{"id":3087,"date":"2025-05-09T16:35:23","date_gmt":"2025-05-09T08:35:23","guid":{"rendered":"https:\/\/www.gnn.club\/?p=3087"},"modified":"2025-05-12T11:28:14","modified_gmt":"2025-05-12T03:28:14","slug":"beit%ef%bc%9a%e5%88%9d%e6%8e%a2%e5%a4%a7%e4%b8%80%e7%bb%9f%e5%a4%9a%e6%a8%a1%e6%80%81%e6%a1%86%e6%9e%b6","status":"publish","type":"post","link":"http:\/\/gnn.club\/?p=3087","title":{"rendered":"BEiT\uff1a\u521d\u63a2\u5927\u4e00\u7edf\u591a\u6a21\u6001\u6846\u67b6"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">1. \u5f15\u8a00<\/h2>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u8bed\u8a00\u3001\u89c6\u89c9\u548c\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u6280\u672f\u6b63\u52a0\u901f\u878d\u5408\uff0c\u4eff\u4f5bAI\u9886\u57df\u7684\"\u4e09\u56fd\u5f52\u4e00\"\u3002\u5728\u8fd9\u573a\u53d8\u9769\u4e2d\uff0c<strong>BEIT-3<\/strong>\u6a2a\u7a7a\u51fa\u4e16\u2014\u2014\u4e00\u4e2a\u53f7\u79f0\"\u901a\u7528\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\"\u7684\u5168\u80fd\u9009\u624b\uff0c\u4e0d\u4ec5\u5728\u56fe\u50cf\u8bc6\u522b\u3001\u6587\u672c\u7406\u89e3\u7b49\u5355\u6a21\u6001\u4efb\u52a1\u4e0a\u8868\u73b0\u60ca\u8273\uff0c\u8fd8\u80fd\u8f7b\u677e\u73a9\u8f6c\u56fe\u6587\u95ee\u7b54\u3001\u8de8\u6a21\u6001\u68c0\u7d22\u7b49\u590d\u6742\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u5730\u5740\uff1a<a href=\"http:\/\/openaccess.thecvf.com\/content\/CVPR2023\/papers\/Wang_Image_as_a_Foreign_Language_BEiT_Pretraining_for_Vision_and_CVPR_2023_paper.pdf\">http:\/\/openaccess.thecvf.com\/content\/CVPR2023\/papers\/Wang_Image_as_a_Foreign_Language_BEiT_Pretraining_for_Vision_and_CVPR_2023_paper.pdf<\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\ud83d\udd27&nbsp;<strong>\u4e09\u5927\u521b\u65b0\uff1a\u5982\u4f55\u5b9e\u73b0\"\u5927\u4e00\u7edf\"\uff1f<\/strong><\/h4>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u7075\u6d3b\u7684\u591a\u8defTransformer\u67b6\u6784<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u50cf\u4e50\u9ad8\u4e00\u6837\u6a21\u5757\u5316\uff1a\u65e2\u80fd\u9488\u5bf9\u4e0d\u540c\u6570\u636e\u7c7b\u578b\uff08\u6587\u5b57\/\u56fe\u7247\uff09\u5b9a\u5236\u5316\u7f16\u7801\uff0c\u53c8\u80fd\u5b9e\u73b0\u6df1\u5ea6\u7684\u8de8\u6a21\u6001\u878d\u5408\u3002<\/li>\n\n\n\n<li>\u5c31\u50cf\u540c\u4e00\u4f4d\u7ffb\u8bd1\u5b98\uff0c\u65e2\u80fd\u6d41\u5229\u5904\u7406\u4e2d\u6587\u548c\u82f1\u6587\uff0c\u8fd8\u80fd\u7406\u89e3\"\u8868\u60c5\u5305+\u6587\u5b57\"\u7684\u6df7\u5408\u6897\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7edf\u4e00\u7684\u63a9\u7801\u9884\u8bad\u7ec3<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u65e0\u8bba\u5904\u7406\u56fe\u7247\uff08Imglish\uff09\u3001\u6587\u672c\uff08English\uff09\u8fd8\u662f\u56fe\u6587\u5bf9\uff08\"parallel 