{"id":23527,"date":"2024-12-16T09:55:07","date_gmt":"2024-12-16T01:55:07","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23527"},"modified":"2024-12-16T09:55:07","modified_gmt":"2024-12-16T01:55:07","slug":"%e5%86%b3%e7%ad%96%e8%bf%87%e7%a8%8b%e6%98%af%e9%ad%94%e6%b3%95%e8%bf%98%e6%98%af%e7%a7%91%e5%ad%a6%ef%bc%9f%e9%a6%96%e4%b8%aa%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%8f%af","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/12\/16\/23527\/","title":{"rendered":"\u51b3\u7b56\u8fc7\u7a0b\u662f\u9b54\u6cd5\u8fd8\u662f\u79d1\u5b66\uff1f\u9996\u4e2a\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u7efc\u8ff0\u5168\u9762\u6df1\u5ea6\u5256\u6790"},"content":{"rendered":"<div><img data-dominant-color=\"2876a4\" data-has-transparency=\"false\" style=\"--dominant-color: #2876a4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23529\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/7b1569d3-4b90-4186-921c-af87407ae9de-300x167-1.png\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/7b1569d3-4b90-4186-921c-af87407ae9de-300x167-1.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/7b1569d3-4b90-4186-921c-af87407ae9de-300x167-1-150x84.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u8fd1\u5e74\u6765\uff0c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7684\u8fc5\u731b\u53d1\u5c55\u6df1\u523b\u5730\u6539\u53d8\u4e86\u5404\u4e2a\u9886\u57df\u3002\u5176\u4e2d\uff0c\u6700\u5177\u5f71\u54cd\u529b\u7684\u8fdb\u6b65\u4e4b\u4e00\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u51fa\u73b0\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u6587\u672c\u751f\u6210\u3001\u7ffb\u8bd1\u548c\u5bf9\u8bdd\u7b49\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u9996\u4e2a\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLM\uff09\u53ef\u89e3\u91ca\u6027\u7efc\u8ff0\uff0c\u7531\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u3001\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u3001\u4ee5\u53ca\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u8054\u5408\u53d1\u5e03\u3002\u6587\u7ae0\u7cfb\u7edf\u68b3\u7406\u4e86\u591a\u6a21\u6001\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u4ece\u6570\u636e\u5c42\u9762\uff08\u8f93\u5165\u8f93\u51fa\u3001\u6570\u636e\u96c6\u3001\u66f4\u591a\u6a21\u6001\uff09\u3001\u6a21\u578b\u5c42\u9762\uff08\u8bcd\u5143\u3001\u7279\u5f81\u3001\u795e\u7ecf\u5143\u3001\u7f51\u7edc\u5404\u5c42\u53ca\u7ed3\u6784\uff09\u3001\u4ee5\u53ca\u8bad\u7ec3\u4e0e\u63a8\u7406\u8fc7\u7a0b\u4e09\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u4e86\u5168\u9762\u9610\u8ff0\u3002\u540c\u65f6\uff0c\u6df1\u5165\u5206\u6790\u4e86\u5f53\u524d\u7814\u7a76\u6240\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\uff0c\u5e76\u5c55\u671b\u4e86\u672a\u6765\u7684\u53d1\u5c55\u65b9\u5411\u3002\u672c\u6587\u65e8\u5728\u63ed\u793a\u591a\u6a21\u6001\u5927\u6a21\u578b\u51b3\u7b56\u903b\u8f91\u7684\u900f\u660e\u6027\u4e0e\u53ef\u4fe1\u5ea6\uff0c\u52a9\u529b\u8bfb\u8005\u628a\u63e1\u8fd9\u4e00\u9886\u57df\u7684\u6700\u65b0\u524d\u6cbf\u52a8\u6001\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202412\/15\/75da6956401adfc8e41872f16f65ccceeb0027.