{"id":555,"date":"2025-07-02T21:41:07","date_gmt":"2025-07-02T13:41:07","guid":{"rendered":"https:\/\/blogqian.com\/?p=555"},"modified":"2025-07-04T11:16:37","modified_gmt":"2025-07-04T03:16:37","slug":"cvpr-2025-mine","status":"publish","type":"post","link":"https:\/\/blogqian.com\/index.php\/2025\/07\/02\/cvpr-2025-mine\/","title":{"rendered":"CVPR 2025 MINE \u6574\u7406"},"content":{"rendered":"\n<p>\ud83c\udf89\u606d\u559c\u6768\u5b66\u957f\u5728CVPR 2025\u53d1\u8868\u9ad8\u6c34\u5e73\u8bba\u6587<br>\ud83d\udcda\u7b28\u4eba\u8fdb\u884c\u4e86\u8bba\u6587\u7684\u6574\u7406<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u6458\u8981<\/h1>\n\n\n\n<p>\u5728\u793e\u4ea4\u5a92\u4f53\u4e2d\uff0c\u7406\u89e3\u7528\u6237\u7684\u610f\u56fe\u4e0e\u60c5\u611f\u9762\u4e34\u7740\u72ec\u7279\u7684\u6311\u6218\uff0c\u8fd9\u4e3b\u8981\u6e90\u4e8e\u591a\u6a21\u6001\u6570\u636e\u4e2d\u56fa\u6709\u7684\u4e0d\u786e\u5b9a\u6027\u2014\u2014\u5e16\u6587\u5f80\u5f80\u5b58\u5728\u4fe1\u606f\u4e0d\u5b8c\u6574\u6216\u6a21\u6001\u7f3a\u5931\u7684\u60c5\u51b5\u3002\u5c3d\u7ba1\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u771f\u5b9e\u5730\u53cd\u6620\u4e86\u73b0\u5b9e\u4e16\u754c\u7684\u5e94\u7528\u573a\u666f\uff0c\u4f46\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\uff0c\u5c24\u5176\u662f\u5728\u60c5\u611f\u4e0e\u610f\u56fe\u4e4b\u95f4\u5185\u5728\u5173\u8054\u7684\u7814\u7a76\u65b9\u9762\uff0c\u8fd9\u4e00\u95ee\u9898\u4ecd\u672a\u88ab\u5145\u5206\u63a2\u7d22\u3002<\/p>\n\n\n\n<p>\u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u6570\u636e\u96c6\uff1a<strong>MINE\uff08Multimodal IntentioN and Emotion Understanding in the Wild\uff09<\/strong>\uff0c\u8be5\u6570\u636e\u96c6\u5305\u542b\u4e24\u4e07\u4f59\u6761\u5177\u6709\u7279\u5b9a\u4e3b\u9898\u7684\u793e\u4ea4\u5a92\u4f53\u5e16\u6587\uff0c\u6db5\u76d6\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u4e0e\u97f3\u9891\u7b49\u6a21\u6001\uff0c\u4e14\u81ea\u7136\u5448\u73b0\u51fa\u6a21\u6001\u7684\u7f3a\u5931\u4e0e\u53d8\u5316\u7279\u5f81\u3002MINE \u6570\u636e\u96c6\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u4e0d\u4ec5\u6355\u6349\u4e86\u591a\u6a21\u6001\u6570\u636e\u4e2d\u4e0d\u786e\u5b9a\u7684\u672c\u8d28\uff0c\u8fd8\u63ed\u793a\u4e86\u610f\u56fe\u4e0e\u60c5\u611f\u4e4b\u95f4\u7684\u9690\u542b\u8054\u7cfb\uff0c\u5e76\u4e3a\u8fd9\u4e24\u4e2a\u7ef4\u5ea6\u63d0\u4f9b\u4e86\u8be6\u5c3d\u7684\u6ce8\u91ca\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86 <strong>BEAR\uff08Bridging Emotion-Intention via Implicit Label Reasoning\uff09<\/strong> \u6846\u67b6\u3002\u8be5\u6846\u67b6\u5305\u62ec\u4e24\u4e2a\u5173\u952e\u7ec4\u4ef6\uff1a\u5176\u4e00\u662f <strong>BEIFormer<\/strong>\uff0c\u7528\u4e8e\u6316\u6398\u548c\u5229\u7528\u60c5\u611f\u4e0e\u610f\u56fe\u4e4b\u95f4\u7684\u5173\u8054\uff1b\u5176\u4e8c\u662f <strong>Modality Asynchronous Prompt\uff08\u6a21\u6001\u5f02\u6b65\u63d0\u793a\uff09<\/strong>\uff0c\u7528\u4e8e\u5904\u7406\u6a21\u6001\u4e0d\u786e\u5b9a\u6027\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cBEAR \u80fd\u591f\u5728\u9762\u5bf9\u4e0d\u786e\u5b9a\u591a\u6a21\u6001\u6570\u636e\u65f6\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff0c\u540c\u65f6\u6709\u6548\u6316\u6398\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u4e2d\u7684\u60c5\u611f\u4e0e\u610f\u56fe\u5173\u7cfb\uff0c\u63d0\u5347\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u8d21\u732e\u603b\u7ed3<\/h1>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u63d0\u51fa MINE \u6570\u636e\u96c6<\/strong>\uff1a\u9996\u4e2a\u5927\u89c4\u6a21\u6355\u6349\u610f\u56fe\u4e0e\u60c5\u611f\u5185\u5728\u5173\u8054\u7684\u6570\u636e\u96c6\uff0c\u5305\u542b\u4e24\u4e07\u4f59\u6761\u8bdd\u9898\u76f8\u5173\u5e16\u6587\uff0c\u5177\u5907\u81ea\u7136\u6a21\u6001\u5206\u5e03\uff0c\u63d0\u4f9b\u7cbe\u51c6\u6ce8\u91ca\uff0c\u4f7f\u5f97\u5728\u771f\u5b9e\u60c5\u5883\u4e0b\u7cfb\u7edf\u6027\u5730\u7814\u7a76\u4e8c\u8005\u5173\u7cfb\u6210\u4e3a\u53ef\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u63d0\u51fa BEAR \u6846\u67b6<\/strong>\uff1a\u4e00\u79cd\u521b\u65b0\u7684\u60c5\u611f-\u610f\u56fe\u8054\u5408\u7406\u89e3\u6846\u67b6\uff0c\u5305\u542b\uff1a\uff08i\uff09\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u9690\u5f0f\u6316\u6398\u60c5\u611f-\u610f\u56fe\u5173\u7cfb\u7684 BEIFormer\uff1b\uff08ii\uff09\u5728\u4e0d\u7834\u574f\u73b0\u6709\u7279\u5f81\u7684\u524d\u63d0\u4e0b\u5904\u7406\u6a21\u6001\u4e0d\u786e\u5b9a\u6027\u7684 Modality Asynchronous Prompt\u3002<\/li>\n\n\n\n<li><strong>\u5efa\u7acb\u7cfb\u7edf\u8bc4\u6d4b\u57fa\u51c6<\/strong>\uff1a\u5728 MINE \u6570\u636e\u96c6\u4e0a\u8bc4\u4f30\u591a\u4e2a baseline \u6a21\u578b\uff0c\u901a\u8fc7\u5927\u91cf\u5b9e\u9a8c\u9a8c\u8bc1 BEAR \u5728\u591a\u4e2a\u6307\u6807\u4e0a\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff08\u4f8b\u5982\u610f\u56fe\u8bc6\u522b\u63d0\u5347 +2.65% \u7684 Macro F1\uff0c\u60c5\u611f\u8bc6\u522b\u51c6\u786e\u7387\u63d0\u5347 +3.54%\uff09\uff0c\u4ece\u800c\u9a8c\u8bc1\u4e86\u8054\u5408\u5efa\u6a21\u60c5\u611f\u4e0e\u610f\u56fe\u7684\u91cd\u8981\u6027\u3002<\/li>\n<\/ol>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>MINE<\/strong>\u6570\u636e\u96c6<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ecb\u7ecd<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.15.49.