{"id":4620,"date":"2025-12-10T17:14:07","date_gmt":"2025-12-10T09:14:07","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=4620"},"modified":"2025-12-10T17:14:52","modified_gmt":"2025-12-10T09:14:52","slug":"%e5%87%86%e7%a1%ae%e7%8e%87%e8%85%b0%e6%96%a9%ef%bc%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%a7%86%e8%a7%89%e8%83%bd%e5%8a%9b%e4%b8%80%e5%87%ba%e6%97%a5%e5%b8%b8%e7%94%9f%e6%b4%bb%e5%b0%b1%e3%80%8c%e5%a4%b1","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2025\/12\/10\/%e5%87%86%e7%a1%ae%e7%8e%87%e8%85%b0%e6%96%a9%ef%bc%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%a7%86%e8%a7%89%e8%83%bd%e5%8a%9b%e4%b8%80%e5%87%ba%e6%97%a5%e5%b8%b8%e7%94%9f%e6%b4%bb%e5%b0%b1%e3%80%8c%e5%a4%b1\/","title":{"rendered":"\u51c6\u786e\u7387\u8170\u65a9\uff01\u5927\u6a21\u578b\u89c6\u89c9\u80fd\u529b\u4e00\u51fa\u65e5\u5e38\u751f\u6d3b\u5c31\u300c\u5931\u7075\u300d"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4620\" class=\"elementor elementor-4620\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f5781bf e-flex e-con-boxed e-con e-parent\" data-id=\"f5781bf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a06f2d elementor-widget elementor-widget-text-editor\" data-id=\"2a06f2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6211\u4eec\u4e60\u60ef\u4e86 AI \u5728\u5c4f\u5e55\u4e0a\u4f83\u4f83\u800c\u8c08\u3001\u751f\u6210\u7f8e\u56fe\uff0c\u597d\u50cf\u5b83\u65e0\u6240\u4e0d\u77e5\u3002\u4f46\u5047\u5982\u628a\u5b83 &#8221; \u6254 &#8221; \u8fdb\u4e00\u4e2a\u771f\u5b9e\u7684\u624b\u672f\u5ba4\uff0c\u8ba9\u5b83\u7528\u4e3b\u5200\u533b\u751f\u7684\u7b2c\u4e00\u89c6\u89d2\u6765\u5224\u65ad\u4e0b\u4e00\u6b65\u8be5\u7528\u54ea\u628a\u94b3\u5b50\uff0c\u8fd9\u4f4d &#8221; \u5b66\u9738 &#8221; \u5f88\u53ef\u80fd\u5f53\u573a\u61f5\u5708\u3002<\/p><p>\u9488\u5bf9\u6b64\u7c7b\u95ee\u9898\uff0cEgoCross \u9879\u76ee\u56e2\u961f\u805a\u7126\u8de8\u57df\u7b2c\u4e00\u4eba\u79f0\u89c6\u9891\u95ee\u7b54\u8bc4\u6d4b\u3002\u65b0\u5de5\u4f5c\u7cfb\u7edf\u63ed\u793a\u73b0\u6709 MLLM \u5728\u5916\u79d1\u3001\u5de5\u4e1a\u3001\u6781\u9650\u8fd0\u52a8\u4e0e\u52a8\u7269\u89c6\u89d2\u7b49\u573a\u666f\u4e0b\u7684\u6cdb\u5316\u74f6\u9888\u3002<\/p><div id=\"id_imagebox_0\" class=\"img_box \"><div class=\"content_img_div perview_img_div\"><img