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<ul data-id=\"ua73dd4b-1KGhM9kC\">\n<li data-id=\"ld70c578-9IIIQePA\">\u8bba\u6587\u540d\u79f0\uff1aTowards Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey<\/li>\n<li data-id=\"ld70c578-SlaSe9RT\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2412.02104<\/li>\n<\/ul>\n<h3>\u591a\u6a21\u6001\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027<\/h3>\n<p>\u8fd1\u5e74\u6765\uff0c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7684\u8fc5\u731b\u53d1\u5c55\u6df1\u523b\u5730\u6539\u53d8\u4e86\u5404\u4e2a\u9886\u57df\u3002\u5176\u4e2d\uff0c\u6700\u5177\u5f71\u54cd\u529b\u7684\u8fdb\u6b65\u4e4b\u4e00\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u51fa\u73b0\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u6587\u672c\u751f\u6210\u3001\u7ffb\u8bd1\u548c\u5bf9\u8bdd\u7b49\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u7684\u8fdb\u6b65\u4f7f\u5f97\u7cfb\u7edf\u80fd\u591f\u9ad8\u6548\u5730\u5904\u7406\u548c\u89e3\u6790\u590d\u6742\u7684\u89c6\u89c9\u6570\u636e\uff0c\u63a8\u52a8\u4e86\u76ee\u6807\u68c0\u6d4b\u3001\u52a8\u4f5c\u8bc6\u522b\u548c\u8bed\u4e49\u5206\u5272\u7b49\u4efb\u52a1\u7684\u9ad8\u7cbe\u5ea6\u5b9e\u73b0\u3002\u8fd9\u4e9b\u6280\u672f\u7684\u878d\u5408\u6fc0\u53d1\u4e86\u4eba\u4eec\u5bf9\u591a\u6a21\u6001 AI \u7684\u5174\u8da3\u3002\u591a\u6a21\u6001 AI 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\u6570\u636e\u7684\u89e3\u91ca\u6027\uff1a<\/strong>\u6570\u636e\u4f5c\u4e3a\u6a21\u578b\u7684\u8f93\u5165\uff0c\u662f\u6a21\u578b\u51b3\u7b56\u7684\u57fa\u7840\u3002\u672c\u90e8\u5206\u63a2\u8ba8\u4e0d\u540c\u6a21\u6001\u7684\u8f93\u5165\u6570\u636e\u5982\u4f55\u9884\u5904\u7406\u3001\u5bf9\u9f50\u548c\u8868\u793a\uff0c\u5e76\u7814\u7a76\u901a\u8fc7\u6269\u5c55\u6570\u636e\u96c6\u4e0e\u6a21\u6001\u6765\u589e\u5f3a\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u589e\u5f3a\u5bf9\u6a21\u578b\u51b3\u7b56\u7684\u7406\u89e3\u3002<\/p>\n<p><strong>2. \u6a21\u578b\u7684\u89e3\u91ca\u6027\uff1a<\/strong>\u672c\u90e8\u5206\u5206\u6790\u6a21\u578b\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff0c\u5305\u62ec\u8bcd\u5143\u3001\u7279\u5f81\u3001\u795e\u7ecf\u5143\u3001\u7f51\u7edc\u5c42\u6b21\u4ee5\u53ca\u6574\u4f53\u7f51\u7edc\u7ed3\u6784\uff0c\u8bd5\u56fe\u63ed\u793a\u8fd9\u4e9b\u7ec4\u4ef6\u5728\u6a21\u578b\u51b3\u7b56\u4e2d\u7684\u5177\u4f53\u4f5c\u7528\uff0c\u4ece\u800c\u4e3a\u6a21\u578b\u7684\u900f\u660e\u6027\u63d0\u4f9b\u65b0\u7684\u89c6\u89d2\u3002<\/p>\n<p><strong>3. \u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u89e3\u91ca\u6027\uff1a<\/strong>\u672c\u90e8\u5206\u63a2\u8ba8\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u53ef\u80fd\u5f71\u54cd\u53ef\u89e3\u91ca\u6027\u7684\u56e0\u7d20\uff0c\u65e8\u5728\u7406\u89e3\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u80cc\u540e\u7684\u903b\u8f91\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202412\/15\/924296750f8d09c812e444db5d9420f93be578.