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2248\" height=\"632\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.15.49.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-556\"  sizes=\"auto, (max-width: 2248px) 100vw, 2248px\" \/><\/div><\/figure>\n\n\n\n<p>\u610f\u56fe\uff08Intention\uff09\u4e0e\u60c5\u611f\uff08Emotion\uff09\u662f\u5851\u9020\u4eba\u7c7b\u793e\u4f1a\u884c\u4e3a\u4e0e\u51b3\u7b56\u8fc7\u7a0b\u7684\u6838\u5fc3\u56e0\u7d20\u3002\u5bf9\u4e8e\u4ee5\u5f80\u7684\u6570\u636e\u96c6 \uff08MIntRec \u548c IEMOCAP \u7b49\uff09\u4ed6\u4eec\u672a\u80fd\u6355\u6349\u610f\u56fe\u4e0e\u60c5\u611f\u4e4b\u95f4\u7684\u5185\u5728\u5173\u8054\uff0c\u4e5f\u5ffd\u89c6\u4e86\u73b0\u5b9e\u573a\u666f\u4e2d\u6a21\u6001\u4e0d\u786e\u5b9a\u6027\u4e0e\u8bdd\u9898\u591a\u6837\u6027\u6240\u5e26\u6765\u7684\u6311\u6218\u3002\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u5bf9\u4e8e\u5168\u9762\u7406\u89e3\u81ea\u7136\u73af\u5883\u4e2d\u7684\u610f\u56fe\u4e0e\u60c5\u611f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.18.08.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2054\" height=\"450\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.18.08.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-557\"  sizes=\"auto, (max-width: 2054px) 100vw, 2054px\" \/><\/div><\/figure>\n\n\n\n<p>\u4e3a\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\uff0c\u672c\u6587\u63d0\u51fa\u4e86 <strong>MINE\uff08Multimodal Intention and EmotioN Understanding in the Wild\uff09<\/strong> \u6570\u636e\u96c6\u3002MINE \u63d0\u4f9b\u4e86\u5173\u4e8e\u610f\u56fe\u4e0e\u60c5\u611f\u7684\u8be6\u7ec6\u6ce8\u91ca\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u63a2\u7d22\u5176\u5173\u8054\u5173\u7cfb\u7684\u5e73\u53f0\u3002\u8be5\u6570\u636e\u96c6\u771f\u5b9e\u5730\u5448\u73b0\u4e86\u6a21\u6001\u4e0d\u786e\u5b9a\u6027\u7684\u6311\u6218\uff0c\u4ece\u800c\u6620\u5c04\u51fa\u73b0\u5b9e\u793e\u4ea4\u4e92\u52a8\u7684\u590d\u6742\u6027\u3002\u8be5\u6570\u636e\u96c6\u7684\u6784\u5efa\u9075\u5faa\u4ee5\u4e0b\u51e0\u4e2a\u539f\u5219\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u586b\u8865\u7814\u7a76\u7a7a\u767d<\/strong>\uff1aMINE \u9488\u5bf9\u73b0\u6709\u6570\u636e\u96c6\u4e2d\u7f3a\u4e4f\u610f\u56fe\u4e0e\u60c5\u611f\u4ea4\u4e92\u5efa\u6a21\u7684\u95ee\u9898\uff0c\u63d0\u4f9b\u4e86\u5728\u793e\u4ea4\u8bed\u5883\u4e0b\u5168\u9762\u6d1e\u5bdf\u8fd9\u4e24\u8005\u5173\u7cfb\u7684\u53ef\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u73b0\u5b9e\u6027\u4e0e\u771f\u5b9e\u6027<\/strong>\uff1a\u4e0e\u90a3\u4e9b\u5728\u53d7\u63a7\u73af\u5883\u4e0b\u751f\u6210\u7684\u6570\u636e\uff08\u5982\u5267\u672c\u5316\u5bf9\u8bdd\u6216\u7535\u89c6\u5267\u7247\u6bb5\uff09\u76f8\u6bd4\uff0c\u8fd9\u7c7b\u6570\u636e\u901a\u5e38\u4e0e\u73b0\u5b9e\u573a\u666f\u5b58\u5728\u8f83\u5927\u5dee\u5f02\uff0c\u800c MINE \u57fa\u4e8e\u793e\u4ea4\u5e73\u53f0\u4e0a\u7684\u771f\u5b9e\u7528\u6237\u751f\u6210\u5185\u5bb9\u6784\u5efa\uff0c\u66f4\u52a0\u8d34\u8fd1\u73b0\u5b9e\u4e2d\u610f\u56fe\u4e0e\u60c5\u611f\u7684\u8868\u8fbe\u65b9\u5f0f\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u6001\u4e0d\u786e\u5b9a\u6027\u5efa\u6a21<\/strong>\uff1a\u4e0d\u540c\u4e8e\u901a\u5e38\u5047\u8bbe\u6a21\u6001\u56fa\u5b9a\u7684\u6570\u636e\u96c6\uff0cMINE \u5f15\u5165\u4e86\u793e\u4ea4\u5a92\u4f53\u4e2d\u6a21\u6001\u7f3a\u5931\u7684\u6311\u6218\uff0c\u4f7f\u5f97\u610f\u56fe\u4e0e\u60c5\u611f\u7406\u89e3\u4efb\u52a1\u66f4\u5177\u73b0\u5b9e\u6027\u548c\u5b9e\u7528\u6027\u3002\u5728\u7b97\u6cd5\u5c42\u9762\uff0c\u8fd9\u4f53\u73b0\u4e3a\u201c\u6a21\u6001\u7f3a\u5931\u95ee\u9898\u201d\uff08missing modality\uff09\uff0c\u5373\u4e0d\u540c\u6837\u672c\u4e4b\u95f4\u6a21\u6001\u7ec4\u5408\u7684\u5f02\u8d28\u6027\u3002\u4ee5\u5f80\u5173\u4e8e\u6a21\u6001\u7f3a\u5931\u7684\u7814\u7a76\u901a\u5e38\u4f9d\u8d56\u4e8e\u968f\u673a\u91c7\u6837\u6765\u6a21\u62df\u6a21\u6001\u7f3a\u5931\uff0c\u8fd9\u79cd\u65b9\u5f0f\u53ef\u80fd\u5f15\u5165\u504f\u5dee\u4e0e\u566a\u58f0\u3002\u800c MINE \u4fdd\u7559\u4e86\u539f\u751f\u7684\u6a21\u6001\u4fe1\u606f\uff0c\u907f\u514d\u4e86\u6f5c\u5728\u9519\u8bef\uff0c\u4e3a\u6a21\u6001\u4e0d\u786e\u5b9a\u6027\u7814\u7a76\u63d0\u4f9b\u4e86\u53ef\u9760\u7684\u57fa\u51c6\u3002<\/li>\n\n\n\n<li><strong>\u8bdd\u9898\u4e0a\u4e0b\u6587\u589e\u5f3a<\/strong>\uff1aMINE \u8fd8\u5229\u7528\u793e\u4ea4\u5a92\u4f53\u4e2d\u7684\u8bdd\u9898\u6807\u7b7e\uff08\u5982 #CAMPUS\uff09\u4f5c\u4e3a\u5ba2\u89c2\u8bed\u5883\uff0c\u4e3a\u5728\u7279\u5b9a\u8bed\u4e49\u6846\u67b6\u4e0b\u5206\u6790\u610f\u56fe\u4e0e\u60c5\u611f\u63d0\u4f9b\u4e86\u652f\u6301\uff0c\u4ece\u800c\u4fc3\u8fdb\u5bf9\u4e24\u8005\u66f4\u4e3a\u7ec6\u81f4\u5165\u5fae\u7684\u7406\u89e3\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.20.12.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2054\" height=\"754\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.20.12.