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class=\"wp-block-heading\">\ud83c\udfc6&nbsp;<strong>\u5b9e\u6218\u6210\u7ee9\u5355\uff1a\u5c60\u699c\u591a\u6a21\u6001\u4efb\u52a1<\/strong><\/h4>\n\n\n\n<p>\u57288\u9879\u6743\u5a01\u6d4b\u8bd5\u4e2d\uff0cBEIT-3\u5168\u90e8\u5237\u65b0\u7eaa\u5f55\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89c6\u89c9\u9886\u57df<\/strong>\uff1a\u76ee\u6807\u68c0\u6d4b\uff08COCO\uff09\u3001\u56fe\u50cf\u5206\u5272\uff08ADE20K\uff09\u3001\u5206\u7c7b\uff08ImageNet\uff09<\/li>\n\n\n\n<li><strong>\u8bed\u8a00-\u89c6\u89c9\u4ea4\u4e92<\/strong>\uff1a\u89c6\u89c9\u63a8\u7406\uff08NLVR2\uff09\u3001\u56fe\u6587\u95ee\u7b54\uff08VQAv2\uff09\u3001\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\uff08COCO\uff09<\/li>\n\n\n\n<li><strong>\u8de8\u6a21\u6001\u641c\u7d22<\/strong>\uff1a\u4ee5\u56fe\u641c\u6587\/\u4ee5\u6587\u641c\u56fe\uff08Flickr30K\/COCO\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u7c7b\u4f3cCoCa\u5de5\u4f5c\uff0cBEiT-3\u7684\u4f5c\u8005\u56e2\u961f\u4e5f\u7ed9\u51fa\u4e86\u4e00\u5f20\u975e\u5e38\u76f4\u89c2\u4e14\u5938\u5f20\u7684\u6027\u80fd\u56fe\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1305\" height=\"935\" src=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509150012533.png\" alt=\"\" class=\"wp-image-3088\" srcset=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509150012533.png 1305w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509150012533-300x215.png 300w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509150012533-1024x734.png 1024w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509150012533-768x550.png 768w\" sizes=\"auto, (max-width: 1305px) 100vw, 1305px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u76f8\u5173\u5de5\u4f5c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u6a21\u578b\u67b6\u6784<\/h3>\n\n\n\n<p>\u5728\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\u4e2d\uff0cTransformer \u7684\u5e94\u7528\u65b9\u5f0f\u591a\u79cd\u591a\u6837\uff0c\u53d6\u51b3\u4e8e\u5177\u4f53\u9700\u6c42\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u53cc\u7f16\u7801\u5668\uff08Dual-Encoder\uff09<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u9002\u5408<strong>\u9ad8\u6548\u68c0\u7d22<\/strong>\uff08\u6bd4\u5982\u4ee5\u56fe\u641c\u6587\u3001\u4ee5\u6587\u641c\u56fe\uff09\u3002<\/li>\n\n\n\n<li>\u7279\u70b9\uff1a\u901f\u5ea6\u5feb\uff0c\u9002\u5408\u6d77\u91cf\u6570\u636e\u5339\u914d\uff0c\u4f46\u4ea4\u4e92\u8f83\u6d45\u3002<\/li>\n\n\n\n<li>\u4ee3\u8868\u5de5\u4f5c\uff1aCLIP...