6548\u7387\u548c\u7a33\u5b9a\u6027\u4e0a\u5177\u5907\u6781\u9ad8\u7684\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2-hitvideo-\u7528\u4e8e\u589e\u5f3a\u81ea\u56de\u5f52\u5927\u8bed\u8a00\u6a21\u578b\u6587\u672c\u5230\u89c6\u9891\u751f\u6210\u80fd\u529b\u7684\u5c42\u7ea7\u6807\u8bb0\u5668\">2. HiTVideo\uff1a\u7528\u4e8e\u589e\u5f3a\u81ea\u56de\u5f52\u5927\u8bed\u8a00\u6a21\u578b\u6587\u672c\u5230\u89c6\u9891\u751f\u6210\u80fd\u529b\u7684\u5c42\u7ea7\u6807\u8bb0\u5668<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"975\" height=\"233\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/02-1.png\" alt=\"text\" class=\"wp-image-1162045\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/02-1.png 975w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/02-1-300x72.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/02-1-768x184.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/02-1-240x57.png 240w\" sizes=\"auto, (max-width: 975px) 100vw, 975px\" \/><\/figure>\n\n\n\n<p>\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\/2503.11513\">https:\/\/arxiv.org\/abs\/2503.11513<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> <\/p>\n\n\n\n<p>\u89c6\u9891\u6570\u636e\u5929\u7136\u517c\u5177\u7a7a\u95f4\u548c\u65f6\u95f4\u7ef4\u5ea6\uff0c\u76f8\u8f83\u4e8e\u9759\u6001\u56fe\u50cf\uff0c\u5176\u5197\u4f59\u4fe1\u606f\u66f4\u591a\u3001\u52a8\u6001\u53d8\u5316\u66f4\u590d\u6742\uff0c\u4e14\u751f\u6210\u8fc7\u7a0b\u8981\u6c42\u5c06\u8bed\u8a00\u63cf\u8ff0\u4e0e\u89c6\u89c9\u5185\u5bb9\u5b9e\u73b0\u6df1\u5ea6\u5bf9\u9f50\u3002\u8fd9\u5e26\u6765\u4e86\u4e24\u5927\u6838\u5fc3\u96be\u9898\uff1a\u9ad8\u6548\u7f16\u7801\u6311\u6218\uff0c\u5982\u4f55\u5728\u4e0d\u635f\u5931\u8bed\u4e49\u4e0e\u65f6\u7a7a\u7ec6\u8282\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u957f\u65f6\u5e8f\u89c6\u9891\u7684\u9ad8\u500d\u7387\u538b\u7f29\uff1f\u8de8\u6a21\u6001\u6865\u63a5\u6311\u6218\uff0c\u5982\u4f55\u7f29\u5c0f\u8bed\u8a00\u4e0e\u89c6\u89c9\u95f4\u7684\u9886\u57df\u5dee\u5f02\uff0c\u4f7f\u751f\u6210\u6a21\u578b\u5728\u7406\u89e3\u590d\u6742\u8bed\u4e49\u7684\u540c\u65f6\uff0c\u7cbe\u51c6\u4ea7\u51fa\u9ad8\u8d28\u91cf\u89c6\u9891\u5e27\uff1f<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u89c6\u9891\u6807\u8bb0\u5668\uff08tokenizers\uff09\u5f80\u5f80\u5728\u201c\u538b\u7f29\u7387\u201d\u4e0e\u201c\u4fdd\u771f\u5ea6\u201d\u4e4b\u95f4\u5f98\u5f8a\uff0c\u4f4e\u7684\u538b\u7f29\u7387\u4f1a\u5bfc\u81f4\u5e8f\u5217\u8fc7\u957f\uff0c\u589e\u52a0\u5efa\u6a21\u96be\u5ea6\uff1b\u8fc7\u5ea6\u538b\u7f29\u5219\u4f1a\u727a\u7272\u751f\u6210\u8d28\u91cf\u3002\u8fd9\u79cd\u6743\u8861\u5c40\u9650\u4e86\u57fa\u4e8e\u81ea\u56de\u5f52\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89c6\u9891\u751f\u6210\u6f5c\u529b\u3002<\/p>\n\n\n\n<p>\u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u672c\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u5c42\u7ea7\u89c6\u9891\u6807\u8bb0\u5668HiTVideo\u3002\u8be5\u65b9\u6848\u57fa\u4e8e\u4e09\u7ef4\u56e0\u679c\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff083D causal VAE\uff09\u6784\u5efa\u4e86\u591a\u5c42\u79bb\u6563\u4ee3\u7801\u672c\uff08discrete codebooks\uff09\uff0c\u5c06\u89c6\u9891\u5185\u5bb9\u7f16\u7801\u4e3a\u5c42\u6b21\u5316\u7684\u7b26\u53f7\u5e8f\u5217\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u8be5\u65b9\u6cd5\u5c06\u89c6\u9891\u5206\u89e3\u6210\u7c92\u5ea6\u4e0d\u540c\u7684\u4e24\u4e2a\u5c42\u6b21\uff1a\u9ad8\u5c42\u7801\u672c\u8d1f\u8d23\u6355\u6349\u5168\u5c40\u8bed\u4e49\u4fe1\u606f\uff0c\u5177\u5907\u6781\u9ad8\u7684\u538b\u7f29\u6bd4\uff1b\u4f4e\u5c42\u7801\u672c\u8d1f\u8d23\u4fdd\u7559\u7ec6\u7c92\u5ea6\u7684\u65f6\u7a7a\u7ec6\u8282\u3002\u901a\u8fc7\u5c42\u6b21\u5316\u7f16\u7801\uff0c\u6a21\u578b\u80fd\u591f\u5728\u663e\u8457\u964d\u4f4e\u6bcf\u50cf\u7d20\u4f4d\u6570\uff08BPP\uff09\u7684\u540c\u65f6\uff0c\u786e\u4fdd\u8bed\u4e49\u7684\u5b8c\u6574\u6027\uff0c\u4ece\u800c\u53ef\u4ee5\u5728\u5e8f\u5217\u957f\u5ea6\u4e0e\u4fe1\u606f\u4fdd\u7559\u4e4b\u95f4\u53d6\u5f97\u6700\u4f18\u5e73\u8861\u3002<\/p>\n\n\n\n<p>HiTVideo\u7684\u8bbe\u8ba1\u7075\u611f\u90e8\u5206\u6765\u6e90\u4e8e\u4f20\u7edf\u52a8\u753b\u7684\u5206\u5c42\u5236\u4f5c\u7406\u5ff5\uff0c\u4e5f\u5c31\u662f\u5982\u4f55\u5728\u81ea\u56de\u5f52\u751f\u6210\u7684\u8fc7\u7a0b\u4e2d\u7531\u7c97\u5230\u7ec6\u751f\u6210\u3002\u7f16\u7801\u8fc7\u7a0b\u4e2d\uff0c\u9ad8\u538b\u7f29\u5c42\u8d1f\u8d23\u62bd\u53d6\u6838\u5fc3\u8bed\u4e49\u63d0\u793a\uff0c\u5f15\u5bfc\u81ea\u56de\u5f52\u6a21\u578b\u52fe\u52d2\u51fa\u7b26\u5408\u6587\u672c\u6307\u4ee4\u7684\u89c6\u9891\u6982\u8981\uff1b\u4f4e\u538b\u7f29\u5c42\u5219\u5728\u540e\u7eed\u9636\u6bb5\u8865\u5145\u89c6\u89c9\u7ec6\u8282\uff0c\u5927\u5e45\u63d0\u5347\u6700\u7ec8\u89c6\u9891\u7684\u771f\u5b9e\u611f\u4e0e\u65f6\u7a7a\u8fde\u8d2f\u6027\u3002<\/p>\n\n\n\n<p>HiTVideo\u5728\u957f\u65f6\u6bb5\u89c6\u9891\uff08\u4f8b\u5982&nbsp;8\u79d2\u300164&nbsp;\u5e27\uff09\u7684\u7f16\u7801\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u663e\u8457\u4f18\u52bf\u3002\u4e00\u65b9\u9762\uff0c\u4e0e\u57fa\u7ebf\u89c6\u9891\u6807\u8bb0\u5668\u76f8\u6bd4\uff0cHiTVideo\u80fd\u5c06\u89c6\u9891\u6bd4\u7279\u7387\u964d\u4f4e\u7ea670%\uff0c\u6781\u5927\u63d0\u5347\u4e86\u81ea\u56de\u5f52\u5927\u8bed\u8a00\u6a21\u578b\u5904\u7406\u957f\u5e8f\u5217\u7684\u6548\u7387\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5373\u4fbf\u5728\u5927\u5e45\u538b\u7f29\u7684\u60c5\u51b5\u4e0b\uff0cHiTVideo\u7684\u91cd\u5efa\u8d28\u91cf\u4f9d\u7136\u6781\u5177\u7ade\u4e89\u529b\uff0c\u751f\u6210\u7684\u89c6\u9891\u5728\u8bed\u4e49\u4e00\u81f4\u6027\u548c\u65f6\u7a7a\u8fde\u8d2f\u6027\u65b9\u9762\u8868\u73b0\u4f18\u5f02\uff0c\u4ece\u800c\u8bc1\u660e\u4e86\u5c42\u7ea7\u7ed3\u6784\u5728\u7f13\u89e3\u538b\u7f29\u4e0e\u8d28\u91cf\u77db\u76fe\u65b9\u9762\u7684\u6709\u6548\u6027\u3002\u6b64\u5916\uff0c\u672c\u7814\u7a76\u8fd8\u63a2\u8ba8\u4e86\u4e0d\u540c\u5c42\u6b21\u6807\u8bb0\u4e4b\u95f4\u7684\u6743\u8861\u5173\u7cfb\uff0c\u5e76\u5f3a\u8c03\u9ad8\u538b\u7f29\u8bed\u4e49\u6807\u8bb0\u5728\u6587\u672c\u5230\u89c6\u9891\u4efb\u52a1\u4e2d\u5bf9\u7b80\u5316\u8bed\u8a00\u5f15\u5bfc\u5efa\u6a21\u7684\u4f18\u52bf\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"581\" height=\"688\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/02-2.png\" alt=\"diagram\" class=\"wp-image-1162046\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/02-2.png 581w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/02-2-253x300.png 253w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/02-2-152x180.png 152w\" sizes=\"auto, (max-width: 581px) 100vw, 581px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aHiTVideo \u6807\u8bb0\u5668\u7684\u6574\u4f53\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3-\u5bf9\u9f50\u5982\u4f55\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u591a\u8bed\u80fd\u529b-\u4ece\u8bed\u8a00\u795e\u7ecf\u5143\u89d2\u5ea6\u5c55\u5f00\u7684\u7814\u7a76\">3. \u5bf9\u9f50\u5982\u4f55\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u591a\u8bed\u80fd\u529b\uff1f\u4ece\u8bed\u8a00\u795e\u7ecf\u5143\u89d2\u5ea6\u5c55\u5f00\u7684\u7814\u7a76<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"679\" height=\"159\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/03-1.png\" alt=\"text\" class=\"wp-image-1162047\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/03-1.png 679w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/03-1-300x70.