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h3>\u591a\u6a21\u6001\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u6587\u7ae0\u6c47\u603b<\/h3>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202412\/15\/c5ef256652d0bbbd8001856da4100930c7e596.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6211\u4eec\u5c06\u73b0\u6709\u7684\u65b9\u6cd5\u5206\u7c7b\u4e3a\u4e09\u4e2a\u89c6\u89d2\uff1a\u6570\u636e\uff08Data\uff09\u3001\u6a21\u578b\uff08Model\uff09\u548c\u8bad\u7ec3\u53ca\u63a8\u7406\uff08Traning &amp; Inference)\u3002\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n<p><strong>1\u3001\u6570\u636e\u89c6\u89d2\u7684\u53ef\u89e3\u91ca\u6027\uff1a<\/strong>\u4ece\u8f93\u5165\uff08Input\uff09\u548c\u8f93\u51fa\uff08Output\uff09\u89d2\u5ea6\u51fa\u53d1\uff0c\u7814\u7a76\u4e0d\u540c\u6570\u636e\u96c6\uff08Benchmark\uff09\u548c\u66f4\u591a\u6a21\u6001\u7684\u5e94\u7528\uff08Application\uff09\uff0c\u63a2\u8ba8\u5982\u4f55\u5f71\u54cd\u6a21\u578b\u7684\u884c\u4e3a\u4e0e\u51b3\u7b56\u900f\u660e\u6027\u3002<\/p>\n<p><strong>2\u3001\u6a21\u578b\u89c6\u89d2\u7684\u53ef\u89e3\u91ca\u6027\uff1a<\/strong>\u6211\u4eec\u6df1\u5165\u5206\u6790\u4e86\u6a21\u578b\u5185\u90e8\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff0c\u91cd\u70b9\u5173\u6ce8\u4ee5\u4e0b\u4e94\u4e2a\u7ef4\u5ea6\uff1a<\/p>\n<ul data-id=\"ua73dd4b-BF2a66eB\">\n<li data-id=\"ld70c578-Z32UD4XM\">Token\uff1a\u7814\u7a76\u89c6\u89c9\u8bcd\u5143\uff08Visual Token\uff09\u6216\u89c6\u89c9\u6587\u672c\u8bcd\u5143\uff08Visual-textual Token\uff09\u5bf9\u6a21\u578b\u51b3\u7b56\u7684\u5f71\u54cd\uff0c\u63ed\u793a\u5176\u5728\u591a\u6a21\u6001\u4ea4\u4e92\u4e2d\u7684\u4f5c\u7528\u3002<\/li>\n<li data-id=\"ld70c578-LREgccOG\">Embedding\uff1a\u8bc4\u4f30\u591a\u6a21\u6001\u5d4c\u5165 (Visual Embedding, Textual Embedding, Cross-modal Embedding) \u5982\u4f55\u5728\u6a21\u578b\u4e2d\u8fdb\u884c\u4fe1\u606f\u878d\u5408\uff0c\u5e76\u5f71\u54cd\u51b3\u7b56\u900f\u660e\u5ea6\u3002<\/li>\n<li data-id=\"ld70c578-dRhZnBMI\">Neuron\uff1a\u5206\u6790\u4e2a\u4f53\u795e\u7ecf\u5143\uff08Indvidual Units\uff09\u548c\u795e\u7ecf\u5143\u7ec4 (Specialization Group) \u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u8d21\u732e\u3002<\/li>\n<li data-id=\"ld70c578-CS7MLS2D\">Layer\uff1a\u63a2\u8ba8\u5355\u4e2a\u7f51\u7edc\u5c42\uff08Individual Components\uff09\u548c\u4e0d\u540c\u7f51\u7edc\u5c42\uff08Decision-Making Workflow\uff09\u5728\u6a21\u578b\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u7684\u4f5c\u7528\u3002<\/li>\n<li data-id=\"ld70c578-bKFOPN0Q\">Architecture\uff1a\u901a\u8fc7\u5bf9\u7f51\u7edc\u7ed3\u6784\u5206\u6790\uff08Architecture Analysis\uff09\u548c\u7f51\u7edc\u7ed3\u6784\u8bbe\u8ba1\uff08Architecture