<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7f16\u7801\u5668-\u89e3\u7801\u5668\uff08Encoder-Decoder\uff09<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u64c5\u957f<strong>\u751f\u6210\u4efb\u52a1<\/strong>\uff08\u5982\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\u3001\u89c6\u89c9\u95ee\u7b54\uff09\u3002<\/li>\n\n\n\n<li>\u7c7b\u6bd4\uff1a\u50cf\u4e00\u4e2a\u4eba\u5148\u201c\u770b\u61c2\u201d\u56fe\u7247\uff0c\u518d\u7528\u8bed\u8a00\u63cf\u8ff0\u51fa\u6765\u3002<\/li>\n\n\n\n<li>\u4ee3\u8868\u5de5\u4f5c\uff1aSimVLM\uff0cALBEF,  BLIP...<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u878d\u5408\u7f16\u7801\u5668\uff08Fusion-Encoder\uff09<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4e13\u7cbe<strong>\u6df1\u5ea6\u56fe\u6587\u7406\u89e3<\/strong>\uff08\u6bd4\u5982\u590d\u6742\u63a8\u7406\u4efb\u52a1\uff09\u3002<\/li>\n\n\n\n<li>\u4f18\u52bf\uff1a\u80fd\u6355\u6349\u66f4\u7cbe\u7ec6\u7684\u8de8\u6a21\u6001\u5173\u8054\uff0c\u4f46\u8ba1\u7b97\u6210\u672c\u9ad8\u3002<\/li>\n\n\n\n<li>\u4ee3\u8868\u5de5\u4f5c\uff1aViLT\uff0cVLMP\uff0cBEiT-3...<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u26a0\ufe0f&nbsp;<strong>\u73b0\u6709\u65b9\u6cd5\u7684\u75db\u70b9<\/strong><\/h4>\n\n\n\n<p>\u867d\u7136\u8fd9\u4e9b\u67b6\u6784\u5404\u6709\u4f18\u52bf\uff0c\u4f46\u5927\u591a\u6570\u57fa\u7840\u6a21\u578b\uff08Foundation Models\uff09\u9762\u4e34\u4e24\u5927\u95ee\u9898\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u4efb\u52a1\u9002\u914d\u9ebb\u70e6<\/strong>\uff1a\u4e0d\u540c\u4e0b\u6e38\u4efb\u52a1\u9700\u8981\u624b\u52a8\u8c03\u6574\u6a21\u578b\u7ed3\u6784\uff0c\u5c31\u50cf\u6bcf\u6362\u4e00\u4e2a\u6e38\u620f\u5c31\u8981\u91cd\u65b0\u7ec4\u88c5\u624b\u67c4\u3002<\/li>\n\n\n\n<li><strong>\u53c2\u6570\u5171\u4eab\u4e0d\u8db3<\/strong>\uff1a\u6a21\u6001\u4e4b\u95f4\u201c\u5404\u7ec3\u5404\u7684\u201d\uff0c\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u771f\u6b63\u878d\u4f1a\u8d2f\u901a\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>BEIT-3 \u7684\u89e3\u51b3\u65b9\u6848\uff1a\u591a\u8def Transformer\uff08Multiway Transformers\uff09<\/strong><\/h4>\n\n\n\n<p>\u6211\u4eec\u7684\u65b9\u6cd5\u91c7\u7528<strong>\u7edf\u4e00\u67b6\u6784<\/strong>\uff0c\u4e00\u5957\u6a21\u578b\u9002\u5e94\u5404\u79cd\u4efb\u52a1\uff0c\u540c\u65f6\u517c\u987e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u6001\u4e13\u5c5e\u7f16\u7801<\/strong>\uff08\u8ba9\u6587\u672c\u548c\u56fe\u50cf\u5404\u81ea\u4fdd\u7559\u7279\u6027\uff09<\/li>\n\n\n\n<li><strong>\u8de8\u6a21\u6001\u6df1\u5ea6\u878d\u5408<\/strong>\uff08\u8ba9\u5b83\u4eec\u80fd\u9ad8\u6548\u534f\u4f5c\uff09<\/li>\n\n\n\n<li><strong>\u5b9e\u9645\u4e0a\u5c31\u662fVLMO\u4e2d\u7684\u6df7\u5408\u4e13\u5bb6\u6a21\u5f0fMoE.