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/03-1-240x56.png 240w\" sizes=\"auto, (max-width: 679px) 100vw, 679px\" \/><\/figure>\n\n\n\n<p>\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\/2505.21505\">https:\/\/arxiv.org\/abs\/2505.21505<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5728\u591a\u8bed\u8a00\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u5373\u4fbf\u5927\u8bed\u8a00\u6a21\u578b\u5728\u9ad8\u8d44\u6e90\u8bed\u8a00\u4e0a\u8868\u73b0\u5353\u8d8a\uff0c\u4e5f\u4f1a\u51fa\u73b0\u5728\u4f4e\u8d44\u6e90\u8bed\u8a00\u4e0a\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u8584\u5f31\u7684\u60c5\u51b5\u3002\u8fd9\u79cd\u6027\u80fd\u4e0d\u5e73\u8861\u6e90\u4e8e\u8bad\u7ec3\u8bed\u6599\u7684\u5206\u5e03\u4e0d\u5747\uff0c\u540c\u65f6\u4e5f\u53d7\u9650\u4e8e\u6a21\u578b\u5185\u90e8\u8de8\u8bed\u8a00\u77e5\u8bc6\u7f16\u7801\u673a\u7406\u7684\u6a21\u7cca\u6027\u3002\u5c3d\u7ba1\u201c\u591a\u8bed\u8a00\u5bf9\u9f50\u201d\uff08Multilingual Alignment\uff09\u673a\u5236\u901a\u8fc7\u6784\u5efa\u5171\u4eab\u8bed\u4e49\u7a7a\u95f4\uff0c\u5b9e\u73b0\u4e86\u80fd\u529b\u4ece\u9ad8\u8d44\u6e90\u8bed\u8a00\u5411\u4f4e\u8d44\u6e90\u8bed\u8a00\u7684\u8fc1\u79fb\uff0c\u4f46\u5176\u5185\u90e8\u8fd0\u4f5c\u673a\u7406\u53ca\u7ec6\u7c92\u5ea6\u7684\u80fd\u529b\u63d0\u5347\u673a\u5236\u4ecd\u7f3a\u4e4f\u6df1\u5165\u7814\u7a76\u3002\u73b0\u6709\u5de5\u4f5c\u591a\u4fa7\u91cd\u4e8e\u5b8f\u89c2\u6027\u80fd\u6307\u6807\u7684\u8bc4\u4f30\uff0c\u9c9c\u6709\u4ece\u795e\u7ecf\u5143\u5c42\u9762\u89e3\u6790\u8bed\u8a00\u80fd\u529b\u7684\u6f14\u8fdb\uff0c\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u9650\u5236\u4e86\u5bf9\u6a21\u578b\u591a\u8bed\u5904\u7406\u673a\u5236\u7684\u638c\u63e1\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7cbe\u7ec6\u5316\u7684\u795e\u7ecf\u5143\u8bc6\u522b\u7b97\u6cd5\uff0c\u5e0c\u671b\u5728\u795e\u7ecf\u7f51\u7edc\u5185\u90e8\u533a\u5206\u4e0d\u540c\u7c7b\u578b\u7684\u201c\u8bed\u8a00\u795e\u7ecf\u5143\u201d\uff0c\u5e76\u4ee5\u6b64\u5206\u6790\u5bf9\u9f50\u524d\u540e\u6a21\u578b\u591a\u8bed\u80fd\u529b\u7684\u6f14\u5316\u3002\u7814\u7a76\u5458\u4eec\u5c06\u795e\u7ecf\u5143\u7ec6\u5206\u4e3a\u4e09\u7c7b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bed\u8a00\u4e13\u5c5e\u795e\u7ecf\u5143\uff08language-specific\uff09\uff1a\u4ec5\u5bf9\u7279\u5b9a\u8bed\u8a00\u8868\u73b0\u51fa\u9ad8\u6fc0\u6d3b\u5ea6\uff1b<\/li>\n\n\n\n<li>\u8bed\u8a00\u76f8\u5173\u795e\u7ecf\u5143\uff08language-shared\uff09\uff1a\u5bf9\u591a\u79cd\u800c\u975e\u5168\u90e8\u8bed\u8a00\u8868\u73b0\u51fa\u9ad8\u6fc0\u6d3b\u5ea6\uff1b<\/li>\n\n\n\n<li>\u901a\u7528\u795e\u7ecf\u5143\uff08language-agnostic\uff09\uff1a\u5bf9\u6240\u6709\u8bed\u8a00\u5747\u4fdd\u6301\u9ad8\u6fc0\u6d3b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e00\u5206\u7c7b\u6846\u67b6\u5f25\u8865\u4e86\u4ee5\u5f80\u4ec5\u533a\u5206\u201c\u4e13\u5c5e\u201d\u4e0e\u201c\u901a\u7528\u201d\u4e24\u7c7b\u7684\u5c40\u9650\uff0c\u4f7f\u5f97\u5206\u6790\u7ef4\u5ea6\u66f4\u52a0\u7ec6\u81f4\u3002\u8be5\u7814\u7a76\u901a\u8fc7\u8ba1\u7b97\u795e\u7ecf\u5143\u5728\u4e0d\u540c\u8bed\u8a00\u4e0b\u7684\u6fc0\u6d3b\u6982\u7387\u5206\u5e03\uff0c\u7ed3\u5408\u6fc0\u6d3b\u71b5\u4e0e\u6700\u5927\u6fc0\u6d3b\u6982\u7387\u6784\u5efa\u8bc4\u5206\u673a\u5236\uff0c\u5b9e\u73b0\u4e86\u5bf9\u795e\u7ecf\u5143\u7c7b\u578b\u7684\u81ea\u52a8\u5316\u8bc6\u522b\u3002<\/p>\n\n\n\n<p>\u968f\u540e\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u8be5\u5206\u7c7b\u4f53\u7cfb\u5256\u6790\u4e86\u6a21\u578b\u5728\u6267\u884c\u591a\u8bed\u63a8\u7406\u4efb\u52a1\u65f6\u7684\u795e\u7ecf\u884c\u4e3a\uff0c\u5e76\u5c06\u63a8\u7406\u8fc7\u7a0b\u89e3\u6784\u4e3a\u56db\u4e2a\u5173\u952e\u9636\u6bb5\u2014\u2014\u591a\u8bed\u7406\u89e3\u3001\u5171\u4eab\u8bed\u4e49\u7a7a\u95f4\u63a8\u7406\u3001\u591a\u8bed\u8f93\u51fa\u7a7a\u95f4\u8f6c\u6362\u4ee5\u53ca\u8bcd\u6c47\u7a7a\u95f4\u8f93\u51fa\u3002\u5206\u6790\u8868\u660e\uff0c\u6bcf\u4e00\u9636\u6bb5\u5bf9\u4e0d\u540c\u7c7b\u578b\u795e\u7ecf\u5143\u7684\u4f9d\u8d56\u6a21\u5f0f\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u6700\u540e\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u5bf9\u6bd4\u4e86\u5e94\u7528\u5178\u578b\u591a\u8bed\u5bf9\u9f50\u65b9\u6cd5\uff08\u5982&nbsp;MAPO\uff09\u524d\u540e\uff0c\u795e\u7ecf\u5143\u6fc0\u6d3b\u5206\u5e03\u7684\u53d8\u5316\u53ca\u5176\u5bf9\u591a\u8bed\u80fd\u529b\u7684\u8d21\u732e\u5dee\u5f02\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"509\" height=\"416\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/03-2.png\" alt=\"chart\" class=\"wp-image-1162048\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/03-2.png 509w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/03-2-300x245.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/03-2-220x180.png 220w\" sizes=\"auto, (max-width: 509px) 100vw, 509px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a<em>MistralMathOctopus&nbsp;\u6a21\u578b\u5728&nbsp;MGSM&nbsp;\u6570\u636e\u96c6\u4e0a\u4e0d\u540c\u7c7b\u578b\u795e\u7ecf\u5143\u7684\u5c42\u7ea7\u5206\u5e03\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u7814\u7a76\u8868\u660e\uff0c\u591a\u8bed\u8a00\u5bf9\u9f50\u901a\u8fc7\u663e\u8457\u6539\u53d8\u6a21\u578b\u5185\u90e8\u795e\u7ecf\u5143\u7684\u6fc0\u6d3b\u6a21\u5f0f\u53ef\u4ee5\u589e\u5f3a\u6027\u80fd\u3002\u5bf9\u9f50\u540e\uff0c\u8bed\u8a00\u76f8\u5173\u795e\u7ecf\u5143\u548c\u901a\u7528\u795e\u7ecf\u5143\u5728\u66f4\u591a\u8bed\u8a00\u4e0a\u7684\u6fc0\u6d3b\u5ea6\u5f97\u5230\u4e86\u63d0\u5347\uff0c\u6709\u6548\u6865\u63a5\u4e86\u9ad8\u3001\u4f4e\u8d44\u6e90\u8bed\u8a00\u95f4\u7684\u8bed\u4e49\u9e3f\u6c9f\uff0c\u6539\u5584\u4e86\u8de8\u8bed\u8a00\u63a8\u7406\u7684\u8868\u73b0\u3002\u6b64\u5916\uff0c\u8be5\u7814\u7a76\u8fd8\u63ed\u793a\u4e86\u201c\u81ea\u53d1\u591a\u8bed\u5bf9\u9f50\u201d\u73b0\u8c61\uff0c\u5373\u6a21\u578b\u5728\u65e0\u663e\u5f0f\u5bf9\u9f50\u8bad\u7ec3\u65f6\uff0c\u5185\u90e8\u795e\u7ecf\u5143\u4e5f\u4f1a\u5c55\u73b0\u51fa\u81ea\u7136\u5bf9\u9f50\u7684\u8d8b\u52bf\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4-htsir-\u901a\u8fc7\u591a\u7c92\u5ea6\u68c0\u7d22\u4f18\u5316\u63d0\u5347\u957f\u4e0a\u4e0b\u6587\u6458\u8981\u80fd\u529b\">4. HTSIR\uff1a\u901a\u8fc7\u591a\u7c92\u5ea6\u68c0\u7d22\u4f18\u5316\u63d0\u5347\u957f\u4e0a\u4e0b\u6587\u6458\u8981\u80fd\u529b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"681\" height=\"147\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/04-1.png\" alt=\"text\" class=\"wp-image-1162049\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/04-1.png 681w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/04-1-300x65.