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-558\"  sizes=\"auto, (max-width: 2054px) 100vw, 2054px\" \/><\/div><\/figure>\n\n\n\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u4e0e\u73b0\u6709\u6570\u636e\u96c6\u4e2d\u5173\u4e8e\u610f\u56fe\u3001\u60c5\u611f\u53ca\u5176\u8054\u5408\u7406\u89e3\u7684\u5bf9\u6bd4\u5206\u6790\u8868\u660e\uff0c<strong>MINE \u662f\u552f\u4e00\u4e00\u4e2a\u5728\u771f\u5b9e\u4e16\u754c\u573a\u666f\u4e2d\u540c\u65f6\u7ed3\u5408\u60c5\u611f\u4e0e\u610f\u56fe\u5206\u6790\uff0c\u5e76\u9488\u5bf9\u6a21\u6001\u4e0d\u786e\u5b9a\u6027\u95ee\u9898\u8fdb\u884c\u5efa\u6a21\u7684\u6570\u636e\u96c6<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6784\u5efa<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u63a2\u7a76\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\u8bdd\u9898\u5982\u4f55\u5f71\u54cd\u4eba\u4eec\u5bf9\u610f\u56fe\u4e0e\u60c5\u611f\u7684\u7406\u89e3\uff0c\u672c\u6587\u5728\u83b7\u5f97\u6570\u636e\u4e3b\u4f53\u6388\u6743\u540c\u610f\u7684\u524d\u63d0\u4e0b\uff0c\u4ece\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u6536\u96c6\u4e86\u9ad8\u8d28\u91cf\u7684\u591a\u6a21\u6001\u6570\u636e\u3002\u8fd9\u4e9b\u5e73\u53f0\u805a\u96c6\u4e86\u4e30\u5bcc\u771f\u5b9e\u7684\u7528\u6237\u8868\u8fbe\uff0c\u6781\u5927\u533a\u522b\u4e8e\u5b9e\u9a8c\u5ba4\u73af\u5883\u4e2d\u7684\u4eba\u9020\u6570\u636e\u9650\u5236\uff0c\u6216\u662f\u4ee5\u5f80\u7814\u7a76\u4e2d\u5e38\u89c1\u7684\u5982\u7535\u5f71\u7247\u6bb5\u8fd9\u7c7b\u6570\u636e\u6e90\u6240\u5e26\u6765\u7684\u8bdd\u9898\u591a\u6837\u6027\u4e0d\u8db3\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u7684\u7b56\u7565\u662f\u57fa\u4e8e\u8bdd\u9898\u6807\u7b7e\uff08hashtags\uff09\u5bf9\u591a\u6a21\u6001\u6570\u636e\u8fdb\u884c\u805a\u7c7b\u6574\u7406\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u6765\u6e90\u7684\u4e30\u5bcc\u6027\u4e0e\u591a\u6837\u6027\u3002MINE \u6570\u636e\u96c6\u5168\u9762\u8986\u76d6\u4e86\u5341\u4e2a\u4e0e\u65e5\u5e38\u751f\u6d3b\u5bc6\u5207\u76f8\u5173\u7684\u6838\u5fc3\u8bdd\u9898\u3002MINE \u5728\u8fd9\u4e9b\u8bdd\u9898\u4e0a\u8fdb\u884c\u4e86\u6df1\u5165\u63a2\u7d22\uff0c\u5e76\u7279\u522b\u5173\u6ce8\u901a\u8fc7\u76f8\u5173\u5173\u952e\u8bcd\u8bc6\u522b\u51fa\u7684\u4ea4\u53c9\u9886\u57df\u3002\uff08\u4f8b\u5982\uff0c\u5173\u952e\u8bcd \u201cEducation\uff08\u6559\u80b2\uff09\u201d \u6db5\u76d6\u7684\u5b50\u8bdd\u9898\u5305\u62ec\u201c\u793e\u4ea4\u5a92\u4f53\u5bf9\u5e08\u751f\u7684\u5f71\u54cd\u201d\u4e0e\u201c\u793e\u4ea4\u5a92\u4f53\u5728\u5b66\u672f\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\u201d\u3002\uff09<\/p>\n\n\n\n<p>\u6570\u636e\u6536\u96c6\u6db5\u76d6 2019 \u81f3 2022 \u5e74\u95f4\u7684 Twitter \u5e16\u6587\uff0c\u7528\u5b98\u65b9API\u83b7\u53d6\u3002\u4e3a\u4fdd\u8bc1\u6570\u636e\u8d28\u91cf\uff0c\u672c\u6587\u91c7\u7528\u4e86\u591a\u91cd\u9884\u5904\u7406\u6d41\u7a0b\uff0c\u5305\u62ec\u5254\u9664\u65e0\u610f\u4e49\u6587\u672c\uff08\u5982\u7eaf\u94fe\u63a5\u6216\u4e71\u7801\uff09\u4ee5\u53ca\u8fc7\u6ee4\u654f\u611f\u5185\u5bb9\u3002\u867d\u7136\u89c6\u89c9\u5185\u5bb9\u5728\u4f20\u8fbe\u610f\u56fe\u4e0e\u60c5\u611f\u65b9\u9762\u8d77\u7740\u5173\u952e\u4f5c\u7528\uff0c\u4f46\u672c\u6587\u4e5f\u523b\u610f\u4fdd\u6301\u6587\u672c\u6a21\u6001\u7684\u6bd4\u4f8b\uff0c\u4ee5\u5b9e\u73b0\u66f4\u5168\u9762\u7684\u591a\u6a21\u6001\u5206\u6790\u3002\u6700\u7ec8\u7684\u6570\u636e\u96c6\u4e2d\uff0c\u89c6\u89c9\u5185\u5bb9\u7ea6\u5360\u603b\u91cf\u7684 70%\uff0c\u6784\u6210\u4e86\u4e00\u4e2a\u591a\u6837\u4f46\u4e0d\u5747\u8861\u7684\u6a21\u6001\u5206\u5e03\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.26.38.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2054\" height=\"542\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.26.38.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-559\"  sizes=\"auto, (max-width: 2054px) 100vw, 2054px\" \/><\/div><\/figure>\n\n\n\n<p>MINE \u4e3a\u6bcf\u6761\u6570\u636e\u63d0\u4f9b\u4e86 <strong>20 \u4e2a\u610f\u56fe\u6807\u7b7e<\/strong>\u548c <strong>11 \u4e2a\u60c5\u611f\u6807\u7b7e<\/strong>\uff0c\u672c\u6587\u5c06\u610f\u56fe\u8bc6\u522b\u5efa\u6a21\u4e3a <strong>\u591a\u6807\u7b7e\u4efb\u52a1\uff08multi-label\uff09<\/strong>\uff0c\u4ee5\u6355\u6349\u793e\u4ea4\u5a92\u4f53\u4e92\u52a8\u7684\u7ec6\u81f4\u8bed\u4e49\uff1b\u800c\u60c5\u611f\u8bc6\u522b\u5219\u5efa\u6a21\u4e3a <strong>\u5355 \u6807\u7b7e\u4efb\u52a1\uff08single-label\uff09<\/strong>\uff0c\u7528\u4e8e\u8bc6\u522b\u4e3b\u8981\u60c5\u7eea\u72b6\u6001\u3002<\/p>\n\n\n\n<p>\u6574\u4e2a\u6807\u6ce8\u5de5\u4f5c\u7531\u4e24\u7ec4\u72ec\u7acb\u6807\u6ce8\u8005\u5b8c\u6210\uff08\u5206\u522b\u4e3a 15 \u4eba\u4e0e 13 \u4eba\uff09\uff0c\u5e76\u5728\u9886\u57df\u4e13\u5bb6\u7684\u76d1\u7763\u4e0b\u8fdb\u884c\u3002\u901a\u8fc7\u591a\u8f6e\u8bad\u7ec3\u4e0e\u6821\u9a8c\uff0c\u521d\u671f\u8d85\u8fc7 25% \u7684\u6807\u6ce8\u5dee\u5f02\u88ab\u9010\u6b65\u964d\u4f4e\u81f3\u4e0d\u8db3 3%\u3002\u6700\u7ec8\u6570\u636e\u96c6\u5305\u542b <strong>16,000 \u6761\u8bad\u7ec3\u6837\u672c<\/strong>\uff0c<strong>2,000 \u6761\u9a8c\u8bc1\u6837\u672c<\/strong>\uff0c<strong>2,000 \u6761\u6d4b\u8bd5\u6837\u672c<\/strong>\uff0c\u5176\u4e2d 