<\/strong><\/li>\n<\/ul>\n\n\n\n<p><strong>\u5173\u952e\u4f18\u52bf<\/strong>\uff1a<br>\u2705&nbsp;<strong>\u53c2\u6570\u5171\u4eab\u66f4\u9ad8\u6548<\/strong>&nbsp;\u2013 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\u7684<strong>\u7edf\u4e00\u67b6\u6784<\/strong>\u6216\u8bb8\u6b63\u662f\u672a\u6765\u5927\u6a21\u578b\u7684\u53d1\u5c55\u65b9\u5411\u2014\u2014<strong>\u5c11\u4e00\u70b9\u5b9a\u5236\uff0c\u591a\u4e00\u70b9\u901a\u7528<\/strong>\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u7c7b\u6bd4<\/strong>\uff1a\u5c31\u50cf\u667a\u80fd\u624b\u673a\u53d6\u4ee3\u4e86\u76f8\u673a\u3001MP3\u3001\u5730\u56fe\u548c\u8ba1\u7b97\u5668\uff0c\u672a\u6765\u7684 AI \u6a21\u578b\u53ef\u80fd\u4e5f\u4f1a\u8d70\u5411\u201cAll in One\u201d\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">2.2 \u8bad\u7ec3\u76ee\u6807\u4e0e\u635f\u5931\u51fd\u6570<\/h2>\n\n\n\n<p>\u5728AI\u754c\uff0c<strong>\u63a9\u7801\u9884\u8bad\u7ec3<\/strong>\uff08mask-then-predict\uff09\u65e9\u5df2\u4e0d\u662f\u65b0\u9c9c\u4e8b\u2014\u2014BERT\u9760\u5b83\u8bfb\u61c2\u4e86\u6587\u672c\uff0cMAE\u9760\u5b83\u7406\u89e3\u4e86\u56fe\u50cf\u3002\u4f46BEIT-3\u505a\u4e86\u4e00\u4ef6\u5927\u80c6\u7684\u4e8b\uff1a<strong>\u7528\u540c\u4e00\u79cd\u300c\u586b\u7a7a\u300d\u65b9\u5f0f\uff0c\u540c\u65f6\u8bad\u7ec3\u6587\u5b57\u3001\u56fe\u7247\u548c\u56fe\u6587\u5bf9<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6587\u672c\uff08English\uff09<\/strong>\uff1a\u906e\u76d6\u5355\u8bcd\u8ba9\u6a21\u578b\u9884\u6d4b\uff08\u5982\u300c___ 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Sentences\uff09<\/strong>\uff1a\u5c06\u914d\u5bf9\u7684\u56fe\u6587\u89c6\u4e3a\u300c\u53cc\u8bed\u5bf9\u7167\u300d\uff0c\u8ba9\u6a21\u578b\u5b66\u4e60\u8de8\u6a21\u6001\u5bf9\u9f50<\/li>\n<\/ul>\n\n\n\n<p>\u4f20\u7edf\u591a\u6a21\u6001\u6a21\u578b\u8981\u540c\u65f6\u8bad\u7ec3\u591a\u4e2a\u4efb\u52a1\uff08\u5982\u56fe\u6587\u5339\u914d\u3001\u5bf9\u6bd4\u5b66\u4e60\uff09\uff0c\u800cBEIT-3\u53ea\u9700\u4e13\u6ce8\u300c\u586b\u7a7a\u300d\u8fd9\u4e00\u6838\u5fc3\u80fd\u529b\uff0c\u8bad\u7ec3\u6548\u7387\u5927\u5e45\u63d0\u5347\uff0c<strong>\u5316\u7e41\u4e3a\u7b80<\/strong>\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u628a\u56fe\u50cf\u89c6\u4e3a\u300c\u5916\u8bed\u300d\uff08Imglish\uff09\uff0c\u8ba9\u6a21\u578b\u7528\u5904\u7406\u6587\u672c\u7684\u601d\u7ef4\u5904\u7406\u50cf\u7d20\u2014\u2014\u5c31\u50cf\u4eba\u7c7b\u65e2\u80fd\u300c\u8bfb\u300d\u6587\u5b57\u4e5f\u80fd\u300c\u8bfb\u300d\u56fe\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u8fd9\u79cd\u7b80\u5355\u65b9\u6cd5\u5b66\u5230\u7684\u8868\u5f81\uff0c\u7adf\u80fd\u901a\u6740\u56fe\u50cf\u5206\u7c7b\u3001\u89c6\u89c9\u63a8\u7406\u3001\u56fe\u6587\u751f\u6210\u7b49\u590d\u6742\u4efb\u52a1\uff01<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><\/li>\n<\/ol>\n\n\n\n<p>\u4e0b\u9762\u5217\u4e3e\u4e00\u4e9b\u89c6\u89c9-\u6587\u672c\u591a\u6a21\u6001\u6a21\u578b\u8bad\u7ec3\u4e2d\u5e38\u89c1\u7684\u8bad\u7ec3\u76ee\u6807\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1012\" height=\"635\" src=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509155654742.png\" alt=\"\" class=\"wp-image-3089\" style=\"width:600px\" srcset=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509155654742.png 1012w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509155654742-300x188.png 300w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509155654742-768x482.png 768w\" sizes=\"auto, (max-width: 1012px) 100vw, 1012px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">2.3 \u6a21\u578b\u7f29\u653e<\/h3>\n\n\n\n<p>BEIT-3\u5ef6\u7eed\u4e86\u5927\u6a21\u578b\u7684\u9ec4\u91d1\u6cd5\u5219\uff1a<strong>\u66f4\u591a\u53c2\u6570+\u66f4\u591a\u6570\u636e=\u66f4\u5f3a\u901a\u7528\u6027<\/strong>\u3002\u4f46\u5b83\u7684\u7279\u522b\u4e4b\u5904\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53c2\u6570\u89c4\u6a21<\/strong>\uff1a\u8fbe\u5230<strong>\u6570\u5341\u4ebf\u7ea7\u522b<\/strong>\uff0c\u4f46\u901a\u8fc7\u7edf\u4e00\u67b6\u6784\u907f\u514d\u5197\u4f59<\/li>\n\n\n\n<li><strong>\u6570\u636e\u89c4\u6a21<\/strong>\uff1a\u4ec5\u4f7f\u7528<strong>\u516c\u5f00\u6570\u636e\u96c6<\/strong>\uff08\u5b66\u672f\u53cb\u597d\uff01\uff09\uff0c\u5374\u901a\u8fc7\u9ad8\u6548\u8bad\u7ec3\u65b9\u6cd5\u69a8\u53d6\u6700\u5927\u4ef7\u503c<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5173\u952e\u53d1\u73b0<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u8d8a\u5927\uff0c\u8de8\u6a21\u6001\u7684\u300c\u901a\u611f\u300d\u80fd\u529b\u8d8a\u5f3a\u2014\u2014\u6bd4\u5982\u770b\u5230\u300c\u843d\u65e5\u7167\u7247\u300d\u65f6\uff0c\u4e0d\u4ec5\u80fd\u63cf\u8ff0\u753b\u9762\uff0c\u8fd8\u80fd\u8054\u60f3\u5230\u76f8\u5173\u8bd7\u53e5\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u591a\u6837\u6027\u6bd4\u5355\u7eaf\u5806\u91cf\u66f4\u91cd\u8981\uff1aBEIT-3\u7684\u56fe\u6587\u5bf9\u5305\u542b\u62bd\u8c61\u827a\u672f\u3001\u79d1\u5b66\u56fe\u89e3\u7b49\uff0c\u8feb\u4f7f\u6a21\u578b\u5efa\u7acb\u6df1\u5c42\u5173\u8054\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\ud83d\udca1&nbsp;<strong>\u542f\u793a\uff1a\u5c11\u5373\u662f\u591a\uff1f<\/strong><\/h4>\n\n\n\n<p>BEIT-3\u6311\u6218\u4e86\u4e00\u4e2a\u5e38\u89c1\u8bef\u533a\uff1a<strong>\u591a\u4efb\u52a1\u635f\u5931\u51fd\u6570\u2260\u66f4\u597d\u6027\u80fd<\/strong>\u3002\u5b83\u7684\u6210\u529f\u6697\u793a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e13\u6ce8\u6838\u5fc3\u76ee\u6807<\/strong>\uff08\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\uff09\u53ef\u80fd\u6bd4\u300c\u82b1\u5f0f\u8c03\u53c2\u300d\u66f4\u6709\u6548<\/li>\n\n\n\n<li><strong>\u7edf\u4e