decoding=\"async\" id=\"img_0\" class=\"opacity_0\" src=\"https:\/\/zkres1.myzaker.com\/202512\/69377b8fb15ec06ad60f0c80_1024.jpg\" data-height=\"777\" data-width=\"1510\" \/><\/div><\/div><p>\u76ee\u524d\u5927\u591a\u6570\u7b2c\u4e00\u4eba\u79f0\u89c6\u9891\u57fa\u51c6\u5747\u96c6\u4e2d\u4e8e\u65e5\u5e38\u751f\u6d3b\u6d3b\u52a8\uff0c\u800c\u5ffd\u7565\u4e86\u771f\u5b9e\u4e16\u754c\u5e94\u7528\u4e2d\u5de8\u5927\u7684\u9886\u57df\u5dee\u5f02\u3002<\/p><p>\u6765\u81ea\u534e\u4e1c\u5e08\u8303\u5927\u5b66\u3001INSAIT \u7684\u7814\u7a76\u56e2\u961f\uff0c\u9996\u6b21\u63d0\u51fa\u8de8\u57df\u7b2c\u4e00\u89c6\u89d2\u89c6\u9891\u95ee\u7b54\u57fa\u51c6 EgoCross\uff0c\u8986\u76d6 4 \u4e2a\u9ad8\u4ef7\u503c\u4e13\u4e1a\u9886\u57df\u3001\u5305\u542b\u8fd1\u5343\u6761\u9ad8\u8d28\u91cf QA \u5bf9\uff0c\u540c\u65f6\u63d0\u4f9b\u95ed\u5377\uff08CloseQA\uff09\u548c\u5f00\u5377\uff08OpenQA\uff09\u53cc\u8bc4\u6d4b\u683c\u5f0f\uff0c\u5f7b\u5e95\u586b\u8865\u4e86\u8be5\u9886\u57df\u7684\u8bc4\u4f30\u7a7a\u767d\u3002<\/p><p>\u540c\u65f6\uff0c\u56e2\u961f\u901a\u8fc7 8 \u6b3e\u4e3b\u6d41 MLLM \u7684\u5168\u9762\u6d4b\u8bd5\uff0c\u63ed\u793a\u4e86\u73b0\u6709\u6a21\u578b\u7684\u8de8\u57df\u77ed\u677f\uff0c\u5e76\u9a8c\u8bc1\u4e86\u5fae\u8c03\uff08SFT\uff09\u3001\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7b49\u65b9\u6cd5\u7684\u6539\u8fdb\u6f5c\u529b\u3002<\/p><p>\u76ee\u524d\u8be5\u9879\u7814\u7a76\u5df2\u5165\u9009 AAAI 2026\uff0c\u6240\u6709\u6570\u636e\u96c6\u3001\u4ee3\u7801\u5df2\u5168\u90e8\u5f00\u6e90\u3002<\/p><p>\u6253\u7834\u65e5\u5e38 &#8221; \u8212\u9002\u5708 &#8220;<\/p><p><strong>Egocentric Video Question Answering\uff08EgocentricQA\uff09<\/strong>\u7684\u76ee\u6807\uff0c\u662f\u8ba9\u6a21\u578b\u5728 &#8221; \u7b2c\u4e00\u89c6\u89d2\u89c6\u9891 + \u95ee\u9898 &#8221; \u7684\u8f93\u5165\u4e0b\uff0c\u7ed9\u51fa\u6b63\u786e\u81ea\u7136\u8bed\u8a00\u56de\u7b54\u3002<\/p><p>\u5df2\u6709\u5927\u91cf\u5de5\u4f5c\u5728\u8fd9\u4e00\u65b9\u5411\u53d6\u5f97\u4e86\u8fdb\u5c55\uff0c\u4f46\u51e0\u4e4e\u90fd\u53ea\u5728\u65e5\u5e38\u751f\u6d3b\u573a\u666f\u91cc\u8bc4\u6d4b\u6a21\u578b\uff1a\u505a\u996d\u3001\u5207\u83dc\u3001\u6574\u7406\u623f\u95f4\u2026\u2026<\/p><p>\u73b0\u5b9e\u4e2d\uff0c\u66f4\u5177\u6311\u6218\u7684\u573a\u666f\u5f80\u5f80\u6765\u81ea\uff1a<\/p><p><strong>\u624b\u672f\u9886\u57df<\/strong>\uff1a\u4e0d\u4ec5\u8981\u8bc6\u522b &#8221; \u5207\u5272\u5de5\u5177 &#8220;\uff0c\u8fd8\u9700\u8981\u533a\u5206 &#8221; \u6293\u94b3 &#8220;\u3001&#8221; \u624b\u672f\u5200 &#8221; \u548c &#8221; \u53cc\u6781\u954a &#8221; \u7b49\u7cbe\u7ec6\u5668\u68b0\u3002\u540c\u65f6\uff0c\u624b\u672f\u6d41\u7a0b\u957f\uff0c\u98ce\u9669\u9ad8\uff0c\u8bc6\u522b\u8bc6\u522b\u53ca\u9884\u6d4b\u9519\u8bef\u5e26\u6765\u7684\u98ce\u9669\u6781\u5927\uff1b<\/p><p><strong>\u5de5\u4e1a\u9886\u57df<\/strong>\uff1a\u6d89\u53ca\u590d\u6742\u7684\u7535\u8def\u677f\u7ef4\u4fee\u6d41\u7a0b\u548c\u7cbe\u7ec6\u7269\u4f53\u8bc6\u522b\uff1b<\/p><p><strong>\u6781\u9650\u8fd0\u52a8<\/strong>\uff1a\u7b2c\u4e00\u89c6\u89d2\u76f8\u673a\u5267\u70c8\u6296\u52a8\u3001\u89c6\u89d2\u5207\u6362\u9891\u7e41\uff0c\u753b\u9762\u6a21\u7cca\u4e25\u91cd\uff1b<\/p><p><strong>\u52a8\u7269\u89c6\u89d2<\/strong>\uff1a\u76f8\u673a\u968f\u52a8\u7269\u505a\u4e0d\u89c4\u5219\u8fd0\u52a8\uff0c\u89c6\u89d2\u9ad8\u5ea6\u548c\u5173\u6ce8\u533a\u57df\u4e0e\u4eba\u7c7b\u5b8c\u5168\u4e0d\u540c\u3002<\/p><p>\u8fd9\u4e9b\u573a\u666f\u5728<strong>\u89c6\u89c9\u98ce\u683c<\/strong>\u548c<strong>\u8bed\u4e49\u5185\u5bb9<\/strong>\u4e0a\u90fd\u4e0e &#8221; \u65e5\u5e38\u5bb6\u52a1 &#8221; \u5927\u76f8\u5f84\u5ead\uff0c\u6784\u6210\u5929\u7136\u7684<strong>\u9886\u57df\u5dee\u5f02\uff08domain shift\uff09<\/strong>\u3002<\/p><p>\u8fd9\u5f15\u51fa\u4e86\u672c\u7814\u7a76\u7684\u6838\u5fc3\u95ee\u9898\uff1a<\/p><p>\u2726 \u00a0 \u73b0\u6709\u5728\u65e5\u5e38\u573a\u666f\u4e0a\u8868\u73b0\u4f18\u79c0\u7684 MLLM\uff0c\u80fd\u5426\u5728\u8fd9\u4e9b\u964c\u751f\u9886\u57df\u4e2d\u4f9d\u7136\u53ef\u9760\uff1f<\/p><p>\u2726 \u00a0 \u5982\u679c\u4e0d\u80fd\uff0c\u95ee\u9898\u51fa\u5728\u54ea\uff1f\u53c8\u80fd\u5982\u4f55\u6539\u8fdb\uff1f<\/p><p>\u4e00\u4e2a\u57fa\u51c6\uff0c\u4e09\u5927\u8d21\u732e<\/p><p>1. \u9996\u4e2a\u8de8\u57df EgocentricQA \u57fa\u51c6<\/p><p>\u7cbe\u5fc3\u9009\u62e9\u56db\u4e2a\u5177\u6709\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u7684\u4e13\u4e1a\u9886\u57df\uff1a\u624b\u672f\u3001\u5de5\u4e1a\u3001\u6781\u9650\u8fd0\u52a8\u3001\u52a8\u7269\u89c6\u89d2<\/p><p>\u6784\u5efa\u4e86\u5305\u542b 957 \u4e2a\u95ee\u7b54\u5bf9\u7684\u6570\u636e\u96c6\uff0c\u8986\u76d6 15 \u79cd\u7ec6\u7c92\u5ea6\u4efb\u52a1\u7c7b\u578b<\/p><p>\u6bcf\u4e2a\u95ee\u7b54\u5bf9\u540c\u65f6\u63d0\u4f9b\u5f00\u653e\u5f0f\uff08OpenQA\uff09\u548c\u9009\u62e9\u5f0f\uff08CloseQA\uff09\u4e24\u79cd\u683c\u5f0f<\/p><p>2. \u5168\u9762\u6a21\u578b\u8bc4\u4f30\u4e0e\u5206\u6790<\/p><p>\u8bc4\u6d4b\u4e86 