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/04-1-240x52.png 240w\" sizes=\"auto, (max-width: 681px) 100vw, 681px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/publication\/improving-long-context-summarization-with-multi-granularity-retrieval-optimization\/\">https:\/\/cm-edgetun.pages.dev\/en-us\/research\/publication\/improving-long-context-summarization-with-multi-granularity-retrieval-optimization\/<\/a><\/p>\n\n\n\n<p>\u5728\u957f\u6587\u6863\u95ee\u7b54\u4e0e\u6458\u8981\u4efb\u52a1\u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u4ecd\u9762\u4e34\u663e\u8457\u6311\u6218\u3002\u4e00\u65b9\u9762\uff0c\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4ee5\u53ca\u201c\u4e2d\u95f4\u4fe1\u606f\u4e22\u5931\u201d\u95ee\u9898\uff0c\u4f7f\u6a21\u578b\u96be\u4ee5\u5bf9\u8d85\u957f\u6587\u672c\u5f62\u6210\u6574\u4f53\u7406\u89e3\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u73b0\u6709\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u65b9\u6cd5\u901a\u5e38\u4ee5\u5b64\u7acb\u7684\u6587\u672c\u7247\u6bb5\u4f5c\u4e3a\u68c0\u7d22\u5355\u4f4d\uff0c\u96be\u4ee5\u6574\u5408\u540c\u4e00\u6587\u6863\u5185\u90e8\u8de8\u6bb5\u843d\u3001\u8de8\u7ae0\u8282\u7684\u903b\u8f91\u5173\u7cfb\uff0c\u4ece\u800c\u524a\u5f31\u6a21\u578b\u56de\u7b54\u590d\u6742\u95ee\u9898\u7684\u80fd\u529b\u3002\u57fa\u4e8e\u4eba\u7c7b\u9605\u8bfb\u8fc7\u7a0b\u4e2d\u9010\u6b65\u6574\u5408\u4e0e\u6982\u62ec\u4fe1\u606f\u7684\u8ba4\u77e5\u7279\u70b9\uff0c\u8be5\u7814\u7a76\u5c1d\u8bd5\u5f15\u5165\u6587\u6863\u7ed3\u6784\u4e0e\u591a\u7c92\u5ea6\u6458\u8981\u673a\u5236\uff0c\u4ee5\u63d0\u5347\u957f\u6587\u6863\u573a\u666f\u4e0b\u7684\u68c0\u7d22\u4e0e\u751f\u6210\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>\u672c\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u5206\u5c42\u3001\u4e24\u9636\u6bb5\u6458\u8981\u9a71\u52a8\u7684\u4fe1\u606f\u68c0\u7d22\u6846\u67b6HTSIR\uff0c\u5728\u68c0\u7d22\u524d\u5bf9\u6587\u6863\u8fdb\u884c\u7ed3\u6784\u5316\u9884\u5904\u7406\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6587\u6863\u88ab\u62c6\u5206\u4e3a\u7ae0\u8282\u3001\u8fde\u7eed\u6587\u672c\u5757\u4ee5\u53ca\u7531\u591a\u4e2a\u6587\u672c\u5757\u7ec4\u6210\u7684\u7ec4\uff0c\u5e76\u5206\u522b\u5728\u4e0d\u540c\u5c42\u7ea7\u4e0a\u751f\u6210\u6458\u8981\uff0c\u4ece\u800c\u6784\u5efa\u5305\u542b\u6839\u8282\u70b9\uff08\u7ae0\u8282\u7ea7\u6458\u8981\uff09\u3001\u4e2d\u95f4\u8282\u70b9\uff08\u591a\u5757\u6587\u672c\u7684\u6458\u8981\uff09\u548c\u53f6\u8282\u70b9\uff08\u7ec6\u7c92\u5ea6\u539f\u6587\u5757\uff09\u7684\u5c42\u6b21\u5316\u68c0\u7d22\u7ed3\u6784\u3002\u5bf9\u4e8e\u7f3a\u4e4f\u660e\u786e\u7ae0\u8282\u7ed3\u6784\u7684\u6587\u672c\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u501f\u52a9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4e3b\u9898\u5212\u5206\u540e\uff0c\u6267\u884c\u4e86\u76f8\u540c\u7684\u5206\u5c42\u6458\u8981\u6d41\u7a0b\u3002\u4e0d\u540c\u7c92\u5ea6\u7684\u8282\u70b9\u4f1a\u88ab\u6574\u5408\u5230\u4e00\u4e2a\u201c\u6298\u53e0\u96c6\u5408\u201d\u4e2d\uff0c\u4f7f\u6a21\u578b\u80fd\u5728\u7edf\u4e00\u7684\u5411\u91cf\u7a7a\u95f4\u5185\u76f4\u63a5\u8fdb\u884c\u76f8\u4f3c\u5ea6\u8ba1\u7b97\uff0c\u4ece\u800c\u907f\u514d\u4f20\u7edf\u6811\u904d\u5386\u7684\u9ad8\u590d\u6742\u5ea6\u3002\u5728\u67e5\u8be2\u9636\u6bb5\uff0cHTSIR\u9996\u5148\u901a\u8fc7\u5411\u91cf\u68c0\u7d22\u7b5b\u9009\u5019\u9009\u8282\u70b9\uff0c\u968f\u540e\u7531\u91cd\u6392\u5e8f\u6a21\u578b\u8fdb\u884c\u7cbe\u7ec6\u6392\u5e8f\uff0c\u6700\u7ec8\u5c06\u6700\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u8f93\u5165\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7b54\u6848\u3002\u6b64\u5916\uff0c\u8be5\u7814\u7a76\u8fd8\u5f15\u5165\u4e86\u4e00\u4e2a\u53ef\u9009\u7684\u53cd\u9988\u9a71\u52a8\u7cbe\u70bc\u6a21\u5757\uff0c\u901a\u8fc7\u6a21\u578b\u7684\u81ea\u6211\u53cd\u601d\u4e0e\u8fed\u4ee3\u4fee\u8ba2\u8fdb\u4e00\u6b65\u63d0\u5347\u6458\u8981\u548c\u56de\u7b54\u8d28\u91cf\uff0c\u65e0\u9700\u989d\u5916\u7684\u8bad\u7ec3\u6210\u672c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"975\" height=\"400\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/04-2.png\" alt=\"diagram\" class=\"wp-image-1162050\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/04-2.png 975w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/04-2-300x123.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/04-2-768x315.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/04-2-240x98.png 240w\" sizes=\"auto, (max-width: 975px) 100vw, 975px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aHTSIR\u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u5728NarrativeQA\u3001QASPER\u3001QuALITY\u548cQMSum\u56db\u4e2a\u957f\u6587\u672c\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cHTSIR\u6846\u67b6\u5728\u591a\u9879\u6307\u6807\u4e0a\u5747\u663e\u8457\u4f18\u4e8e\u4f20\u7edf\u68c0\u7d22\u65b9\u6cd5\u548c\u4e3b\u6d41&nbsp;RAG&nbsp;\u7cfb\u7edf\u3002\u65e0\u8bba\u7ed3\u5408BM25\u3001SBERT&nbsp;\u8fd8\u662f&nbsp;DPR&nbsp;\u7b49\u4e0d\u540c\u68c0\u7d22\u5668\uff0c\u5206\u5c42\u6458\u8981\u68c0\u7d22\u90fd\u80fd\u7a33\u5b9a\u63d0\u5347\u95ee\u7b54\u51c6\u786e\u7387\u3001F1&nbsp;\u503c\u548c&nbsp;ROUGE&nbsp;\u5206\u6570\uff0c\u9a8c\u8bc1\u4e86\u591a\u7c92\u5ea6\u4fe1\u606f\u6574\u5408\u5bf9\u4e0b\u6e38\u751f\u6210\u4efb\u52a1\u7684\u6709\u6548\u6027\u3002\u4e0e\u4f9d\u8d56\u77e5\u8bc6\u56fe\u8c31\u7684\u56fe\u7ed3\u6784&nbsp;RAG&nbsp;\u65b9\u6cd5\u76f8\u6bd4\uff0cHTSIR\u5728\u5927\u5e45\u964d\u4f4e\u8ba1\u7b97\u548c\u6784\u5efa\u6210\u672c\u7684\u540c\u65f6\u53d6\u5f97\u4e86\u66f4\u4f18\u6216\u53ef\u6bd4\u7684\u6027\u80fd\uff1b\u76f8\u8f83\u5176\u4ed6\