20% \u6837\u672c\u7ecf\u8fc7\u4e13\u5bb6\u989d\u5916\u5ba1\u6838\u3002<\/p>\n\n\n\n<p>\u5bf9\u6807\u6ce8\u7ed3\u679c\u7684\u5206\u6790\u663e\u793a\uff0c\u610f\u56fe\u4e0e\u60c5\u611f\u4e4b\u95f4\u5b58\u5728\u5f3a\u5173\u8054\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u653b\u51fb\u6027\u610f\u56fe\uff08\u5982\u201c\u6279\u8bc4\u201d\u201c\u53cd\u5bf9\u201d\uff09\u5e38\u4e0e\u8d1f\u9762\u60c5\u7eea\u5171\u73b0\uff1b\u800c\u201c\u5b89\u6170\u201d\u7c7b\u610f\u56fe\u5219\u5e38\u4f34\u968f\u201c\u60b2\u4f24\u201d\u60c5\u7eea\uff0c\u8868\u660e\u5176\u60c5\u611f\u652f\u6301\u7684\u610f\u56fe\u4f5c\u7528\u3002\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u89c2\u5bdf\u5230\u90e8\u5206\u8bdd\u9898\u4e0e\u610f\u56fe\u4e4b\u95f4\u5b58\u5728\u4e00\u4e00\u5bf9\u5e94\u5173\u7cfb\uff08\u5982\u201c\u6559\u80b2\u201d\u7c7b\u5185\u5bb9\u4e2d\u5e38\u51fa\u73b0\u201c\u6559\u5b66\u201d\u610f\u56fe\uff09\uff0c\u4f46\u8fd9\u79cd\u5bf9\u5e94\u5173\u7cfb\u8fdc\u4e0d\u5982\u610f\u56fe\u4e0e\u60c5\u611f\u4e4b\u95f4\u7684\u8054\u7cfb\u7d27\u5bc6\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u4fbf\u4e8e\u540e\u7eed\u7684\u591a\u6a21\u6001\u878d\u5408\u5206\u6790\uff0c\u672c\u6587\u5bf9\u6bcf\u79cd\u6a21\u6001\uff08\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u4e0e\u97f3\u9891\uff09\u5747\u8fdb\u884c\u4e86\u9884\u7279\u5f81\u63d0\u53d6\u3002\u8fd9\u79cd\u65b9\u6cd5\u5e26\u6765\u4e09\u65b9\u9762\u7684\u597d\u5904\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u964d\u4f4e\u4fe1\u53f7\u590d\u6742\u5ea6\u4e0e\u8ba1\u7b97\u6210\u672c\uff0c\u4fbf\u4e8e\u7814\u7a76\u8005\u4f7f\u7528\uff1b<\/li>\n\n\n\n<li>\u5b9e\u73b0\u591a\u6a21\u6001\u878d\u5408\u6280\u672f\u4e4b\u95f4\u7684\u7edf\u4e00\u4e0e\u516c\u5e73\u6bd4\u8f83\uff1b<\/li>\n\n\n\n<li>\u964d\u4f4e\u4e0e\u539f\u59cb\u6570\u636e\u76f8\u5173\u7684\u9690\u79c1\u98ce\u9669\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u7279\u5f81\u63d0\u53d6\u8fc7\u7a0b\u4e2d\uff0c\u672c\u6587\u4f7f\u7528\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff1a\u6587\u672c\u4f7f\u7528 <strong>BERT<\/strong> \uff0c\u56fe\u50cf\u4f7f\u7528 <strong>ViT-S<\/strong> \uff0c\u89c6\u9891\u4f7f\u7528 <strong>Video Swin Transformer<\/strong> \uff0c\u97f3\u9891\u4f7f\u7528 <strong>wav2vec 2.0<\/strong> \u3002\u6240\u6709\u6a21\u6001\u63d0\u53d6\u7684\u7279\u5f81\u7ef4\u5ea6\u5747\u7edf\u4e00\u4e3a 768\uff0c\u4ee5\u4fbf\u8fdb\u884c\u4e00\u81f4\u7684\u591a\u6a21\u6001\u878d\u5408\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>BEAR<\/strong>\u6846\u67b6<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">BEIFormer\u6a21\u578b<\/h2>\n\n\n\n<p>\u610f\u56fe\u4e0e\u60c5\u611f\u4e4b\u95f4\u7684\u76f8\u4e92\u5173\u8054\u5728\u73b0\u5b9e\u751f\u6d3b\u60c5\u5883\u4e0e\u795e\u7ecf\u7f51\u7edc\u5efa\u6a21\u4e2d\u90fd\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u73b0\u6709\u7684\u65b9\u6cd5\u901a\u5e38\u53ea\u5173\u6ce8\u610f\u56fe\u6216\u60c5\u611f\u5176\u4e2d\u4e4b\u4e00\uff0c\u5f80\u5f80\u5ffd\u7565\u4e86\u4e8c\u8005\u4ea4\u4e92\u6240\u8574\u542b\u7684\u91cd\u8981\u4fe1\u606f\uff0c\u4ece\u800c\u9650\u5236\u4e86\u5bf9\u8fd9\u4e24\u4e2a\u7ef4\u5ea6\u7684\u5168\u9762\u7406\u89e3\u3002\u4e3a\u5f25\u5408\u8fd9\u4e00\u7814\u7a76\u7a7a\u767d\uff0c\u672c\u6587\u63d0\u51fa\u4e86 <strong>BEIFormer\uff08Bridging Emotion-Intention Former\uff09<\/strong> \u6a21\u578b\uff0c\u8be5\u6a21\u578b\u65e8\u5728\u7edf\u4e00\u5904\u7406\u610f\u56fe\u4e0e\u60c5\u611f\u8fd9\u4e24\u4e2a\u5173\u952e\u7ef4\u5ea6\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u672c\u6587\u9996\u5148\u57fa\u4e8e\u591a\u6a21\u6001\u6570\u636e\u5efa\u7acb\u60c5\u611f\u4e0e\u610f\u56fe\u7406\u89e3\u7684\u57fa\u7840\u6d41\u7a0b\uff0c\u5373\u5bf9\u591a\u6a21\u6001\u6570\u636e\u8fdb\u884c\u9884\u7279\u5f81\u63d0\u53d6\uff0c\u5206\u522b\u751f\u6210\u6587\u672c\u6a21\u6001\u3001\u89c6\u89c9\u6a21\u6001\u4e0e\u97f3\u9891\u6a21\u6001\u7684\u7279\u5f81\u8868\u793a\u3002\u968f\u540e\uff0c\u672c\u6587\u5f15\u5165Multi-modal Transformer\u6a21\u5757\uff0c\u7528\u4e8e\u805a\u5408\u4efb\u610f\u4e24\u79cd\u6a21\u6001\u7684\u4fe1\u606f\u5e76\u63d0\u53d6\u5176\u8054\u5408\u7279\u5f81\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.28.46.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2054\" height=\"490\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.28.46.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-561\"  sizes=\"auto, (max-width: 2054px) 100vw, 2054px\" \/><\/div><\/figure>\n\n\n\n<p>\u5728\u5bf9\u4e09\u79cd\u6a21\u6001\u5e94\u7528\u201c\u4e24\u4e24\u8de8\u6a21\u6001\u9002\u914d\uff08two-pair cross-modal adaptation\uff09\u201d\u540e\uff0c\u672c\u6587\u60c5\u611f\u6216\u610f\u56fe\u76f8\u5173\u7684\u5355\u4e00\u76ee\u6807\u7279\u5f81**\uff0c\u672a\u80fd\u5145\u5206\u6316\u6398\u4e24\u8005\u4e4b\u95f4\u7684\u5185\u5728\u8054\u7cfb\uff0c\u800c\u8fd9\u79cd\u8054\u7cfb\u672c\u53ef\u4ee5\u4f5c\u4e3a\u989d\u5916\u7684\u76d1\u7763\u4fe1\u53f7\u63d0\u5347\u6a21\u578b\u8868\u73b0\u3002<\/p>\n\n\n\n<p>\u4e3a\u5229\u7528\u8fd9\u4e00\u6f5c\u5728\u7684\u5173\u7cfb\u4fe1\u606f\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86<strong>\u9690\u5f0f BEIFormer\uff08implicit BEIFormer\uff09<\/strong>\uff0c\u901a\u8fc7\u6574\u5408 Multi-modal Former \u4e2d\u5404\u5c42\u7684\u4e2d\u95f4 token \u8868\u5f81\uff0c\u5efa\u7acb<strong>\u60c5\u611f\u4e0e\u610f\u56fe\u4e4b\u95f4\u7684\u9690\u5f0f\u5173\u8054<\/strong>\uff0c\u4ee5\u52a0\u5f3a\u6a21\u578b\u5bf9\u8fd9\u4e24\u4e2a\u4e3b\u89c2\u7ef4\u5ea6\u7684\u7406\u89e3\u3002\u5177\u4f53\u800c\u8a00\uff0c\u672c\u6587\u5b9a\u4e49\u4e86\u4e00\u4e2a <strong>BEI \u63d0\u793a\uff08BEI Prompt\uff09<\/strong>\uff0c\u5176\u4f5c\u4e3a\u4e00\u79cd<strong>\u6587\u672c\u6a21\u6001\u7684\u5148\u9a8c\u7ed3\u6784\uff0c\u5176\u4e2d\u4f7f\u7528 [MASK] token \u5bf9\u4e0e\u60c5\u611f-\u610f\u56fe\u76f8\u5173\u7684\u5148\u9a8c\u4fe1\u606f\u8fdb\u884c\u201c\u906e\u76d6\u201d\u3002\u968f\u540e\uff0c\u672c\u6587\u901a\u8fc7 <\/strong>BEI Former<strong>\uff08\u4e00\u4e2a\u57fa\u4e8e Transformer \u7684\u5b50\u7f51\u7edc\uff09\u5904\u7406\u8be5\u63d0\u793a\uff0c\u751f\u6210\u63d0\u793a\u7279\u5f81\uff0c\u4f5c\u4e3a <\/strong>BEIFormer \u7684 Query \u8f93\u5165\u3002<\/p>\n\n\n\n<p>\u800c <strong>\u6a21\u6001\u805a\u5408\u8868\u793a<\/strong>\u5219\u88ab\u7528\u4f5c BEIFormer \u7684 Key \u548c Value \u8f93\u5165\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cBEIFormer \u80fd\u591f\u8f93\u51fa\u6700\u7ec8\u7684\u4ea4\u4e92\u7279\u5f81\uff0c\u7528\u4e8e\u6355\u6349\u591a\u6a21\u6001\u4e2d\u9690\u542b\u7684\u60c5\u611f-\u610f\u56fe\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u672c\u6587\u5c06\u60c5\u611f\u4e0e\u610f\u56fe\u7684\u6807\u7b7e\u8f6c\u5316\u4e3a\u6587\u672c\u4fe1\u606f\uff0c\u5e76\u4f7f\u7528\u6587\u672c\u7f16\u7801\u5668\u5c06\u5176\u5d4c\u5165\u5230\u4e0e\u63d0\u793a\u7279\u5f81\u76f8\u540c\u7684\u8868\u793a\u7a7a\u95f4\u4e2d\uff0c\u5f97\u5230\u771f\u5b9e\u6807\u7b7e\u7279\u5f81\u3002\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u672c\u6587\u5c06\u4e0e BEIFormer \u8f93\u51fa\u7684\u4ea4\u4e92\u7279\u5f81\u8fdb\u884c <strong>\u5bf9\u6bd4\u5b66\u4e60\uff08contrastive learning\uff09<\/strong>\uff0c\u4ee5\u5f3a\u5316\u6a21\u578b\u5bf9\u60c5\u611f-\u610f\u56fe\u5173\u7cfb\u7684\u7406\u89e3\u4e0e\u5bf9\u9f50\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u4f7f\u7528\u7684\u5bf9\u6bd4\u635f\u5931\u51fd\u6570\u5b9a\u4e49\u5982\u4e0b\uff08\u6e29\u5ea6\u8d85\u53c2\u6570\u7ecf\u9a8c\u4e0a\u8bbe\u5b9a\u4e3a 0.05\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.30.17.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1064\" height=\"120\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.30.17.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-562\"\/><\/div><\/figure>\n\n\n\n<p>\u5b8c\u6574\u7684\u8bad\u7ec3\u635f\u5931\u51fd\u6570\u5b9a\u4e49\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.30.44.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1064\" height=\"120\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.30.44.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-563\"\/><\/div><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0c\u5bf9\u4e8e\u60c5\u611f\u8bc6\u522b\u4efb\u52a1\uff0c\u672c\u6587\u91c7\u7528\u6807\u51c6\u7684\u591a\u7c7b\u4ea4\u53c9\u71b5\u635f\u5931\u51fd\u6570\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.31.13.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1064\" height=\"120\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.31.13.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-564\"\/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>MAP<\/strong>\u673a\u5236<\/h2>\n\n\n\n<p>\u9664\u4e86\u60c5\u611f\u4e0e\u610f\u56fe\u4e4b\u95f4\u7684\u4ea4\u4e92\u5173\u7cfb\u5916\uff0c\u6a21\u6001\u4e0d\u786e\u5b9a\u6027\uff08modality uncertainty\uff09\u6240\u5e26\u6765\u7684\u6311\u6218\u4e5f\u662f\u591a\u6a21\u6001\u7406\u89e3\u4e2d\u4e9f\u5f85\u89e3\u51b3\u7684\u91cd\u8981\u95ee\u9898\u3002\u7136\u800c\uff0c\u73b0\u6709\u65b9\u6cd5\u666e\u904d\u672a\u80fd\u63d0\u4f9b\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4f8b\u5982\uff0cMMIN \u8bd5\u56fe\u5728\u591a\u6a21\u6001\u8bad\u7ec3\u9636\u6bb5\u5b66\u4e60\u6a21\u6001\u4e4b\u95f4\u7684\u76f8\u5173\u6027\uff0c\u4ee5\u4fbf\u5728\u63a8\u7406\u9636\u6bb5\u6839\u636e\u5df2\u77e5\u6a21\u6001\u63a8\u65ad\u51fa\u7f3a\u5931\u6a21\u6001\u7684\u4fe1\u606f\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u7b56\u7565\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e30\u5bcc\u7684\u591a\u6a21\u6001\u5148\u9a8c\u77e5\u8bc6\uff0c\u800c\u8fd9\u79cd\u524d\u63d0\u5728\u793e\u4ea4\u5a92\u4f53\u7b49\u73b0\u5b9e\u573a\u666f\u4e2d\u5f80\u5f80\u96be\u4ee5\u6ee1\u8db3\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4e00\u4e9b\u65b9\u6cd5\u5982 MPMM\u91c7\u7528\u4e86\u53e6\u4e00\u79cd\u7b56\u7565\uff0c\u901a\u8fc7\u5f15\u5165\u63d0\u793a\uff08prompts\uff09\u673a\u5236\u5c06\u7f3a\u5931\u4fe1\u606f\u878d\u5165\u795e\u7ecf\u7f51\u7edc\u3002\u7136\u800c\uff0c\u5b83\u4eec\u901a\u5e38\u4e0d\u52a0\u533a\u5206\u5730\u5c06\u6240\u6709\u6a21\u6001\u62fc\u63a5\u5728\u4e00\u8d77\uff0c\u8fd9\u53ef\u80fd\u7834\u574f\u6a21\u6001\u7279\u5f81\u7684\u7ed3\u6784\u5b8c\u6574\u6027\uff0c\u5bfc\u81f4\u8bed\u4e49\u626d\u66f2\uff0c\u4ece\u800c\u964d\u4f4e\u6a21\u578b\u5728\u5904\u7406\u7f3a\u5931\u6a21\u6001\u65f6\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/image-20250629163357758-scaled.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"634\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/image-20250629163357758-scaled.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-569\"  sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/div><\/figure>\n\n\n\n<p>\u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86 <strong>Modality Asynchronous Prompt\uff08MAP\uff09\u673a\u5236<\/strong>\u3002\u8be5\u673a\u5236\u53ef\u9488\u5bf9\u4e0d\u540c\u7c7b\u578b\u7684\u7f3a\u5931\u6a21\u6001<strong>\u52a8\u6001\u5730\u63d0\u4f9b\u5f02\u6b65\u63d0\u793a\uff08asynchronous