8 \u4e2a\u6700\u5148\u8fdb\u7684\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5305\u62ec GPT-4.1\u3001Gemini 2.5 Pro \u7b49\u95ed\u6e90\u6a21\u578b\uff0c\u4ee5\u53ca Qwen2.5-VL\u3001VideoLLaMA3 \u7b49\u5f00\u6e90\u6a21\u578b<\/p><p>\u5b9e\u9a8c\u63ed\u793a\uff1a\u5373\u4f7f\u662f\u8868\u73b0\u6700\u597d\u7684\u6a21\u578b\uff0c\u5728\u8de8\u57df\u573a\u666f\u4e2d CloseQA \u51c6\u786e\u7387\u4e5f\u4f4e\u4e8e 55%\uff08\u968f\u673a\u731c\u6d4b\u4e3a 25%\uff09\uff0cOpenQA \u4f4e\u4e8e 35%<\/p><p>\u4ece\u4efb\u52a1\u7c7b\u578b\u3001\u9886\u57df\u5dee\u5f02\u3001\u6a21\u578b\u67b6\u6784\u7b49\u591a\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u4e86\u6df1\u5165\u5206\u6790<\/p><p>3. \u524d\u77bb\u6027\u6539\u8fdb\u7814\u7a76<\/p><p>\u63a2\u7d22\u4e86\u63d0\u793a\u5b66\u4e60\uff08Prompt Learning\uff09\u3001\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u548c\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7b49\u6280\u672f<\/p><p>\u53d1\u73b0 RL \u65b9\u6cd5\u80fd\u5e26\u6765\u6700\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff08\u5e73\u5747\u63d0\u9ad8 22%\uff09<\/p><p>\u4e3a\u672a\u6765\u6784\u5efa\u66f4\u5177\u6cdb\u5316\u80fd\u529b\u7684\u6a21\u578b\u63d0\u4f9b\u4e86\u65b9\u5411<\/p><p>\u8be6\u89e3 EgoCross\uff1a\u5982\u4f55\u6784\u5efa\u56db\u5927\u9886\u57df\u7684 &#8221; \u4e13\u4e1a\u8003\u9898 &#8220;\uff1f<\/p><div id=\"id_imagebox_1\" class=\"img_box \"><div class=\"content_img_div perview_img_div\"><img decoding=\"async\" id=\"img_1\" class=\"opacity_0\" src=\"https:\/\/zkres1.myzaker.com\/202512\/69377b8fb15ec06ad60f0c82_1024.jpg\" data-height=\"907\" data-width=\"1555\" \/><\/div><\/div><p>EgoCross \u4ece\u4e94\u4e2a\u9ad8\u8d28\u91cf\u5f00\u6e90\u6570\u636e\u96c6\u4e2d\u7cbe\u9009\u89c6\u9891\uff0c\u6db5\u76d6\u56db\u4e2a\u4e13\u4e1a\u9886\u57df\uff0c\u6bcf\u4e2a\u9886\u57df\u90fd\u8bbe\u8ba1\u4e86\u56db\u7c7b\u6838\u5fc3\u4efb\u52a1\uff1a\u8bc6\u522b\uff08Identification\uff09\u3001\u5b9a\u4f4d\uff08Localization\uff09\u3001\u9884\u6d4b\uff08Prediction\uff09\u548c\u8ba1\u6570\uff08Counting\uff09\uff0c\u5171 15 \u79cd\u5b50\u4efb\u52a1\uff0c\u5168\u9762\u8bc4\u4f30\u6a21\u578b\u80fd\u529b\u3002<\/p><p><strong>\u8bc6\u522b<\/strong>\uff08Identification\uff09\uff1a\u5982\u52a8\u4f5c\u5e8f\u5217\u8bc6\u522b\u3001\u4e3b\u5bfc\u624b\u6301\u7269\u4f53\u8bc6\u522b\u3002\u5982 &#8221; \u89c6\u9891\u4e2d\u662f\u54ea\u79cd\u52a8\u7269\uff1f&#8221;&#8221; \u624b\u672f\u4e2d\u672a\u51fa\u73b0\u7684\u5668\u68b0\u662f\u4ec0\u4e48\uff1f&#8221;<\/p><p><strong>\u5b9a\u4f4d<\/strong>\uff08Localization\uff09\uff1a\u5305\u62ec\u65f6\u95f4\u5b9a\u4f4d\u548c\u7a7a\u95f4\u5b9a\u4f4d\u3002\u5982 &#8221; \u64cd\u4f5c\u5458\u4f55\u65f6\u9996\u6b21\u63a5\u89e6\u793a\u6ce2\u5668\uff1f&#8221;&#8221; \u87ba\u4e1d\u5200\u5728\u753b\u9762\u54ea\u4e2a\u533a\u57df\uff1f&#8221;<\/p><p><strong>\u9884\u6d4b<\/strong>\uff08Prediction\uff09\uff1a\u5982\u9884\u6d4b\u4e0b\u4e00\u4e2a\u52a8\u4f5c\u3001\u65b9\u5411\u6216\u9636\u6bb5\u3002\u5982 &#8221; \u624b\u672f\u51c6\u5907\u9636\u6bb5\u540e\u4e0b\u4e00\u6b65\u662f\u4ec0\u4e48\uff1f&#8221;&#8221; \u6781\u9650\u8fd0\u52a8\u7684\u4e0b\u4e00\u4e2a\u8fd0\u52a8\u65b9\u5411\uff1f&#8221;<\/p><p><strong>\u8ba1\u6570<\/strong>\uff08Counting\uff09\uff1a\u5bf9\u52a8\u6001\u5bf9\u8c61\u7684\u8ba1\u6570\u80fd\u529b\u3002\u5982 &#8221; \u89c6\u9891\u4e2d\u53ef\u89c1\u591a\u5c11\u79cd\u4e0d\u540c\u7ec4\u4ef6\uff1f&#8221;<\/p><p>\u5b9e\u9a8c\u63ed\u793a\u6a21\u578b &#8221; \u6c34\u571f\u4e0d\u670d &#8220;<\/p><div id=\"id_imagebox_2\" class=\"img_box \"><div class=\"content_img_div\"><img decoding=\"async\" id=\"img_2\" class=\"opacity_0 zaker_gif_cache gif_cache_end\" src=\"https:\/\/zkres1.myzaker.com\/202512\/69377b8fb15ec06ad60f0c83_raw.gif\" data-gif-url=\"https:\/\/zkres1.myzaker.com\/202512\/69377b8fb15ec06ad60f0c83_raw.gif\" data-height=\"336\" data-width=\"830\" data-poster-src=\"\" \/><\/div><\/div><p>\u7814\u7a76\u56e2\u961f\u7684\u5b9e\u9a8c\u63ed\u793a\u4e86\u51e0\u4e2a\u5173\u952e\u53d1\u73b0\uff1a<\/p><p>\u9886\u57df\u5dee\u8ddd\u663e\u8457\uff1a\u6a21\u578b\u5728\u65e5\u5e38\u6d3b\u52a8\uff08EgoSchema\uff09\u4e0a\u7684\u51c6\u786e\u7387\u4e3a 73.58%\uff0c\u4f46\u5728 EgoCross \u8de8\u57df\u573a\u666f\u4e2d\u9aa4\u964d\u81f3 43.14%<\/p><p>\u4e13\u4e1a\u9886\u57df\u6311\u6218\u66f4\u5927\uff1a\u5de5\u4e1a\u548c\u6781\u9650\u8fd0\u52a8\u9886\u57df\u5bf9\u6a21\u578b\u6700\u5177\u6311\u6218\u6027\uff0c\u52a8\u7269\u89c6\u89d2\u76f8\u5bf9\u5bb9\u6613<\/p><p>\u4efb\u52a1\u7c7b\u578b\u5f71\u54cd\uff1a\u9884\u6d4b\u7c7b\u4efb\u52a1\uff08\u5982\u9884\u6d4b\u4e0b\u4e00\u6b65\u64cd\u4f5c\uff09\u6bd4\u57fa\u7840\u8bc6\u522b\u4efb\u52a1\u4e0b\u964d\u66f4\u4e25\u91cd<\/p><p>\u6a21\u578b\u8868\u73b0\u5dee\u5f02\uff1a\u901a\u7528\u5927\u6a21\u578b\uff08Gemini 