u6811\u72b6\u68c0\u7d22\u65b9\u6cd5\uff0c\u5176\u4f18\u52bf\u5728\u4e8e\u5145\u5206\u5229\u7528\u4e86\u6587\u6863\u5185\u5728\u7684\u903b\u8f91\u7ed3\u6784\uff0c\u800c\u975e\u4ec5\u4f9d\u8d56\u4e3b\u9898\u805a\u7c7b\u3002\u6d88\u878d\u5b9e\u9a8c\u8fdb\u4e00\u6b65\u663e\u793a\uff0c\u7ec6\u7c92\u5ea6\u3001\u6458\u8981\u7ea7\u548c\u5168\u5c40\u7ea7\u8282\u70b9\u7684\u8054\u5408\u4f7f\u7528\u80fd\u591f\u63d0\u4f9b\u4e92\u8865\u4fe1\u606f\uff0c\u800c\u8fd9\u662f\u6027\u80fd\u63d0\u5347\u7684\u91cd\u8981\u6765\u6e90\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"5-irote-\u901a\u8fc7\u4e0a\u4e0b\u6587\u81ea\u6211\u53cd\u601d\u4f18\u5316\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u5c55\u73b0\u7c7b\u4eba\u7279\u8d28\">5. IROTE\uff1a\u901a\u8fc7\u4e0a\u4e0b\u6587\u81ea\u6211\u53cd\u601d\u4f18\u5316\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u5c55\u73b0\u7c7b\u4eba\u7279\u8d28<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"694\" height=\"161\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/05-1.png\" alt=\"text\" class=\"wp-image-1162052\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/05-1.png 694w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/05-1-300x70.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/05-1-240x56.png 240w\" sizes=\"auto, (max-width: 694px) 100vw, 694px\" \/><\/figure>\n\n\n\n<p>\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\/2508.08719\">https:\/\/arxiv.org\/abs\/2508.08719<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> <\/p>\n\n\n\n<p>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u5feb\u901f\u6f14\u8fdb\u7684\u4eca\u5929\uff0c\u5176\u5728\u8bed\u8a00\u7406\u89e3\u4e0e\u751f\u6210\u4e0a\u7684\u8868\u73b0\u5df2\u65e5\u76ca\u8d8b\u8fd1\u4eba\u7c7b\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u6a21\u578b\u80fd\u591f\u719f\u7ec3\u5730\u6a21\u4eff\u8bed\u6cd5\u548c\u77e5\u8bc6\u7ed3\u6784\uff0c\u4f46\u5728\u5448\u73b0\u7a33\u5b9a\u4e14\u53ef\u63a7\u7684\u7c7b\u4eba\u7279\u8d28\uff08\u5982\u4eba\u683c\u3001\u4ef7\u503c\u89c2\u53ca\u9053\u5fb7\u503e\u5411\uff09\u65b9\u9762\uff0c\u4ecd\u9762\u4e34\u5de8\u5927\u6311\u6218\u3002\u4f20\u7edf\u4f9d\u9760\u7b80\u5355\u63d0\u793a\u8bcd\uff08prompting\uff09\u6216\u5c11\u91cf\u793a\u4f8b\uff08few-shot\uff09\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u6765\u201c\u8bf1\u53d1\u201d\u7279\u8d28\u7684\u65b9\u6cd5\u5f80\u5f80\u5b58\u5728\u4e0d\u7a33\u5b9a\u6027\uff0c\u4e14\u4e00\u81f4\u6027\u8f83\u5dee\u3002\u8fd9\u4e0d\u4ec5\u5bfc\u81f4\u6a21\u578b\u96be\u4ee5\u6309\u7167\u9884\u671f\u65b9\u5f0f\u8f93\u51fa\u7ed3\u679c\uff0c\u66f4\u9650\u5236\u4e86\u6a21\u578b\u5728\u4e2a\u6027\u5316\u4ea4\u4e92\u3001\u793e\u4f1a\u884c\u4e3a\u6a21\u62df\u7b49\u573a\u666f\u4e0b\u7684\u5e94\u7528\u3002\u4e3a\u63d0\u5347\u6a21\u578b\u5728\u7279\u5b9a\u7c7b\u4eba\u7279\u8d28\u4e0b\u7684\u8868\u73b0\uff0c\u4e9f\u9700\u4e00\u79cd\u80fd\u6df1\u5165\u5f15\u5bfc\u5e76\u7ea6\u675f\u6a21\u578b\u5185\u90e8\u7279\u8d28\u7684\u65b0\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u4e86\u57fa\u4e8e\u4e0a\u4e0b\u6587\u81ea\u6211\u53cd\u601d\u4f18\u5316\uff08In-Context Self-Reflective Optimization\uff09\u7684&nbsp;IROTE&nbsp;\u6846\u67b6\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f\u8ba9\u6a21\u578b\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u5b9e\u65f6\u81ea\u6211\u8bc4\u4f30\u4e0e\u52a8\u6001\u8c03\u6574\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u8be5\u7814\u7a76\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5728\u591a\u8f6e\u751f\u6210\u4efb\u52a1\u4e2d\u7684\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\uff0c\u6784\u9020\u4e86\u4e00\u79cd\u5185\u751f\u6027\u7684\u201c\u81ea\u6211\u53cd\u601d\u201d\u63d0\u793a\u8bcd\uff0c\u4ee5\u53ca\u5bf9\u5e94\u7684\u4f18\u5316\u673a\u5236\u3002\u8be5\u8fc7\u7a0b\u65e0\u9700\u4f9d\u8d56\u5916\u90e8\u76d1\u7763\u6a21\u578b\uff0c\u4e5f\u65e0\u9700\u8fdb\u884c\u6a21\u578b\u53c2\u6570\u8c03\u6574\uff0c\u800c\u662f\u901a\u8fc7\u8bbe\u8ba1\u7279\u5b9a\u7684\u4e0a\u4e0b\u6587\u201c\u81ea\u6211\u53cd\u601d\u201d\u7ed3\u6784\u3001\u8bc4\u4f30\u6807\u51c6\u53ca\u4f18\u5316\u7b97\u6cd5\uff0c\u9a71\u52a8\u6a21\u578b\u5728\u5185\u90e8\u5faa\u73af\u4e2d\u5ba1\u89c6\u81ea\u8eab\u8f93\u51fa\u3002IROTE\u7b97\u6cd5\u5b9a\u4e49\u4e86\u201c\u5524\u53d1\u6027\u201d\uff08evocativeness\uff09\u548c\u201c\u7b80\u6d01\u6027\u201d\uff08compactness\uff09\u4e24\u4e2a\u4f18\u5316\u76ee\u6807\uff0c\u5f53\u6a21\u578b\u8bc6\u522b\u5230\u884c\u4e3a\u504f\u79bb\u9884\u8bbe\u7279\u8d28\uff08\u5982\u4eba\u683c\u503e\u5411\u6216\u4ef7\u503c\u8868\u8fbe\uff09\uff0c\u6216\u63d0\u793a\u8bcd\u8fc7\u4e8e\u5197\u957f\u65f6\uff0c\u4f1a\u8fdb\u884c\u81ea\u6211\u4fee\u6b63\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"941\" height=\"513\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/05-2.png\" alt=\"text, email\" class=\"wp-image-1162053\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/05-2.png 941w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/05-2-300x164.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/05-2-768x419.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/05-2-240x131.png 240w\" sizes=\"auto, (max-width: 941px) 100vw, 941px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1aIROTE\u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0cIROTE&nbsp;\u5728\u591a\u9879\u7c7b\u4eba\u7279\u8d28\u8bf1\u5bfc\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u663e\u8457\u4f18\u52bf\u3002\u76f8\u6bd4\u5176\u4ed6\u63d0\u793a\u8bcd\u751f\u6210\u53ca\u4f18\u5316\u7b97\u6cd5\uff0c\u8be5\u6846\u67b6\u80fd\u66f4\u7a33\u5b9a\u5730\u5f15\u5bfc\u6a21\u578b\u4ea7\u51fa\u7b26\u5408\u7279\u5b9a\u7279\u8d28\u7684\u884c\u4e3a\u6a21\u5f0f\uff0c\u6709\u6548\u964d\u4f4e\u4e86\u7279\u8d28\u8bf1\u5bfc\u7684\u4e0d\u7a33\u5b9a\u6027\u3002\u8bc4\u4f30\u7ed3\u679c\u663e\u793a\uff0c\u65e0\u8bba\u662f\u5728\u793e\u4f1a\u79d1\u5b66\u6807\u51c6\u5316\u95ee\u5377\u4e0a\uff0c\u8fd8\u662f\u5728\u590d\u6742\u7684\u95ee\u7b54\u5bf9\u8bdd\u3001\u6587\u672c\u7eed\u5199\u3001\u6545\u4e8b\u751f\u6210\u7b49\u66f4\u4e3a\u590d\u6742\u7684\u4efb\u52a1\u4e2d\uff0cIROTE\u5747\u5c55\u73b0\u51fa\u4e86\u66f4\u5f3a\u7684\u7279\u8d28\u8bf1\u5bfc\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cIROTE&nbsp;\u7684\u5185\u5728\u53cd\u601d\u4f18\u5316\u673a\u5236\u6446\u8131\u4e86\u5bf9\u5927\u89c4\u6a21\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u7684\u4f9d\u8d56\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u4eba\u5de5\u8c03\u4f18\u6807\u6ce8\u7684\u9700\u6c42\u3002\u7814\u7a76\u8ba4\u4e3a\uff0c\u8fd9\u79cd\u81ea\u6211\u53cd\u601d\u4f18\u5316\u65b9\u6cd5\u4e0d\u4ec5\u4e3a\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4e2a\u6027\u5316\u4ea4\u4e92\u7b49\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u8868\u73b0\u5f00\u8f9f\u4e86\u65b0\u8def\u5f84\uff0c\u4e5f\u4e3a\u7406\u89e3\u5927\u578b\u6a21\u578b\u7684\u884c\u4e3a\u7279\u6027\u63d0\u4f9b\u4e86\u91cd\u8981\u53c2\u8003\u3002&nbsp;<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"6-mohobench-\u901a\u8fc7\u4e0d\u53ef\u56de\u7b54\u7684\u89c6\u89c9\u95ee\u9898\u8bc4\u4f30\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8bda\u5b9e\u6027\">6. MoHoBench\uff1a\u901a\u8fc7\u4e0d\u53ef\u56de\u7b54\u7684\u89c6\u89c9\u95ee\u9898\u8bc4\u4f30\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8bda\u5b9e\u6027<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"677\" height=\"167\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/06-1.png\" alt=\"text\" class=\"wp-image-1162054\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/06-1.png 677w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/06-1-300x74.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/06-1-240x59.png 240w\" sizes=\"auto, (max-width: 677px) 100vw, 677px\" \/><\/figure>\n\n\n\n<p>\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\/2507.21503\">https:\/\/arxiv.org\/abs\/2507.21503<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u5728\u89c6\u89c9\u95ee\u7b54\u7b49\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u957f\u8db3\u8fdb\u6b65\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5b83\u4eec\u4ecd\u9891\u7e41\u8f93\u51fa\u8bef\u5bfc\u6027\u6216\u4e0d\u53ef\u4fe1\u7684\u4fe1\u606f\u3002\u5c24\u5176\u5728\u89c6\u89c9\u4fe1\u606f\u4e0d\u8db3\u4ee5\u56de\u7b54\u95ee\u9898\u65f6\uff0c\u6a21\u578b\u5f80\u5f80\u4f1a\u201c\u51ed\u7a7a\u7f16\u9020\u201d\u7b54\u6848\uff0c\u8fd9\u79cd\u884c\u4e3a\u4e25\u91cd\u635f\u5bb3\u4e86\u7528\u6237\u4fe1\u4efb\u4e0e\u7cfb\u7edf\u5b89\u5168\u6027\u3002\u867d\u7136\u7eaf\u8bed\u8a00\u6a21\u578b\u7684\u201c\u8bda\u5b9e\u6027\uff08honesty\uff09\u201d\u7814\u7a76\uff08\u5373\u5982\u4f55\u5728\u65e0\u6cd5\u56de\u7b54\u65f6\u660e\u786e\u62d2\u7edd\u6216\u8868\u8fbe\u4e0d\u786e\u5b9a\u6027\uff09\u5df2\u5f15\u8d77\u5173\u6ce8\uff0c\u4f46\u5728\u591a\u6a21\u6001\u573a\u666f\u4e0b\uff0c\u6b64\u7c7b\u80fd\u529b\u7684\u7cfb\u7edf\u6027\u8bc4\u4f30\u4e0e\u6539\u8fdb\u4ecd\u5904\u4e8e\u8d77\u6b65\u9636\u6bb5\u3002\u56fe\u50cf\u4e0e\u6587\u672c\u7684\u8054\u5408\u7406\u89e3\u589e\u52a0\u4e86\u5224\u65ad\u201c\u77e5\u8bc6\u8fb9\u754c\u201d\u7684\u590d\u6742\u6027\uff0c\u800c\u73b0\u6709\u7684\u5bf9\u9f50\u7814\u7a76\u591a\u4fa7\u91cd\u4e8e\u51cf\u5c11\u5e7b\u89c9\uff08hallucination\uff09\u6216\u63d0\u5347\u6709\u7528\u6027\uff0c\u7f3a\u4e4f\u5bf9\u201c\u4f55\u65f6\u5e94\u62d2\u7edd\u56de\u7b54\u201d\u8fd9\u4e00\u6838\u5fc3\u8bda\u5b9e\u6027\u95ee\u9898\u7684\u9488\u5bf9\u6027\u8861\u91cf\u3002<\/p>\n\n\n\n<p>\u4e3a\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86 MoHoBench (Multi-modal Honest Benchmark)\uff0c\u8fd9\u662f\u9996\u4e2a\u4e13\u95e8\u7528\u4e8e\u8bc4\u4f30 MLLMs \u5728\u9762\u5bf9\u4e0d\u53ef\u56de\u7b54\u89c6\u89c9\u95ee\u9898\u65f6\u8bda\u5b9e\u884c\u4e3a\u7684\u5927\u89c4\u6a21\u57fa\u51c6\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u9996\u5148\u4ece\u4e24\u4e2a\u56fe\u50cf\u6570\u636e\u96c6\uff08\u5982 COCO\u3001HaloQuest\uff09\u51fa\u53d1\uff0c\u5229\u7528\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u751f\u6210\u673a\u5236\u4ea7\u751f\u5019\u9009\u95ee\u9898\u3002\u7136\u540e\u6839\u636e\u5b9a\u4e49\u7684\u56db\u7c7b\u4e0d\u53ef\u56de\u7b54\u89c6\u89c9\u95ee\u9898\uff08\u5305\u62ec\u8bed\u5883\u4f9d\u8d56\u6027\u3001\u57fa\u4e8e\u9519\u8bef\u524d\u63d0\u3001\u4e3b\u89c2\/\u54f2\u5b66\u6027\u4ee5\u53ca\u6a21\u7cca\u63cf\u8ff0\u6027\uff09\u8fdb\u884c\u591a\u8f6e\u7b5b\u9009\u548c\u4eba\u5de5\u9a8c\u8bc1\uff0c\u6700\u7ec8\u5f97\u5230\u7ea6 12,000 \u591a\u4e2a\u9ad8\u8d28\u91cf\u6837\u672c\u3002\u8fd9\u4e9b\u6837\u672c\u8986\u76d6\u4e86\u6a21\u578b\u5728\u89c6\u89c9\u8f93\u5165\u4e0d\u8db3\u65f6\u5e94\u660e\u786e\u62d2\u7edd\u56de\u7b54\u7684\u5178\u578b\u60c5\u5f62\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e MoHoBench\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u4e13\u95e8\u7684\u8bda\u5b9e\u6027\u8bc4\u4f30\u6307\u6807\uff0c\u5e76\u5bf9 28 \u79cd\u4e3b\u6d41 MLLMs \u8fdb\u884c\u4e86\u5168\u9762\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u7cfb\u7edf\u6bd4\u8f83\u4e86\u5b83\u4eec\u5728\u6b63\u786e\u62d2\u7edd\u4e0d\u53ef\u56de\u7b54\u95ee\u9898\u4e0a\u7684\u8868\u73b0\u3002\u6b64\u5916\uff0c\u8be5\u7814\u7a76\u8fd8\u8003\u5bdf\u4e86\u56fe\u50cf\u4fe1\u606f\u7684\u5e72\u6270\u6027\uff0c\u4f8b\u5982\u901a\u8fc7\u6539\u53d8\u56fe\u50cf\u8d28\u91cf\u6765\u5206\u6790\u89c6\u89c9\u8f93\u5165\u5bf9\u8bda\u5b9e\u6027\u51b3\u7b56\u7684\u5f71\u54cd\uff0c\u8fdb\u4e00\u6b65\u63ed\u793a\u591a\u6a21\u6001\u4fe1\u606f\u5982\u4f55\u5f71\u54cd\u6a21\u578b\u7684\u5224\u65ad\u3002\u4e3a\u63a2\u7d22\u6539\u8fdb\u65b9\u5411\uff0c\u7814\u7a76\u5458\u4eec\u5b9e\u73b0\u4e86\u521d\u6b65\u7684\u8bda\u5b9e\u6027\u5bf9\u9f50\u65b9\u6cd5\uff0c\u5305\u62ec\u76d1\u7763\u5fae\u8c03\u548c\u57fa\u4e8e\u504f\u597d\u5b66\u4e60\u7684\u4f18\u5316\u7b56\u7565\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u5728\u4e0d\u53ef\u56de\u7b54\u60c5\u5f62\u4e0b\u7684\u62d2\u7edd\u884c\u4e3a\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"941\" height=\"344\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/06-2.png\" alt=\"graphical user interface, text, application, chat or text message\" class=\"wp-image-1162055\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/06-2.png 941w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/06-2-300x110.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/06-2-768x281.