00\u8868\u5f81\u7a7a\u95f4<\/strong>\u662f\u8de8\u6a21\u6001\u7406\u89e3\u7684\u94a5\u5319\u2014\u2014\u5c31\u50cf\u4eba\u7c7b\u5927\u8111\u4e0d\u4f1a\u4e3a\u6587\u5b57\u548c\u56fe\u50cf\u51c6\u5907\u4e24\u5957\u5904\u7406\u673a\u5236<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u6a21\u578b\u7ed3\u6784<\/h2>\n\n\n\n<p>BEiT-3\u7684\u6a21\u578b\u7ed3\u6784\u5b9e\u5728\u6ca1\u4ec0\u4e48\u597d\u8bb2\u7684\uff0c\u51e0\u4e4e\u548cVLMO\u662f\u4e00\u6a21\u4e00\u6837\uff0c<a href=\"https:\/\/www.gnn.club\/?p=3039\">\u8be6\u89c1VLMO\u535a\u6587<\/a>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1322\" height=\"689\" src=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509161708241.png\" alt=\"\" class=\"wp-image-3090\" srcset=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509161708241.png 1322w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509161708241-300x156.png 300w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509161708241-1024x534.png 1024w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509161708241-768x400.png 768w\" sizes=\"auto, (max-width: 1322px) 100vw, 1322px\" \/><\/figure>\n\n\n\n<p>\u7531\u4e8eMultiway Transformer\u7ed3\u6784\u7684\u7075\u6d3b\u6027\uff0cBEiT-3\u6a21\u578b\u5728\u8bad\u7ec3\u597d\u4ee5\u540e\u53ef\u4ee5\u7528\u4e8e\u5404\u79cd\u4e0d\u540c\u7684\u4e0b\u6e38\u4efb\u52a1\uff0c\u5982\u56fe3\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1310\" height=\"1050\" src=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509161827447.png\" alt=\"\" class=\"wp-image-3091\" srcset=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509161827447.png 1310w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509161827447-300x240.png 300w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509161827447-1024x821.png 1024w, https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2025\/05\/20250509161827447-768x616.png 768w\" sizes=\"auto, (max-width: 1310px) 100vw, 1310px\" \/><\/figure>\n\n\n\n<p>\u5982\u4e0a\u56fe\u6240\u793a\uff0cBEiT-3\u53ef\u4ee5\u901a\u8fc7\u9009\u62e9\u5f00\u542f\u6216\u5173\u95edMuliway-Transformer\u4e2d\u6df7\u5408\u4e13\u5bb6\u7684\u79cd\u7c7b\u6765\u8fdb\u884c\u4e0d\u540c\u7684\u4efb\u52a1\u7c7b\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5355\u6a21\u6001\u89c6\u89c9\u6216\u6587\u672c\u4efb\u52a1\uff1a\u4ec5\u5f00\u542fMoE\u4e2d\u7684\u89c6\u89c9\u4e13\u5bb6\u6216\u6587\u672c\u4e13\u5bb6\u5373\u53ef\uff0c\u5982\u56fe3(a),(b).