2.5 Pro\uff09\u4f18\u4e8e\u4e13\u95e8\u9488\u5bf9\u7b2c\u4e00\u4eba\u79f0\u89c6\u9891\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u8868\u660e\u5f53\u524d\u9886\u57df\u9002\u5e94\u65b9\u6cd5\u5b58\u5728\u5c40\u9650<\/p><p>\u524d\u77bb\u6027\u6539\u8fdb\u5c1d\u8bd5<\/p><div id=\"id_imagebox_3\" class=\"img_box \"><div class=\"content_img_div gif_loading_container_hasmark\"><img decoding=\"async\" id=\"img_3\" class=\"opacity_0 zaker_gif_cache\" src=\"https:\/\/zkres1.myzaker.com\/202512\/69377b8fb15ec06ad60f0c84_1024.jpg\" data-gif-url=\"https:\/\/zkres1.myzaker.com\/202512\/69377b8fb15ec06ad60f0c84_raw.gif\" data-height=\"141\" data-width=\"516\" data-poster-src=\"\" \/><\/div><\/div><p>&#8220;*&#8221; \u8868\u793a\u6ca1\u6709 vLLM \u52a0\u901f\u7684 Baseline\uff0c\u7531\u4e8e vLLM \u52a0\u901f\u4f1a\u5bfc\u81f4\u8f7b\u5fae\u7684\u6027\u80fd\u4e0b\u964d\uff0c\u56e0\u6b64\u5b83\u4ee5\u7070\u8272\u6807\u8bb0\u3002<\/p><p>\u7814\u7a76\u56e2\u961f\u63a2\u7d22\u4e86\u4e09\u79cd\u6539\u8fdb\u65b9\u6cd5\uff1a<\/p><p><strong>\u63d0\u793a\u5b66\u4e60<\/strong>\uff1a\u4e0d\u6539\u6a21\u578b\u53c2\u6570\uff0c\u53ea\u5728\u63a8\u7406\u9636\u6bb5\u52a0\u5165\u9886\u57df\u7279\u5b9a\u7684\u63d0\u793a\u548c\u793a\u4f8b\uff0c\u4f8b\u5982\u5728\u95ee\u9898\u524d\u589e\u52a0 &#8221; \u8fd9\u662f\u4e00\u4e2a\u624b\u672f \/ \u5de5\u4e1a \/ \u6781\u9650\u8fd0\u52a8 \/ \u52a8\u7269\u89c6\u89d2\u7684\u89c6\u9891\uff0c\u8bf7\u7ed3\u5408\u8be5\u9886\u57df\u7279\u70b9\u56de\u7b54 &#8220;\uff0c\u7528 &#8221; \u63d0\u8bcd &#8221; \u65b9\u5f0f\u6316\u6398\u6a21\u578b\u5df2\u6709\u7684\u8de8\u57df\u80fd\u529b\u3002<\/p><p><strong>\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/strong>\uff1a\u4ee5 Qwen2.5-VL-7B \u4e3a\u57fa\u5ea7\uff0c\u5728\u76ee\u6807\u9886\u57df\u7684\u5c11\u91cf\u6807\u6ce8\u89c6\u9891\u95ee\u7b54\u6570\u636e\u4e0a\u5168\u53c2\u6570\u5fae\u8c03\uff0c\u4f7f\u6a21\u578b\u53c2\u6570\u9002\u5e94\u65b0\u9886\u57df\u5206\u5e03\uff1b\u5728\u5de5\u4e1a\u9886\u57df\u4e0a\uff0c\u5fae\u8c03\u540e\u6027\u80fd\u76f8\u5bf9\u57fa\u7ebf\u63d0\u5347\u63a5\u8fd1 20%\u3002<\/p><p><strong>\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09<\/strong>\uff1a\u57fa\u4e8e