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/06-2-240x88.png 240w\" sizes=\"auto, (max-width: 941px) 100vw, 941px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aMoHoBench&nbsp;\u793a\u610f\u56fe\u3002(a)&nbsp;\u6570\u636e\u6784\u5efa\uff1b(b)&nbsp;\u6570\u636e\u793a\u4f8b\uff1b(c)&nbsp;\u8bc4\u4f30\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u63ed\u793a\uff0c\u5728\u4e0d\u53ef\u56de\u7b54\u7684\u89c6\u89c9\u95ee\u9898\u4e0a\u6a21\u578b\u8868\u73b0\u51fa\u660e\u663e\u7684\u8bda\u5b9e\u6027\u7f3a\u5931\uff0c\u503e\u5411\u4e8e\u751f\u6210\u201c\u81ea\u4fe1\u7684\u9519\u8bef\u56de\u7b54\u201d\u800c\u975e\u62d2\u7edd\u3002\u8fd9\u79cd\u5931\u8d25\u4e0d\u4ec5\u6e90\u4e8e\u8bed\u8a00\u751f\u6210\u673a\u5236\u7684\u95ee\u9898\uff0c\u800c\u662f\u66f4\u6df1\u5c42\u6b21\u5730\u53d7\u89c6\u89c9\u4fe1\u606f\u5982\u4f55\u88ab\u6a21\u578b\u5904\u7406\u7684\u5f71\u54cd\u2014\u2014\u7b80\u5355\u7684\u89c6\u89c9\u5d4c\u5165\u548c\u8054\u5408\u63a8\u7406\u673a\u5236\u5e76\u4e0d\u8db3\u4ee5\u652f\u6491\u5728\u89c6\u89c9\u4fe1\u606f\u4e0d\u8db3\u65f6\u505a\u51fa\u6070\u5f53\u7684\u201c\u4e0d\u77e5\u9053\u201d\u54cd\u5e94\u3002\u5c3d\u7ba1\u4e00\u4e9b\u9876\u5c16\u6a21\u578b\u5982 GPT-4o \u548c o1 \u5728\u4e00\u822c\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u79c0\uff0c\u4f46\u5b83\u4eec\u5728 MoHoBench \u4e0a\u7684\u62d2\u7edd\u7387\u4ecd\u7136\u504f\u4f4e\u3002\u5bf9\u9f50\u5b9e\u9a8c\u663e\u793a\uff0c\u901a\u8fc7\u76d1\u7763\u5b66\u4e60\u548c\u504f\u597d\u4f18\u5316\u53ef\u4ee5\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63d0\u5347\u6a21\u578b\u5728\u4e0d\u53ef\u56de\u7b54\u573a\u666f\u4e2d\u7684\u8bda\u5b9e\u8868\u73b0\uff0c\u4e3a\u672a\u6765\u53d1\u5c55\u66f4\u5177\u4fe1\u4efb\u5ea6\u7684\u591a\u6a21\u6001 AI \u63d0\u4f9b\u5b9e\u8bc1\u57fa\u7840\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"7-\u57fa\u4e8e\u71b5\u7684\u63a2\u7d22\u6027\u63a8\u7406\u65b9\u6cd5\">7. \u57fa\u4e8e\u71b5\u7684\u63a2\u7d22\u6027\u63a8\u7406\u65b9\u6cd5<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"474\" height=\"178\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/07-1.png\" alt=\"text\" class=\"wp-image-1162056\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/07-1.png 474w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/07-1-300x113.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/07-1-240x90.png 240w\" sizes=\"auto, (max-width: 474px) 100vw, 474px\" \/><\/figure>\n\n\n\n<p>\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\/2506.14758\">https:\/\/arxiv.org\/abs\/2506.14758<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u7814\u7a76\u4e2d\uff0c\u5982\u4f55\u5728\u7ef4\u6301\u51c6\u786e\u6027\u7684\u540c\u65f6\u9f13\u52b1\u6a21\u578b\u8fdb\u884c\u6df1\u5c42\u6b21\u3001\u591a\u6837\u5316\u7684\u63a8\u7406\u4ecd\u662f\u6838\u5fc3\u6311\u6218\u3002\u76ee\u524d\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u4f18\u5316\u5f80\u5f80\u4fa7\u91cd\u4e8e\u6df1\u5ea6\u6316\u6398\uff08exploitation\uff09\uff0c\u5373\u8d8b\u5411\u4e8e\u91cd\u590d\u5df2\u83b7\u5f97\u9ad8\u5956\u52b1\u7684\u5df2\u77e5\u8def\u5f84\uff0c\u8fd9\u6781\u6613\u5bfc\u81f4\u63a8\u7406\u8868\u73b0\u505c\u6ede\uff0c\u96be\u4ee5\u4ea7\u51fa\u5177\u6709\u521b\u9020\u6027\u6216\u957f\u903b\u8f91\u94fe\u7684\u7ed3\u679c\u3002\u4e0e\u6b64\u76f8\u5bf9\u7684\u662f\u63a2\u7d22\uff08exploration\uff09 \u7b56\u7565\uff0c\u5373\u9f13\u52b1\u6a21\u578b\u5728\u63a8\u7406\u65f6\u5c1d\u8bd5\u65b0\u7684\u903b\u8f91\u8def\u5f84\u548c\u66f4\u6df1\u7684\u63a8\u7406\u94fe\u6761\uff0c\u4f46\u73b0\u6709\u5de5\u4f5c\u672a\u80fd\u6709\u6548\u8861\u91cf\u5e76\u5229\u7528\u8fd9\u4e00\u673a\u5236\u3002\u7531\u4e8e\u7f3a\u4e4f\u5bf9\u63a2\u7d22\u6027\u63a8\u7406\u884c\u4e3a\u4e0e\u6a21\u578b\u5185\u90e8\u7279\u5f81\u4e4b\u95f4\u5173\u7cfb\u7684\u89e3\u6790\uff0c\u79d1\u7814\u4eba\u5458\u96be\u4ee5\u8bbe\u8ba1\u51fa\u65e2\u80fd\u9f13\u52b1\u6df1\u5165\u63a8\u7406\u53c8\u80fd\u4fdd\u6301\u7a33\u5b9a\u4f18\u5316\u7684\u65b9\u6cd5\uff0c\u8fd9\u5728\u590d\u6742\u95ee\u9898\u6c42\u89e3\u3001\u957f\u6587\u672c\u63a8\u7406\u7b49\u4efb\u52a1\u4e2d\u5c24\u4e3a\u660e\u663e\u3002&nbsp;<\/p>\n\n\n\n<p>\u4e3a\u7834\u89e3\u8fd9\u4e00\u56f0\u5883\uff0c\u672c\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u71b5\uff08entropy\uff09\u7684\u63a2\u7d22\u6027\u63a8\u7406\u65b9\u6cd5\u3002\u7814\u7a76\u5458\u4eec\u9996\u5148\u4ece\u7406\u8bba\u4e0e\u5b9e\u8bc1\u89d2\u5ea6\u51fa\u53d1\uff0c\u8003\u5bdf\u4e86\u8bed\u8a00\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u884c\u4e3a\u4e0e\u71b5\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5e76\u53d1\u73b0\u9ad8\u71b5\u533a\u57df\u5f80\u5f80\u5bf9\u5e94\u4ee5\u4e0b\u4e09\u7c7b\u63a2\u7d22\u6027\u63a8\u7406\u884c\u4e3a\uff1a\u5173\u952e\u6027 token\uff08\u51b3\u5b9a\u6027\u6216\u8fde\u63a5\u63a8\u7406\u6b65\u9aa4\u7684\u8bcd\u8bed\uff09\u3001\u53cd\u601d\u6027\u884c\u4e3a\uff08\u5982\u81ea\u6211\u9a8c\u8bc1\u4e0e\u4fee\u6b63\uff09\u4ee5\u53ca\u5728\u57fa\u7840\u6a21\u578b\u4e2d\u4e0d\u5e38\u89c1\u7684\u7a00\u6709\u63a8\u7406\u884c\u4e3a\u3002\u8fd9\u4e00\u89c2\u5bdf\u63d0\u793a\u71b5\u53ef\u4f5c\u4e3a\u63a2\u7d22\u6027\u63a8\u7406\u7684\u6307\u793a\u4fe1\u53f7\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e00\u6d1e\u89c1\uff0c\u7814\u7a76\u5458\u4eec\u5bf9\u6807\u51c6\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\u505a\u51fa\u4e86\u6700\u5c0f\u7a0b\u5ea6\u7684\u4fee\u6539\uff0c\u5373\u5728\u4f18\u52bf\u51fd\u6570\uff08advantage function\uff09\u4e2d\u52a0\u5165\u57fa\u4e8e\u71b5\u7684\u9879\uff0c\u4ece\u800c\u9f13\u52b1\u6a21\u578b\u5728\u7b56\u7565\u4f18\u5316\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u66f4\u957f\u3001\u66f4\u6df1\u7684\u63a8\u7406\u94fe\u3002\u4e0e\u4f20\u7edf\u6700\u5927\u71b5\u65b9\u6cd5\u4e0d\u540c\uff0c\u8be5\u7b56\u7565\u5e76\u975e\u76f2\u76ee\u9f13\u52b1\u4e0d\u786e\u5b9a\u6027\uff0c\u800c\u662f\u5728\u4fdd\u6301\u539f\u6709\u4f18\u5316\u65b9\u5411\u7684\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u71b5\u5956\u52b1\u4fc3\u4f7f\u6a21\u578b\u66f4\u79ef\u6781\u5730\u63a2\u7d22\u591a\u6837\u5316\u3001\u957f\u7a0b\u7684\u63a8\u7406\u94fe\u6761\u3002\u8be5\u65b9\u6cd5\u5b9e\u73b0\u6781\u4e3a\u7b80\u4fbf\uff0c\u4e14\u80fd\u5b8c\u7f8e\u517c\u5bb9 GRPO \u548c PPO \u7b49\u4e3b\u6d41 RL \u7b97\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"791\" height=\"578\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/07-2.png\" alt=\"chart\" class=\"wp-image-1162057\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/07-2.png 791w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/07-2-300x219.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/07-2-768x561.