cues\uff09<\/strong>\u3002\u5bf9\u4e8e\u6bcf\u4e00\u79cd\u7f3a\u5931\u6a21\u6001\u7ec4\u5408\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86\u4e00\u7ec4\u7279\u5b9a\u7684\u63d0\u793a\uff0c\u7528\u4e8e\u63d0\u4f9b<strong>\u4e0e\u8bed\u5883\u76f8\u5173\u7684\u8865\u5145\u7ebf\u7d22<\/strong>\uff0c\u5728\u589e\u5f3a\u7f3a\u5931\u6a21\u6001\u8bed\u4e49\u7684\u540c\u65f6\uff0c<strong>\u4fdd\u6301\u73b0\u6709\u6a21\u6001\u7684\u7279\u5f81\u4e0d\u88ab\u5e72\u6270<\/strong>\u3002\u4f8b\u5982\uff0c\u5f53\u6587\u672c\u4e0e\u56fe\u50cf\u6a21\u6001\u7f3a\u5931\u65f6\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u4ec5\u5bf9\u7f3a\u5931\u6a21\u6001\u8fdb\u884c\u8865\u5145\u548c\u5f15\u5bfc\uff0c\u800c\u4e0d\u5f71\u54cd\u97f3\u9891\u6a21\u6001\u7684\u539f\u59cb\u8868\u8fbe\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5728\u7279\u5f81\u878d\u5408\u65b9\u5f0f\u4e0a\uff0c\u672c\u6587\u4e0d\u91c7\u7528\u62fc\u63a5\u65b9\u5f0f\uff0c\u800c\u662f\u901a\u8fc7<strong>Element-wise addition<\/strong>\u5c06\u63d0\u793a\u7279\u5f81\u4e0e\u7f3a\u5931\u6a21\u6001\u7684\u7279\u5f81\u76f8\u7ed3\u5408\uff0c\u4ece\u800c\u6709\u6548\u907f\u514d\u5f15\u5165\u989d\u5916\u7684\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u7ed3\u6784\uff0c<strong>\u51cf\u5c11\u53c2\u6570\u91cf\u4e0e\u8ba1\u7b97\u5f00\u9500<\/strong>\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/h1>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.35.38.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2066\" height=\"764\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.35.38.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-565\"  sizes=\"auto, (max-width: 2066px) 100vw, 2066px\" \/><\/div><\/figure>\n\n\n\n<p>\u8be5\u56fe\u8868\u5c55\u793a\u4e86\u4e0d\u540c\u65b9\u6cd5\u5728\u610f\u56fe\u4e0e\u60c5\u611f\u7406\u89e3\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\u3002\u672c\u6587\u7684\u65b9\u6cd5\u5728\u9a8c\u8bc1\u96c6\u4e0e\u6d4b\u8bd5\u96c6\u4e0a\u5747\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff0c\u4f53\u73b0\u4e86\u5176\u5728\u5e94\u5bf9\u6a21\u6001\u7f3a\u5931\u548c\u6316\u6398\u60c5\u611f-\u610f\u56fe\u5173\u7cfb\u65b9\u9762\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>\u5728\u9a8c\u8bc1\u96c6\u4e0a\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u5728\u610f\u56fe\u8bc6\u522b\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86 <strong>36.02% \u7684 Macro F1 \u5206\u6570<\/strong>\uff0c\u76f8\u8f83\u4e8e MulT \u57fa\u7ebf\u63d0\u5347\u4e86 <strong>2.65%<\/strong>\uff1b\u5728\u60c5\u611f\u8bc6\u522b\u4efb\u52a1\u4e2d\uff0c\u51c6\u786e\u7387\u8fbe\u5230 <strong>64.82%<\/strong>\uff0c\u8d85\u8fc7 MulT <strong>3.54%<\/strong>\u3002\u5728\u6d4b\u8bd5\u96c6\u4e0a\uff0c\u6027\u80fd\u63d0\u5347\u4ecd\u7136\u4fdd\u6301\u4e00\u81f4\uff1a\u672c\u6587\u7684\u65b9\u6cd5\u5728\u610f\u56fe\u8bc6\u522b\u4e0a\u53d6\u5f97 <strong>35.79% Macro F1<\/strong>\uff0c\u60c5\u611f\u8bc6\u522b\u4e0a\u8fbe\u5230 <strong>64.53% \u51c6\u786e\u7387<\/strong>\uff0c\u5206\u522b\u6bd4\u57fa\u7ebf\u9ad8\u51fa <strong>2.68%<\/strong> \u548c <strong>1.81%<\/strong>\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u7a81\u51fa\u8868\u660e\u4e86\u672c\u6587\u63d0\u51fa\u7684 <strong>BEAR\uff08Bridging Emotion-Intention via Implicit Label Reasoning\uff09<\/strong> \u6846\u67b6\u7684\u6709\u6548\u6027\u3002BEAR \u663e\u8457\u63d0\u5347\u4e86\u610f\u56fe\u4e0e\u60c5\u611f\u8bc6\u522b\u7684\u51c6\u786e\u6027\uff0c\u8f83\u4e4b\u4e8e\u5c06\u4e8c\u8005\u5206\u5f00\u5904\u7406\u7684\u4f20\u7edf\u65b9\u6cd5\uff0c\u5728\u591a\u9879\u6307\u6807\u4e0a\u5747\u5b9e\u73b0\u4e86\u5b9e\u8d28\u6027\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u4e0d\u4ec5\u5c55\u73b0\u51fa\u5728\u591a\u6a21\u6001\u6570\u636e\u5206\u6790\u4e2d\u7684\u4f18\u8d8a\u6027\u80fd\uff0c\u4e5f\u9a8c\u8bc1\u4e86\u5176\u5728\u793e\u4ea4\u5a92\u4f53\u8bed\u5883\u4e0b\u5bf9\u4e3b\u89c2\u4fe1\u606f\uff08\u5982\u610f\u56fe\u4e0e\u60c5\u611f\uff09\u8fdb\u884c\u6df1\u5165\u3001\u51c6\u786e\u7406\u89e3\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.36.24.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2066\" height=\"330\" data-id=\"566\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.36.24.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-566\"  sizes=\"auto, (max-width: 2066px) 100vw, 2066px\" \/><\/div><\/figure>\n<\/figure>\n\n\n\n<p>\u540c\u65f6\uff0c\u672c\u6587\u5bf9 <strong>Modality Asynchronous Prompt\uff08MAP\uff09<\/strong> \u4e0e <strong>Bridging Emotion-Intention Former\uff08BEIF\uff09<\/strong> \u7684\u7ec4\u5408\u4f18\u52bf\u8fdb\u884c\u4e86\u6df1\u5165\u5206\u6790\uff0c\u8be6\u89c1\u8868 4\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u867d\u7136\u6bcf\u4e2a\u7ec4\u4ef6<strong>\u5355\u72ec\u4f7f\u7528<\/strong>\u65f6\u5747\u53ef\u5e26\u6765\u6027\u80fd\u63d0\u5347\uff08\u4f8b\u5982\uff1aMAP \u5c06\u610f\u56fe\u7406\u89e3\u7684 Macro F1 \u63d0\u5347\u81f3 33.36%\uff0cBEIF \u63d0\u5347\u81f3 35.25%\uff09\uff0c\u4f46<strong>\u5c06\u4e24\u8005\u7ed3\u5408\u4f7f\u7528<\/strong>\u624d\u80fd\u663e\u8457\u589e\u5f3a\u6a21\u578b\u6548\u679c\uff1a\u6700\u7ec8\u83b7\u5f97 <strong>35.79% \u7684 Macro F1\u300153.92% \u7684 Micro F1 \u548c 54.88% \u7684 Samples F1<\/strong>\u3002<\/p>\n\n\n\n<p>\u7279\u522b\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cMAP \u7684\u6d88\u878d\u5b9e\u9a8c\u7a81\u51fa\u5c55\u793a\u4e86\u672c\u6587\u65b9\u6cd5\u5728\u5e94\u5bf9\u7f3a\u5931\u6a21\u6001\u95ee\u9898\u4e0a\u7684\u6709\u6548\u6027\u3002MAP \u63d0\u51fa\u7684<strong>\u5f02\u6b65\u63d0\u793a\u673a\u5236<\/strong>\u80fd\u591f\u8865\u5145\u7f3a\u5931\u6a21\u6001\u7684\u4fe1\u606f\uff0c<strong>\u540c\u65f6\u4e0d\u4f1a\u7834\u574f\u73b0\u6709\u6a21\u6001\u7684\u7279\u5f81\u7a7a\u95f4<\/strong>\u3002\u6b64\u5916\uff0c\u91c7\u7528 <strong>Element-wise addition<\/strong> \u4ee3\u66ff\u4f20\u7edf\u7684\u62fc\u63a5\u65b9\u5f0f\uff0c\u6709\u6548\u4fdd\u8bc1\u4e86\u7279\u5f81\u7ef4\u5ea6\u7684\u4e00\u81f4\u6027\u4e0e\u8868\u793a\u7ed3\u6784\u7684\u5b8c\u6574\u6027\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c\u672c\u6587\u63d0\u51fa\u7684\u6574\u4f53\u6027\u65b9\u6cd5\u80fd\u591f\u5728\u5904\u7406\u590d\u6742\u591a\u6a21\u6001\u6570\u636e\u65f6\u63d0\u4f9b\u66f4<strong>\u7ec6\u81f4\u3001\u5168\u9762<\/strong>\u7684\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.37.22.