<\/li>\n\n\n\n<li>\u7406\u89e3\u7c7b\u4efb\u52a1\uff1a\u5728\u6a21\u578b\u9760\u8fd1\u8f93\u5165\u7684\u524d\u534a\u90e8\u5206\u7684\u6a21\u5757\u4e2d\uff0c\u5f00\u542fMoE\u4e2d\u7684\u89c6\u89c9\u548c\u6587\u672c\u4e13\u5bb6\uff1b\u5728\u5269\u4f59\u7684\u540e\u534a\u90e8\u5206\u6a21\u5757\u4e2d\u4ec5\u5f00\u542f\u6df7\u5408\u4e13\u5bb6\uff0c\u5982\u56fe3(c)\u3002<\/li>\n\n\n\n<li>\u68c0\u7d22\u7c7b\u4efb\u52a1\uff1a\u9996\u5148\u6a21\u578b\u4ec5\u5f00\u542f\u89c6\u89c9\u4e13\u5bb6\u5904\u7406\u56fe\u50cf\uff0c\u7136\u540e\u8fdb\u5f00\u542f\u6587\u672c\u4e13\u5bb6\u5904\u7406\u6587\u672c\uff0c\u6700\u540e\u8ba1\u7b97\u4e24\u4e2a\u7ed3\u679c\u7684\u76f8\u4f3c\u5ea6\uff0c\u5982\u56fe3(d)\u3002<\/li>\n\n\n\n<li>\u751f\u6210\u7c7b\u4efb\u52a1\uff1a\u4e0e\u7406\u89e3\u7c7b\u4efb\u52a1\u4e00\u6837\uff0c\u5982\u56fe3(e)\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u7ed3\u8bba<\/h2>\n\n\n\n<p>BEIT-3\u662f\u4e00\u4e2a\u901a\u7528\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\uff0c\u5b83\u5728\u4f17\u591a\u89c6\u89c9\u548c\u89c6\u89c9-\u8bed\u8a00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5747\u53d6\u5f97\u4e86\u6700\u4f73\u6027\u80fd\u3002BEIT-3 \u7684\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u56fe\u50cf\u5efa\u6a21\u4e3a\u5916\u8bed\uff0c\u4ece\u800c\u80fd\u591f\u4ee5\u7edf\u4e00\u7684\u65b9\u5f0f\u5bf9\u56fe\u50cf\u3001\u6587\u672c\u548c\u56fe\u6587\u5bf9\u8fdb\u884c\u63a9\u7801\u201c\u8bed\u8a00\u201d\u5efa\u6a21\u3002BEIT-3\u8fd8\u8bc1\u660e\u4e86\u591a\u8def Transformer \u80fd\u591f\u6709\u6548\u5730\u5efa\u6a21\u4e0d\u540c\u7684\u89c6\u89c9\u548c\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\uff0c\u4f7f\u5176\u6210\u4e3a\u901a\u7528\u5efa\u6a21\u7684\u4e00\u4e2a\u6709\u5438\u5f15\u529b\u7684\u9009\u62e9\u3002BEIT-3 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3090,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[29,18],"tags":[],"class_list":["post-3087","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-29","category-18"],"_links":{"self":[{"href":"http:\/\/gnn.club\/index.php?rest_route=\/wp\/v2\/posts\/3087","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/gnn.club\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/gnn.club\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/gnn.club\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3087"}],"version-history":[{"count":2,"href":"http:\/\/gnn.club\/index.php?rest_route=\/wp\/v2\/posts\/3087\/revisions"}],"predecessor-version":[{"id":3093,"href":"http:\/\/gnn.club\/index.php?rest_route=\/wp\/v2\/posts\/3087\/revisions\/3093"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/gnn.club\/index.php?rest_route=\/wp\/v2\/media\/3090"}],"wp:attachment":[{"href":"http:\/\/gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3087"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3087"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/gnn.club\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3087"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}