GRPO\uff08Generative Reward-based Policy Optimization\uff09\u642d\u5efa RL \u6846\u67b6\uff0c\u5177\u4f53\u505a\u6cd5\u662f\uff1a\u5bf9\u6bcf\u4e2a\u95ee\u9898\u91c7\u6837\u591a\u6761\u5019\u9009\u56de\u7b54\uff08\u6bcf\u6761\u6837\u672c\u7ea6 8 \u4e2a\uff09\uff0c\u518d\u7528\u4e00\u4e2a\u5956\u52b1\u6a21\u578b\u5224\u65ad\u7b54\u6848\u662f\u5426\u6b63\u786e\u5e76\u6253\u5206\uff0c\u4ee5\u6b64\u4f5c\u4e3a\u5956\u52b1\u4fe1\u53f7\u5bf9 Qwen2.5-VL-7B \u7684\u7b56\u7565\u8fdb\u884c\u4f18\u5316\u3002RL \u5728\u56db\u4e2a\u9886\u57df\u4e0a\u5e73\u5747\u5e26\u6765\u7ea6 22 \u4e2a\u767e\u5206\u70b9\u7684 CloseQA \u51c6\u786e\u7387\u63d0\u5347\uff0c\u662f\u4e09\u79cd\u65b9\u6cd5\u4e2d\u6548\u679c\u6700\u660e\u663e\u7684\u3002<\/p><p>\u8fd9\u4e9b\u7814\u7a76\u521d\u6b65\u63ed\u793a\u4e86\u5f53\u524d\u5927\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u4e3a\u672a\u6765\u6784\u5efa\u66f4\u5177\u6cdb\u5316\u80fd\u529b\u7684\u591a\u6a21\u6001\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5b9d\u8d35\u89c1\u89e3\u3002<\/p><p>\u770b\u6765\uff0c\u8981\u57f9\u517b\u4e00\u4e2a\u4e0d\u4ec5\u4f1a\u505a\u5bb6\u52a1\u3001\u8fd8\u80fd\u5728\u4e13\u4e1a\u573a\u666f &#8221; \u625b\u4e8b &#8221; \u7684 AI \u52a9\u624b\uff0c\u8fd8\u9700\u8981\u66f4\u591a\u6c89\u6dc0\u3002\u6bd5\u7adf\uff0c\u771f\u6b63\u7684\u4e16\u754c\uff0c\u53ef\u8fdc\u4e0d\u6b62\u53a8\u623f\u90a3\u4e48\u5927\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>EgoCross\u56e2\u961f \u6295\u7a3f\u00a0<\/p>\n","protected":false},"author":1,"featured_media":3890,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4620","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/4620","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/comments?post=4620"}],"version-history":[{"count":7,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/4620\/revisions"}],"predecessor-version":[{"id":4627,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/4620\/revisions\/4627"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media\/3890"}],"wp:attachment":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media?parent=4620"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/categories?post=4620"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/tags?post=4620"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}