{"id":14504,"date":"2026-11-04T16:15:04","date_gmt":"2026-11-04T08:15:04","guid":{"rendered":"https:\/\/infernews.com\/blog\/mage-2\/"},"modified":"2026-11-04T16:25:51","modified_gmt":"2026-11-04T08:25:51","slug":"mage-2","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/mage-2\/","title":{"rendered":"Microsoft Mage-VL-Cowork\uff1a\u4ee5 4B \u6a21\u578b\u517c\u9867\u5f71\u7247\u7406\u89e3\u8207\u96fb\u8166\u64cd\u4f5c"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/11\/Microsoft-Mage-VL-Cowork-4B.jpg\" alt=\"gallery\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u5206\u6790\u9577\u5f71\u7247\u3001\u751f\u6210\u6216\u7de8\u8f2f\u5f71\u50cf\uff0c\u751a\u81f3\u64cd\u4f5c\u684c\u9762\u7a0b\u5f0f\uff0c\u901a\u5e38\u9700\u8981\u4e0d\u540c\u6a21\u578b\u548c\u5de5\u4f5c\u6d41\u7a0b\u3002Microsoft Mage \u628a\u9019\u4e9b\u80fd\u529b\u653e\u9032 4B \u53c3\u6578\u7684\u591a\u6a21\u614b\u6a21\u578b\u5bb6\u65cf\uff0c\u4f9b\u7814\u7a76\u5718\u968a\u9032\u884c\u53d7\u63a7\u5be6\u9a57\u3001\u5f8c\u8a13\u7df4\u7814\u7a76\u53ca\u5782\u76f4\u9818\u57df\u61c9\u7528\uff1b\u5b83\u5c6c\u65bc\u6a21\u578b\u7cfb\u5217\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e09\u500b\u6a21\u578b\u5404\u6709\u5206\u5de5\uff1aMage-VL \u8655\u7406\u5716\u50cf\u8207\u5f71\u7247\u7406\u89e3\uff0cMage-Flow \u8ca0\u8cac\u5f71\u50cf\u751f\u6210\u548c\u7de8\u8f2f\uff0cMage-VL-Cowork \u5247\u5728\u540c\u4e00\u500b\u7b56\u7565\u6a21\u578b\u5167\u7d50\u5408\u5716\u5f62\u4ecb\u9762\u3001\u7a0b\u5f0f\u78bc\u548c\u7d42\u7aef\u6a5f\u64cd\u4f5c\u3002\u9019\u7a2e\u6df7\u5408\u5f0f\u96fb\u8166\u64cd\u4f5c\u8b93\u6a21\u578b\u53ef\u6309\u4efb\u52d9\u9078\u64c7\u9ede\u64ca\u756b\u9762\u6216\u57f7\u884c\u7a0b\u5f0f\u78bc\uff0c\u800c\u4e0d\u662f\u4ea4\u7531\u5916\u90e8\u5354\u8abf\u5668\u5207\u63db\u4e0d\u540c\u4ee3\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f71\u7247\u8655\u7406\u7684\u4e3b\u8981\u53d6\u6368\uff0c\u662f\u6e1b\u5c11\u5197\u9918\u5f71\u683c\u8cc7\u8a0a\uff0c\u540c\u6642\u4fdd\u7559\u6642\u9593\u8207\u52d5\u4f5c\u7dda\u7d22\u3002Mage-VL \u5f9e\u96f6\u8a13\u7df4\u8996\u89ba\u5806\u758a\uff0c\u63a1\u7528 16\u00d716 \u7684 I\/P \u9810\u6e2c\u5f0f patch \u6a5f\u5236\uff0c\u5c07\u8996\u89ba token \u7528\u91cf\u964d\u81f3\u5bc6\u96c6\u5f71\u683c\u53d6\u6a23\u7684\u516b\u5206\u4e4b\u4e00\u6216\u66f4\u5c11\uff1b\u9805\u76ee\u5831\u544a\u7a31\uff0c\u9019\u4ee4\u5f71\u7247\u8a13\u7df4\u6642\u9593\u53ef\u5ef6\u9577\u81f3 8 \u500d\uff0c\u63a8\u7406\u901f\u5ea6\u6700\u9ad8\u63d0\u5347 3.5 \u500d\u3002\u4ee5\u56fa\u5b9a\u7684 4B Qwen3 \u9aa8\u5e79\u6bd4\u8f03\uff0cMage-ViT \u5728\u6240\u6709\u5df2\u5831\u544a\u7684\u5f71\u7247\u53ca\u6642\u9593\u5b9a\u4f4d\u57fa\u6e96\u6e2c\u8a66\u4e2d\u52dd\u904e Qwen3-VL-4B\uff0c\u4f46\u975c\u614b\u5716\u50cf\u8868\u73fe\u5247\u5927\u81f4\u76f8\u82e5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">OSWorld-Verified \u7684\u6e2c\u8a66\u4e2d\uff0cMage-VL-Cowork \u5728 50 \u6b65\u9810\u7b97\u4e0b\u53d6\u5f97 66.0%\uff1b\u5f37\u5316\u5b78\u7fd2\u8a13\u7df4\u5e36\u4f86 10.16 \u500b\u767e\u5206\u9ede\u63d0\u5347\uff0c\u4e26\u4ee4\u6a21\u578b\u547c\u53eb\u6e1b\u5c11 13%\u3001\u8f38\u51fa token \u6e1b\u5c11 25.4%\u3002\u53e6\u4e00\u9805\u5be6\u9a57\u7d50\u679c\u6307\u51fa\uff0cMage-VL \u5728 VSI-Bench \u9818\u5148 11.0 \u5206\uff0c\u986f\u793a\u5176\u512a\u52e2\u8f03\u96c6\u4e2d\u65bc\u5f71\u7247\u7406\u89e3\u548c\u7a7a\u9593\u667a\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u4eba\u54e1\u53ef\u6309\u4efb\u52d9\u9078\u7528\u76f8\u61c9\u6a21\u578b\u8207\u7a0b\u5f0f\u78bc\uff0c\u6e2c\u8a66\u5f71\u7247\u7406\u89e3\u3001\u751f\u6210\u7de8\u8f2f\u6216\u6df7\u5408\u5f0f\u96fb\u8166\u64cd\u4f5c\uff1bMage-VL-Cowork \u7684\u8a13\u7df4\u6d41\u7a0b\u4ea6\u6db5\u84cb\u8cc7\u6599\u5408\u6210\u3001\u76e3\u7763\u5fae\u8abf\u8207\u5f37\u5316\u5b78\u7fd2\u3002\u9069\u5408\u6709\u80fd\u529b\u914d\u7f6e\u6a21\u578b\u74b0\u5883\u7684\u7814\u7a76\u5718\u968a\uff0c\u4ee5\u53ca\u63a2\u7d22\u6709\u9650\u7b97\u529b\u591a\u6a21\u614b\u61c9\u7528\u7684\u958b\u767c\u8005\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e09\u500b 4B \u6a21\u578b\u5206\u5225\u6db5\u84cb\u5716\u50cf\u8207\u5f71\u7247\u7406\u89e3\u3001\u5f71\u50cf\u751f\u6210\u7de8\u8f2f\u3001\u6df7\u5408\u5f0f\u96fb\u8166\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li>\u9810\u6e2c\u5f0f patch \u6a5f\u5236\u6e1b\u5c11\u5f71\u7247\u8996\u89ba token\uff0c\u63db\u53d6\u66f4\u9577\u8a13\u7df4\u5f71\u7247\u8207\u8f03\u5feb\u63a8\u7406\u3002<\/li>\n\n\n\n<li>Mage-VL-Cowork \u5728 OSWorld-Verified \u4ee5 50 \u6b65\u9810\u7b97\u53d6\u5f97 66.0%\uff0c\u540c\u6642\u6e1b\u5c11\u6a21\u578b\u547c\u53eb\u8207\u8f38\u51fa token\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/microsoft.github.io\/Mage\/cowork\/\" rel=\"noopener\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/microsoft\/Mage\" rel=\"noopener\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/microsoft\/Mage-VL-Cowork\" rel=\"noopener\" target=\"_blank\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mage-VL-Cowork \u662f\u4e00\u500b 4B \u591a\u6a21\u614b\u6a21\u578b\u5bb6\u65cf\u6db5\u84cb\u5f71\u7247\u7406\u89e3\u3001\u5f71\u50cf\u751f\u6210\u548c GUI \u96fb\u8166\u64cd\u4f5c\uff0c\u4e26\u4ee5\u8f03\u5c11\u8996\u89ba token \u8655\u7406\u9577\u5f71\u7247\u3002\u7576\u4e2d Mage-VL-Cowork \u5728 OSWorld-Verified \u53d6\u5f97 66.0%\u3002<\/p>\n","protected":false},"author":8,"featured_media":14503,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,162,76,119,127,173,31,30,150,214],"tags":[],"class_list":["post-14504","post","type-post","status-publish","format-standard","hentry","category-133","category-ai-productions","category-76","category-119","category-127","category-173","category-video","category-image","category-150","category-reinforcement-learning"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14504","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=14504"}],"version-history":[{"count":3,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14504\/revisions"}],"predecessor-version":[{"id":14509,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14504\/revisions\/14509"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/14503"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=14504"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=14504"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=14504"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}