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/02\/07-2-240x175.png 240w\" sizes=\"auto, (max-width: 791px) 100vw, 791px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1a\uff08\u4e0a\uff09\u7814\u7a76\u5458\u4eec\u5728 PPO \u6216 GRPO \u7684\u4f18\u52bf\u51fd\u6570\u57fa\u7840\u4e0a\uff0c\u589e\u52a0\u4e86\u4e00\u4e2a\u6781\u7b80\u7684\u57fa\u4e8e\u9010\u8bcd\u71b5\uff08per-token entropy\uff09\u7684\u9879\uff1b\uff08\u4e0b\uff09\u8fd9\u79cd\u57fa\u4e8e\u71b5\u7684\u4f18\u52bf\u51fd\u6570\u80fd\u6709\u6548\u9f13\u52b1\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u63a2\u7d22\u6027\u63a8\u7406\uff0c\u5373\u4fbf\u5728 K \u503c\u6781\u5927\u7684\u60c5\u51b5\u4e0b\uff0c\u4e5f\u80fd\u83b7\u5f97\u4f18\u8d8a\u7684 Pass@K \u8868\u73b0\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u8be5\u71b5\u589e\u5f3a\u7b56\u7565\u5728\u6807\u51c6\u63a8\u7406\u8bc4\u4f30\u6307\u6807 Pass@K\uff08\u8861\u91cf\u8bed\u8a00\u6a21\u578b\u5728 K \u6b21\u5c1d\u8bd5\u4e2d\u6210\u529f\u63a8\u7406\u80fd\u529b\u7684\u4e0a\u754c\u4f30\u8ba1\uff09\u4e0a\u83b7\u5f97\u4e86\u663e\u8457\u63d0\u5347\u3002\u5c24\u5176\u5728 K \u503c\u6781\u5927\u65f6\uff0c\u6a21\u578b\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684\u903b\u8f91\u97e7\u6027\uff0c\u5728\u957f\u63a8\u7406\u94fe\u4e2d\u4f9d\u7136\u80fd\u4fdd\u6301\u9ad8\u6b63\u786e\u7387\uff0c\u6210\u529f\u7a81\u7834\u4e86\u4f20\u7edf\u6027\u80fd\u74f6\u9888\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u5bf9\u9ad8\u71b5\u533a\u57df\u4e0e\u5177\u4f53\u63a8\u7406\u884c\u4e3a\u7684\u91cf\u5316\u5206\u6790\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u8bc1\u5b9e\u52a0\u5165\u71b5\u9879\u540e\u6a21\u578b\u5728\u5173\u952e\u6027 token \u8bc6\u522b\u3001\u81ea\u6211\u4fee\u6b63\u7b49\u63a2\u7d22\u6027\u884c\u4e3a\u4e0a\u7684\u63d0\u5347\uff0c\u8fd9\u4e9b\u80fd\u529b\u5747\u4e0e\u66f4\u590d\u6742\u7684\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u6210\u529f\u5b8c\u6210\u5bc6\u5207\u76f8\u5173\u3002\u7814\u7a76\u8fd8\u5c55\u793a\u4e86\u8be5\u7b56\u7565\u5982\u4f55\u5728\u4e0d\u727a\u7272\u539f\u59cb\u7b56\u7565\u6536\u655b\u6027\u548c\u7a33\u5b9a\u6027\u7684\u524d\u63d0\u4e0b\uff0c\u5f15\u5bfc\u6a21\u578b\u5728\u51b3\u7b56\u7a7a\u95f4\u4e2d\u8fdb\u884c\u66f4\u5177\u6df1\u5ea6\u548c\u521b\u9020\u6027\u7684\u63a8\u7406\u5c1d\u8bd5\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\u3002 \u672c\u5468\uff0c\u7b2c&nbsp;40&nbsp;\u5c4aAAAI\u4eba\u5de5\u667a\u80fd\u4f1a\u8bae\uff08AAAI 2026\uff09\u5728\u65b0\u52a0\u5761\u4e3e\u884c\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6709\u591a\u7bc7\u8bba\u6587\u5165\u9009\uff0c\u5185\u5bb9\u6db5\u76d6\u4e86\u591a\u6a21\u6001\u751f\u6210\u3001\u590d\u6742\u903b\u8f91\u63a8\u7406\u3001\u7c7b\u4eba\u7279\u8d28\u5bf9\u9f50\u53ca\u5782\u76f4\u884c\u4e1a\u6a21\u62df\u7b49\u591a\u4e2a\u524d\u6cbf\u9886\u57df\u3002&nbsp; \u672c\u671f\u5185\u5bb9\u901f\u89c8 1. DigMA\uff1a\u57fa\u4e8e\u6269\u6563\u5f15\u5bfc\u5143\u667a\u80fd\u4f53\u7684\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210 2. HiTVideo\uff1a\u7528\u4e8e\u589e\u5f3a\u81ea\u56de\u5f52\u5927\u8bed\u8a00\u6a21\u578b\u6587\u672c\u5230\u89c6\u9891\u751f\u6210\u80fd\u529b\u7684\u5c42\u7ea7\u6807\u8bb0\u5668 3. \u5bf9\u9f50\u5982\u4f55\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u591a\u8bed\u80fd\u529b\uff1f\u4ece\u8bed\u8a00\u795e\u7ecf\u5143\u89d2\u5ea6\u5c55\u5f00\u7684\u7814\u7a76 4. HTSIR\uff1a\u901a\u8fc7\u591a\u7c92\u5ea6\u68c0\u7d22\u4f18\u5316\u63d0\u5347\u957f\u4e0a\u4e0b\u6587\u6458\u8981\u80fd\u529b 5. IROTE\uff1a\u901a\u8fc7\u4e0a\u4e0b\u6587\u81ea\u6211\u53cd\u601d\u4f18\u5316\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u5c55\u73b0\u7c7b\u4eba\u7279\u8d28 6. MoHoBench\uff1a\u901a\u8fc7\u4e0d\u53ef\u56de\u7b54\u7684\u89c6\u89c9\u95ee\u9898\u8bc4\u4f30\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8bda\u5b9e\u602707\u57fa\u4e8e\u71b5\u7684\u63a2\u7d22\u6027\u63a8\u7406\u65b9\u6cd5 7. \u57fa\u4e8e\u71b5\u7684\u63a2\u7d22\u6027\u63a8\u7406\u65b9\u6cd5 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2408.12991 (opens in new tab) \u5728\u91d1\u878d\u5e02\u573a\u7814\u7a76\u4e0e\u4ea4\u6613\u7cfb\u7edf\u5f00\u53d1\u4e2d\uff0c\u6784\u5efa\u65e2\u903c\u771f\u53c8\u53ef\u63a7\u7684\u5e02\u573a\u6a21\u62df\u73af\u5883\u4e00\u76f4\u662f\u4e00\u4e2a\u6838\u5fc3\u96be\u9898\u3002\u7531\u4e8e\u771f\u5b9e\u5e02\u573a\u7684\u8ba2\u5355\u6d41\u566a\u58f0\u5f3a\u3001\u4e0d\u5e73\u7a33\u4e14\u6709\u590d\u6742\u7684\u591a\u5c3a\u5ea6\u7ed3\u6784\uff0c\u6240\u4ee5\u4f20\u7edf\u57fa\u4e8e\u89c4\u5219\u6216\u7edf\u8ba1\u5047\u8bbe\u7684\u6a21\u62df\u65b9\u6cd5\u96be\u4ee5\u590d\u73b0\u7ec6\u5fae\u7684\u52a8\u6001\u53d8\u5316\u3002\u73b0\u6709\u7684\u5b66\u4e60\u578b\u65b9\u6cd5\u867d\u5728\u62df\u5408\u5386\u53f2\u5206\u5e03\u4e0a\u6709\u6240\u63d0\u5347\uff0c\u4f46\u666e\u904d\u7f3a\u4e4f\u5bf9\u7279\u5b9a\u60c5\u666f\u7684\u7cbe\u786e\u63a7\u5236\u80fd\u529b\uff0c\u4f8b\u5982\uff0c\u5728\u7ed9\u5b9a\u6536\u76ca\u76ee\u6807\u3001\u6ce2\u52a8\u6c34\u5e73\u6216\u6781\u7aef\u884c\u60c5\u4e0b\u751f\u6210\u4e00\u81f4\u7684\u8ba2\u5355\u884c\u4e3a\u3002\u8fd9\u79cd\u4e0d\u53ef\u63a7\u6027\u4e25\u91cd\u9650\u5236\u4e86\u5e02\u573a\u6a21\u62df\u5728\u98ce\u9669\u8bc4\u4f30\u3001\u7b56\u7565\u56de\u6d4b\u548c\u60c5\u666f\u5206\u6790\u4e2d\u7684\u5b9e\u9645\u4ef7\u503c\u3002&nbsp; \u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5c06\u201c\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210\u201d\u5efa\u6a21\u4e3a\u4e00\u4e2a\u6761\u4ef6\u751f\u6210\u4efb\u52a1\uff0c\u63d0\u51fa\u4e86\u540d\u4e3a DigMA\uff08Diffusion Guided Meta Agent\uff09\u7684\u65b0\u6846\u67b6\u3002\u8be5\u65b9\u6cd5\u91c7\u7528\u4e24\u9636\u6bb5\u5efa\u6a21\u601d\u8def\uff1a\u9996\u5148\uff0c\u5229\u7528\u6761\u4ef6\u6269\u6563\u6a21\u578b\u5b66\u4e60\u5e02\u573a\u7684\u5b8f\u89c2\u52a8\u6001\u5206\u5e03\uff0c\u518d\u5c06\u5176\u62bd\u8c61\u4e3a\u4e2d\u4ef7\u6536\u76ca\u7387\u3001\u8ba2\u5355\u5230\u8fbe\u5f3a\u5ea6\u7b49\u6613\u4e8e\u5efa\u6a21\u7684\u4e2d\u95f4\u72b6\u6001\uff0c\u5e76\u5728\u6b64\u8fc7\u7a0b\u4e2d\u5f15\u5165\u76ee\u6807\u6761\u4ef6\u4ee5\u523b\u753b\u4e0d\u540c\u5e02\u573a\u60c5\u666f\uff1b\u968f\u540e\uff0c\u5728\u6269\u6563\u6a21\u578b\u751f\u6210\u7684\u6f5c\u5728\u5e02\u573a\u72b6\u6001\u5f15\u5bfc\u4e0b\uff0c\u878d\u5408\u4e86\u91d1\u878d\u7ecf\u6d4e\u5b66\u5148\u9a8c\u77e5\u8bc6\u7684\u5143\u667a\u80fd\u4f53\u5c06\u901a\u8fc7\u968f\u673a\u8fc7\u7a0b\u9010\u7b14\u751f\u6210\u8ba2\u5355\u884c\u4e3a\u3002\u5728\u8fd9\u79cd\u67b6\u6784\u4e2d\uff0c\u6269\u6563\u6a21\u578b\u5145\u5f53\u201c\u5143\u63a7\u5236\u5668\u201d\uff0c\u8d1f\u8d23\u523b\u753b\u548c\u7ea6\u675f\u6574\u4f53\u5e02\u573a\u5f62\u6001\uff1b\u5143\u667a\u80fd\u4f53\u5219\u5728\u5fae\u89c2\u5c42\u9762\u751f\u6210\u7b26\u5408\u8be5\u5f62\u6001\u7684\u5177\u4f53\u8ba2\u5355\uff0c\u4ece\u800c\u6709\u6548\u8854\u63a5\u5b8f\u89c2\u5e02\u573a\u76ee\u6807\u4e0e\u5fae\u89c2\u4ea4\u6613\u884c\u4e3a\u3002&nbsp; \u57fa\u4e8e\u771f\u5b9e\u80a1\u7968\u5e02\u573a\u6570\u636e\u7684\u7ed3\u679c\u663e\u793a\uff0cDigMA\u5728\u591a\u4e2a\u7ef4\u5ea6\u4e0a\u4f18\u4e8e\u73b0\u6709\u57fa\u7ebf\u6a21\u578b\u3002\u4e00\u65b9\u9762\uff0c\u5176\u5728\u6536\u76ca\u3001\u6ce2\u52a8\u7387\u7b49\u5173\u952e\u6307\u6807\u4e0a\u8868\u73b0\u51fa\u663e\u8457\u7684\u53ef\u63a7\u6027\uff0c\u751f\u6210\u7ed3\u679c\u80fd\u7a33\u5b9a\u8d34\u5408\u9884\u8bbe\u60c5\u666f\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5176\u751f\u6210\u7684\u8ba2\u5355\u6d41\u5728\u5206\u5e03\u7279\u5f81\u548c\u5178\u578b\u5e02\u573a\u98ce\u683c\u4e8b\u5b9e\uff08\u5982\u8ba2\u5355\u5230\u8fbe\u6a21\u5f0f\u548c\u4ef7\u683c\u53d8\u52a8\u7ed3\u6784\uff09\u4e0a\u4e0e\u771f\u5b9e\u5e02\u573a\u9ad8\u5ea6\u4e00\u81f4\u3002\u6b64\u5916\uff0c\u7814\u7a76\u8bc1\u660e\u8be5\u751f\u6210\u5f0f\u5e02\u573a\u73af\u5883\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u8bc4\u4f30\uff0c\u5728\u8ba1\u7b97\u6548\u7387\u548c\u7a33\u5b9a\u6027\u4e0a\u5177\u5907\u6781\u9ad8\u7684\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2503.11513 (opens in new tab) \u89c6\u9891\u6570\u636e\u5929\u7136\u517c\u5177\u7a7a\u95f4\u548c\u65f6\u95f4\u7ef4\u5ea6\uff0c\u76f8\u8f83\u4e8e\u9759\u6001\u56fe\u50cf\uff0c\u5176\u5197\u4f59\u4fe1\u606f\u66f4\u591a\u3001\u52a8\u6001\u53d8\u5316\u66f4\u590d\u6742\uff0c\u4e14\u751f\u6210\u8fc7\u7a0b\u8981\u6c42\u5c06\u8bed\u8a00\u63cf\u8ff0\u4e0e\u89c6\u89c9\u5185\u5bb9\u5b9e\u73b0\u6df1\u5ea6\u5bf9\u9f50\u3002\u8fd9\u5e26\u6765\u4e86\u4e24\u5927\u6838\u5fc3\u96be\u9898\uff1a\u9ad8\u6548\u7f16\u7801\u6311\u6218\uff0c\u5982\u4f55\u5728\u4e0d\u635f\u5931\u8bed\u4e49\u4e0e\u65f6\u7a7a\u7ec6\u8282\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u957f\u65f6\u5e8f\u89c6\u9891\u7684\u9ad8\u500d\u7387\u538b\u7f29\uff1f\u8de8\u6a21\u6001\u6865\u63a5\u6311\u6218\uff0c\u5982\u4f55\u7f29\u5c0f\u8bed\u8a00\u4e0e\u89c6\u89c9\u95f4\u7684\u9886\u57df\u5dee\u5f02\uff0c\u4f7f\u751f\u6210\u6a21\u578b\u5728\u7406\u89e3\u590d\u6742\u8bed\u4e49\u7684\u540c\u65f6\uff0c\u7cbe\u51c6\u4ea7\u51fa\u9ad8\u8d28\u91cf\u89c6\u9891\u5e27\uff1f \u4f20\u7edf\u7684\u89c6\u9891\u6807\u8bb0\u5668\uff08tokenizers\uff09\u5f80\u5f80\u5728\u201c\u538b\u7f29\u7387\u201d\u4e0e\u201c\u4fdd\u771f\u5ea6\u201d\u4e4b\u95f4\u5f98\u5f8a\uff0c\u4f4e\u7684\u538b\u7f29\u7387\u4f1a\u5bfc\u81f4\u5e8f\u5217\u8fc7\u957f\uff0c\u589e\u52a0\u5efa\u6a21\u96be\u5ea6\uff1b\u8fc7\u5ea6\u538b\u7f29\u5219\u4f1a\u727a\u7272\u751f\u6210\u8d28\u91cf\u3002\u8fd9\u79cd\u6743\u8861\u5c40\u9650\u4e86\u57fa\u4e8e\u81ea\u56de\u5f52\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89c6\u9891\u751f\u6210\u6f5c\u529b\u3002 \u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u672c\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u5c42\u7ea7\u89c6\u9891\u6807\u8bb0\u5668HiTVideo\u3002\u8be5\u65b9\u6848\u57fa\u4e8e\u4e09\u7ef4\u56e0\u679c\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff083D causal VAE\uff09\u6784\u5efa\u4e86\u591a\u5c42\u79bb\u6563\u4ee3\u7801\u672c\uff08discrete codebooks\uff09\uff0c\u5c06\u89c6\u9891\u5185\u5bb9\u7f16\u7801\u4e3a\u5c42\u6b21\u5316\u7684\u7b26\u53f7\u5e8f\u5217\u3002 \u5177\u4f53\u800c\u8a00\uff0c\u8be5\u65b9\u6cd5\u5c06\u89c6\u9891\u5206\u89e3\u6210\u7c92\u5ea6\u4e0d\u540c\u7684\u4e24\u4e2a\u5c42\u6b21\uff1a\u9ad8\u5c42\u7801\u672c\u8d1f\u8d23\u6355\u6349\u5168\u5c40\u8bed\u4e49\u4fe1\u606f\uff0c\u5177\u5907\u6781\u9ad8\u7684\u538b\u7f29\u6bd4\uff1b\u4f4e\u5c42\u7801\u672c\u8d1f\u8d23\u4fdd\u7559\u7ec6\u7c92\u5ea6\u7684\u65f6\u7a7a\u7ec6\u8282\u3002\u901a\u8fc7\u5c42\u6b21\u5316\u7f16\u7801\uff0c\u6a21\u578b\u80fd\u591f\u5728\u663e\u8457\u964d\u4f4e\u6bcf\u50cf\u7d20\u4f4d\u6570\uff08BPP\uff09\u7684\u540c\u65f6\uff0c\u786e\u4fdd\u8bed\u4e49\u7684\u5b8c\u6574\u6027\uff0c\u4ece\u800c\u53ef\u4ee5\u5728\u5e8f\u5217\u957f\u5ea6\u4e0e\u4fe1\u606f\u4fdd\u7559\u4e4b\u95f4\u53d6\u5f97\u6700\u4f18\u5e73\u8861\u3002 HiTVideo\u7684\u8bbe\u8ba1\u7075\u611f\u90e8\u5206\u6765\u6e90\u4e8e\u4f20\u7edf\u52a8\u753b\u7684\u5206\u5c42\u5236\u4f5c\u7406\u5ff5\uff0c\u4e5f\u5c31\u662f\u5982\u4f55\u5728\u81ea\u56de\u5f52\u751f\u6210\u7684\u8fc7\u7a0b\u4e2d\u7531\u7c97\u5230\u7ec6\u751f\u6210\u3002\u7f16\u7801\u8fc7\u7a0b\u4e2d\uff0c\u9ad8\u538b\u7f29\u5c42\u8d1f\u8d23\u62bd\u53d6\u6838\u5fc3\u8bed\u4e49\u63d0\u793a\uff0c\u5f15\u5bfc\u81ea\u56de\u5f52\u6a21\u578b\u52fe\u52d2\u51fa\u7b26\u5408\u6587\u672c\u6307\u4ee4\u7684\u89c6\u9891\u6982\u8981\uff1b\u4f4e\u538b\u7f29\u5c42\u5219\u5728\u540e\u7eed\u9636\u6bb5\u8865\u5145\u89c6\u89c9\u7ec6\u8282\uff0c\u5927\u5e45\u63d0\u5347\u6700\u7ec8\u89c6\u9891\u7684\u771f\u5b9e\u611f\u4e0e\u65f6\u7a7a\u8fde\u8d2f\u6027\u3002 HiTVideo\u5728\u957f\u65f6\u6bb5\u89c6\u9891\uff08\u4f8b\u5982&nbsp;8\u79d2\u300164&nbsp;\u5e27\uff09\u7684\u7f16\u7801\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u663e\u8457\u4f18\u52bf\u3002\u4e00\u65b9\u9762\uff0c\u4e0e\u57fa\u7ebf\u89c6\u9891\u6807\u8bb0\u5668\u76f8\u6bd4\uff0cHiTVideo\u80fd\u5c06\u89c6\u9891\u6bd4\u7279\u7387\u964d\u4f4e\u7ea670%\uff0c\u6781\u5927\u63d0\u5347\u4e86\u81ea\u56de\u5f52\u5927\u8bed\u8a00\u6a21\u578b\u5904\u7406\u957f\u5e8f\u5217\u7684\u6548\u7387\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5373\u4fbf\u5728\u5927\u5e45\u538b\u7f29\u7684\u60c5\u51b5\u4e0b\uff0cHiTVideo\u7684\u91cd\u5efa\u8d28\u91cf\u4f9d\u7136\u6781\u5177\u7ade\u4e89\u529b\uff0c\u751f\u6210\u7684\u89c6\u9891\u5728\u8bed\u4e49\u4e00\u81f4\u6027\u548c\u65f6\u7a7a\u8fde\u8d2f\u6027\u65b9\u9762\u8868\u73b0\u4f18\u5f02\uff0c\u4ece\u800c\u8bc1\u660e\u4e86\u5c42\u7ea7\u7ed3\u6784\u5728\u7f13\u89e3\u538b\u7f29\u4e0e\u8d28\u91cf\u77db\u76fe\u65b9\u9762\u7684\u6709\u6548\u6027\u3002\u6b64\u5916\uff0c\u672c\u7814\u7a76\u8fd8\u63a2\u8ba8\u4e86\u4e0d\u540c\u5c42\u6b21\u6807\u8bb0\u4e4b\u95f4\u7684\u6743\u8861\u5173\u7cfb\uff0c\u5e76\u5f3a\u8c03\u9ad8\u538b\u7f29\u8bed\u4e49\u6807\u8bb0\u5728\u6587\u672c\u5230\u89c6\u9891\u4efb\u52a1\u4e2d\u5bf9\u7b80\u5316\u8bed\u8a00\u5f15\u5bfc\u5efa\u6a21\u7684\u4f18\u52bf\u3002&nbsp; \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2505.21505 (opens in new tab) \u5728\u591a\u8bed\u8a00\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u5373\u4fbf\u5927\u8bed\u8a00\u6a21\u578b\u5728\u9ad8\u8d44\u6e90\u8bed\u8a00\u4e0a\u8868\u73b0\u5353\u8d8a\uff0c\u4e5f\u4f1a\u51fa\u73b0\u5728\u4f4e\u8d44\u6e90\u8bed\u8a00\u4e0a\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u8584\u5f31\u7684\u60c5\u51b5\u3002\u8fd9\u79cd\u6027\u80fd\u4e0d\u5e73\u8861\u6e90\u4e8e\u8bad\u7ec3\u8bed\u6599\u7684\u5206\u5e03\u4e0d\u5747\uff0c\u540c\u65f6\u4e5f\u53d7\u9650\u4e8e\u6a21\u578b\u5185\u90e8\u8de8\u8bed\u8a00\u77e5\u8bc6\u7f16\u7801\u673a\u7406\u7684\u6a21\u7cca\u6027\u3002\u5c3d\u7ba1\u201c\u591a\u8bed\u8a00\u5bf9\u9f50\u201d\uff08Multilingual 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