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2066\" height=\"500\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.37.22.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-567\"  sizes=\"auto, (max-width: 2066px) 100vw, 2066px\" \/><\/div><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u4e0d\u540c\u7b56\u7565\u5728\u6316\u6398\u60c5\u611f\u4e0e\u610f\u56fe\u5173\u7cfb\u65b9\u9762\u7684\u6709\u6548\u6027\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86\u4e00\u7ec4\u6d88\u878d\u5b9e\u9a8c\u3002\u5b9e\u9a8c\u5305\u62ec\u591a\u79cd\u5bf9\u6bd4\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\u662f\u4f20\u7edf\u7684 <strong>\u591a\u4efb\u52a1\u5b66\u4e60\uff08multi-task learning\uff09\u8303\u5f0f\uff0c\u8be5\u65b9\u6cd5\u76f4\u63a5\u5c06\u60c5\u611f\u4e0e\u610f\u56fe\u7684\u635f\u5931\u51fd\u6570\u8fdb\u884c\u7b80\u5355\u53e0\u52a0\u3002\u867d\u7136\u8be5\u65b9\u6cd5\u7ed3\u6784\u4e0a\u7b80\u6d01\uff0c\u4f46\u56e0\u7f3a\u4e4f\u4e13\u95e8\u7528\u4e8e\u5efa\u6a21\u60c5\u611f-\u610f\u56fe\u5173\u7cfb\u7684\u673a\u5236\uff0c\u5176\u63d0\u5347\u6709\u9650\uff08Macro F1 \u4ec5\u63d0\u5347 +1.21%\uff09\u3002\u5728\u67d0\u4e9b\u573a\u666f\u4e0b\uff0c\u8be5\u7b56\u7565\u751a\u81f3\u4f1a\u524a\u5f31\u610f\u56fe\u7406\u89e3\u80fd\u529b<\/strong>\uff0c\u5982 Micro F1 \u4e0b\u964d 1.06%\u3001Samples F1 \u4e0b\u964d 0.30%\u3002<\/li>\n\n\n\n<li>\u5176\u6b21\u662f <strong>Complete Information\uff08Comp. Info.\uff09<\/strong> \u65b9\u6cd5\uff0c\u5b83\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u9636\u6bb5\u90fd\u4f7f\u7528\u5176\u4e2d\u4e00\u7c7b\u6807\u7b7e\uff08\u5982\u60c5\u611f\uff09\u4f5c\u4e3a\u5148\u9a8c\u8fdb\u884c\u5f15\u5bfc\u3002\u8be5\u65b9\u6cd5\u5728\u6027\u80fd\u4e0a\u53d6\u5f97\u4e86\u8f83\u5927\u63d0\u5347\uff08Macro F1 +9.06%\u3001Micro F1 +9.80%\uff09\uff0c\u4f46\u5176<strong>\u5b9e\u9645\u5e94\u7528\u53d7\u9650\u4e8e\u73b0\u5b9e\u4e2d\u5148\u9a8c\u77e5\u8bc6\u7684\u53ef\u83b7\u53d6\u6027<\/strong>\uff0c\u4e0d\u5177\u5907\u666e\u904d\u9002\u7528\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u672c\u6587\u63d0\u51fa\u7684 <strong>BEAR \u6846\u67b6<\/strong> \u4e0d\u4f9d\u8d56\u4e8e\u989d\u5916\u7684\u63a8\u7406\u9636\u6bb5\u4fe1\u606f\uff0c\u4e14\u5728\u6240\u6709\u6307\u6807\u4e0a\u90fd\u5b9e\u73b0\u4e86<strong>\u7a33\u5b9a\u7684\u63d0\u5347<\/strong>\uff08\u4f8b\u5982 Macro F1 \u63d0\u9ad8 +2.44%\uff09\uff0c\u8fdb\u4e00\u6b65\u51f8\u663e\u4e86\u5176\u5728\u60c5\u611f-\u610f\u56fe\u8054\u5408\u5efa\u6a21\u4e2d\u7684\u6709\u6548\u6027\u4e0e\u5b9e\u7528\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/image-20250629163939208.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2066\" height=\"500\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/image-20250629163939208.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-570\"  sizes=\"auto, (max-width: 2066px) 100vw, 2066px\" \/><\/div><\/figure>\n\n\n\n<p>\u9664\u4e86\u6a21\u578b\u67b6\u6784\u672c\u8eab\uff0c\u672c\u6587\u4e0d\u540c\u6a21\u6001\u7279\u5f81\u63d0\u53d6\u5668**\u5bf9\u610f\u56fe\u4e0e\u60c5\u611f\u7406\u89e3\u6027\u80fd\u7684\u5f71\u54cd\u3002\u672c\u6587\u8bc4\u4f30\u4e86\u591a\u79cd\u5f53\u524d\u6700\u5148\u8fdb\u7684\u7279\u5f81\u63d0\u53d6\u5668\uff0c\u5206\u522b\u5bf9\u5e94\u89c6\u89c9\u6a21\u6001\u3001\u97f3\u9891\u6a21\u6001\u548c\u6587\u672c\u6a21\u6001\u3002<\/p>\n\n\n\n<p>\u5982\u56fe\uff0c<strong>\u66f4\u5148\u8fdb\u7684\u7279\u5f81\u63d0\u53d6\u5668\u80fd\u591f\u6301\u7eed\u63d0\u5347\u6a21\u578b\u6027\u80fd<\/strong>\u3002\u5176\u4e2d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>CLIP-ViT-S<\/strong> [27] \u5728\u89c6\u89c9\u6a21\u6001\u4e0a\u7684\u5f15\u5165\u5e26\u6765\u4e86\u6700\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff08Macro F1 \u63d0\u9ad8 <strong>1.81%<\/strong>\uff09\uff1b<\/li>\n\n\n\n<li><strong>SemBERT<\/strong> [49] \u5728\u6587\u672c\u8868\u793a\u65b9\u9762\u8868\u73b0\u4f18\u5f02\uff0c\u63d0\u5347 <strong>Micro F1 1.42%<\/strong>\uff1b<\/li>\n\n\n\n<li><strong>AST<\/strong> \u867d\u7136\u5728\u6307\u6807\u4e0a\u7684\u63d0\u5347\u8f83\u4e3a\u6e29\u548c\uff08Macro F1 \u63d0\u5347 <strong>0.76%<\/strong>\uff09\uff0c\u4f46\u8003\u8651\u5230\u97f3\u9891\u6a21\u6001\u5728\u6d4b\u8bd5\u96c6\u4e2d\u6240\u5360\u6bd4\u4f8b\u8f83\u5c0f\uff0c\u5176\u5b9e\u9645\u8d21\u732e\u88ab\u4f4e\u4f30\uff0c\u5f71\u54cd\u5b9e\u8d28\u4e0a\u66f4\u4e3a\u663e\u8457\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/image-20250629164224386.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2066\" height=\"500\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/image-20250629164224386.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-571\"  sizes=\"auto, (max-width: 2066px) 100vw, 2066px\" \/><\/div><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u672c\u6587\u63d0\u51fa\u7684 <strong>MAP<\/strong> \u65b9\u6cd5\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u672c\u6587\u5728 <strong>CMU-MOSEI<\/strong> \u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u6db5\u76d6\u591a\u79cd\u57fa\u7ebf\u67b6\u6784\uff0c\u5177\u4f53\u7ed3\u679c\u89c1\u8868 7\u3002\u5b9e\u9a8c\u8868\u660e\uff0c<strong>MAP \u5728\u6240\u6709\u6d4b\u8bd5\u914d\u7f6e\u4e0b\u5747\u5b9e\u73b0\u4e86\u7a33\u5b9a\u7684\u6027\u80fd\u63d0\u5347<\/strong>\uff0c\u65e0\u8bba\u662f\u5728\u4e0d\u540c\u7f51\u7edc\u7ed3\u6784\uff0c\u8fd8\u662f\u5728\u4e0d\u540c\u6a21\u6001\u7ec4\u5408\u4e0b\u5747\u8868\u73b0\u51fa\u4e00\u81f4\u7684\u4f18\u52bf\u3002\u8fd9\u4e9b\u7ed3\u679c\u5145\u5206\u9a8c\u8bc1\u4e86 MAP \u5728\u5904\u7406\u6a21\u6001\u7f3a\u5931\u95ee\u9898\u65b9\u9762\u7684\u9c81\u68d2\u6027\u4e0e\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.43.10.png'><img class=\"lazyload lazyload-style-8\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2192\" height=\"236\" data-original=\"https:\/\/blogqian.com\/wp-content\/uploads\/2025\/07\/\u622a\u5c4f2025-06-29-16.43.10.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-568\"  sizes=\"auto, (max-width: 2192px) 100vw, 2192px\" \/><\/div><\/figure>\n\n\n\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f<strong>MINE \u6570\u636e\u96c6\u4e2d\u7684\u6a21\u6001\u4e0d\u5747\u8861\u662f\u6709\u610f\u8bbe\u8ba1\u7684<\/strong>\uff0c\u65e8\u5728\u6a21\u62df\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u4e2d\u81ea\u7136\u53d1\u751f\u7684\u771f\u5b9e\u4e16\u754c\u6a21\u6001\u5206\u5e03\u3002 \u4e3a\u8bc4\u4f30\u6a21\u6001\u4e0d\u5747\u8861\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u672c\u6587\u8fdb\u884c\u4e86\u6a21\u6001\u91cd\u91c7\u6837\u5b9e\u9a8c\uff08modality resampling\uff09\u3002\u901a\u8fc7\u5bf9\u7a00\u7f3a\u6a21\u6001\u8fdb\u884c 2 \u500d\u6216 3 \u500d\u7684\u91cd\u91c7\u6837\uff0c\u7279\u522b\u662f\u91c7\u7528 \u7279\u5f81\u5c42\u91cd\u52a0\u6743\u7b56\u7565\uff08feature-level contribution resampling\uff09\uff0c\u6a21\u578b\u7684\u7406\u89e3\u6027\u80fd\u5f97\u5230\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u603b\u7ed3<\/h1>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86 <strong>MINE<\/strong>\uff0c\u4e00\u4e2a\u65b0\u9896\u7684\u6570\u636e\u96c6\uff0c\u65e8\u5728\u6355\u6349\u793e\u4ea4\u5a92\u4f53\u81ea\u7136\u73af\u5883\u4e2d<strong>\u610f\u56fe\u4e0e\u60c5\u611f\u4e4b\u95f4\u7684\u5185\u5728\u5173\u8054<\/strong>\u3002\u4e0e\u73b0\u6709\u6570\u636e\u96c6\u666e\u904d\u5c06\u4e24\u8005\u5272\u88c2\u5904\u7406\uff0c\u6216\u4f9d\u8d56\u53d7\u63a7\u73af\u5883\u91c7\u96c6\u4e0d\u540c\uff0cMINE \u4fdd\u7559\u4e86\u771f\u5b9e\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u4e2d\u56fa\u6709\u7684\u6311\u6218\uff0c\u7279\u522b\u662f<strong>\u6a21\u6001\u4e0d\u786e\u5b9a\u6027<\/strong>\u4e0e<strong>\u8bdd\u9898\u591a\u6837\u6027<\/strong>\u3002MINE \u4e3a\u591a\u4e2a\u6a21\u6001\u7ef4\u5ea6\u63d0\u4f9b\u4e86\u8be6\u5c3d\u7684\u610f\u56fe\u4e0e\u60c5\u611f\u6807\u6ce8\uff0c\u5efa\u7acb\u4e86\u4e00\u4e2a\u7cfb\u7edf\u6027\u57fa\u51c6\uff0c\u6709\u52a9\u4e8e\u5728\u81ea\u7136\u573a\u666f\u4e0b\u6df1\u5165\u7406\u89e3\u4eba\u7c7b\u793e\u4f1a\u884c\u4e3a\u3002<\/p>\n\n\n\n<p>\u4e3a\u6709\u6548\u5904\u7406 MINE \u4e2d\u590d\u6742\u7684\u591a\u6a21\u6001\u6570\u636e\uff0c\u672c\u6587\u63d0\u51fa\u4e86 <strong>BEAR\uff08Bridging Emotion-Intention via Implicit Label Reasoning\uff09<\/strong> \u6846\u67b6\uff0c\u8be5\u65b9\u6cd5\u805a\u7126\u4e8e\u4e24\u4e2a\u6838\u5fc3\u6311\u6218\uff1a<strong>\u60c5\u611f\u4e0e\u610f\u56fe\u4e4b\u95f4\u7684\u5185\u5728\u5173\u7cfb<\/strong>\uff0c\u4ee5\u53ca<strong>\u6a21\u6001\u4e0d\u786e\u5b9a\u6027<\/strong>\u3002BEAR 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\u6846\u67b6\u4e3a\u5e94\u5bf9\u73b0\u5b9e\u4e2d\u590d\u6742\u591a\u6a21\u6001\u573a\u666f\u63d0\u4f9b\u4e86\u5f3a\u6709\u529b\u7684\u6280\u672f\u652f\u6491\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6574\u7406\u4e86\u4e00\u4e0b\u6768\u8862\u5b66\u957f CVPR 2025 \u4e2d\u7684\u591a\u6a21\u6001\u8bba\u6587<\/p>\n","protected":false},"author":1,"featured_media":569,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[35,34],"class_list":["post-555","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-research","tag-marslab","tag-multimodality"],"_links":{"self":[{"href":"https:\/\/blogqian.com\/index.php\/wp-json\/wp\/v2\/posts\/555","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogqian.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogqian.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogqian.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blogqian.com\/index.php\/wp-json\/wp\/v2\/comments?post=555"}],"version-history":[{"count":3,"href":"https:\/\/blogqian.com\/index.php\/wp-json\/wp\/v2\/posts\/555\/revisions"}],"predecessor-version":[{"id":573,"href":"https:\/\/blogqian.com\/index.php\/wp-json\/wp\/v2\/posts\/555\/revisions\/573"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blogqian.com\/index.php\/wp-json\/wp\/v2\/media\/569"}],"wp:attachment":[{"href":"https:\/\/blogqian.com\/index.php\/wp-json\/wp\/v2\/media?parent=555"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogqian.com\/index.php\/wp-json\/wp\/v2\/categories?post=555"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogqian.com\/index.php\/wp-json\/wp\/v2\/tags?post=555"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}