Design\uff09\uff0c\u4fc3\u8fdb\u6a21\u578b\u67b6\u6784\u7684\u900f\u660e\u5ea6\u548c\u53ef\u7406\u89e3\u6027\u3002<\/li>\n<\/ul>\n<p><strong>3\u3001\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u53ef\u89e3\u91ca\u6027\uff1a<\/strong>\u6211\u4eec\u4ece\u8bad\u7ec3\u548c\u63a8\u7406\u4e24\u4e2a\u9636\u6bb5\u7814\u7a76\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\uff1a<\/p>\n<ul data-id=\"ua73dd4b-ENTf02SW\">\n<li data-id=\"ld70c578-SahrlJ1o\">\u8bad\u7ec3\u9636\u6bb5\uff1a\u603b\u7ed3\u591a\u6a21\u6001\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u673a\u5236\u6216\u8bad\u7ec3\u7b56\u7565\uff0c\u91cd\u70b9\u8ba8\u8bba\u5982\u4f55\u589e\u5f3a\u591a\u6a21\u6001\u5bf9\u9f50\u3001\u51cf\u5c11\u5e7b\u89c9\u73b0\u8c61\uff0c\u5bf9\u63d0\u9ad8\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u3002<\/li>\n<li data-id=\"ld70c578-FUEAObXK\">\u63a8\u7406\u9636\u6bb5\uff1a\u7814\u7a76\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u7f13\u89e3\u5e7b\u89c9\u7b49\u95ee\u9898\u7684\u65b9\u6cd5\uff0c\u5982\u8fc7\u5ea6\u4fe1\u4efb\u60e9\u7f5a\u673a\u5236\u548c\u94fe\u5f0f\u601d\u7ef4\u63a8\u7406\u6280\u672f\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u5728\u63a8\u7406\u9636\u6bb5\u7684\u900f\u660e\u6027\u548c\u9c81\u68d2\u6027\u3002<\/li>\n<\/ul>\n<h3>\u89e3\u7801\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u4ece\u8bcd\u5143\u5230\u7f51\u7edc\u7ed3\u6784\u7684\u53ef\u89e3\u91ca\u6027\u5168\u9762\u5256\u6790<\/h3>\n<p><strong>\u8bcd\u5143\u4e0e\u5d4c\u5165\uff08Token and Embedding) \u7684\u53ef\u89e3\u91ca\u6027\uff1a<\/strong>\u8bcd\u5143\uff08Token\uff09\u548c\u5d4c\u5165\uff08Embedding\uff09\u4f5c\u4e3a\u6a21\u578b\u5904\u7406\u548c\u8868\u793a\u6570\u636e\u7684\u5173\u952e\u5355\u5143\uff0c\u5bf9\u4e8e\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n<ul data-id=\"ua73dd4b-faNCFIVE\">\n<li data-id=\"ld70c578-R2JUBdcZ\"><strong>\u8bcd\u5143\u7814\u7a76\uff1a<\/strong>\u6211\u4eec\u901a\u8fc7\u5206\u6790\u89c6\u89c9\u8bcd\u5143 (Visual Token)\uff0c\u63ed\u793a\u4e86\u6a21\u578b\u5982\u4f55\u5c06\u56fe\u50cf\u5206\u89e3\u4e3a\u57fa\u672c\u89c6\u89c9\u7ec4\u4ef6\uff0c\u4ece\u800c\u7406\u89e3\u5355\u4e2a\u8bcd\u5143\u5bf9\u9884\u6d4b\u7684\u5f71\u54cd\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u63a2\u7d22\u89c6\u89c9 &#8211; \u6587\u672c\u8bcd\u5143 (Visual-Textual Token) \u7684\u5bf9\u9f50\u673a\u5236\uff0c\u63ed\u793a\u5176\u5728\u590d\u6742\u4efb\u52a1\uff08\u5982\u89c6\u89c9\u95ee\u7b54\u3001\u6d3b\u52a8\u8bc6\u522b\uff09\u4e2d\u7684\u5f71\u54cd\u3002<\/li>\n<li data-id=\"ld70c578-Yfj7LeZe\"><strong>\u5d4c\u5165\u7814\u7a76\uff1a<\/strong>\u5728\u7279\u5f81\u5d4c\u5165 (Embedding) \u65b9\u9762\uff0c\u7814\u7a76\u805a\u7126\u4e8e\u591a\u6a21\u6001\u7279\u5f81\u7684\u8868\u793a\u65b9\u5f0f\uff0c\u65e8\u5728\u63d0\u5347\u6a21\u578b\u7684\u900f\u660e\u5ea6\u548c\u53ef\u89e3\u91ca\u6027\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u751f\u6210\u7a00\u758f\u3001\u53ef\u89e3\u91ca\u7684\u5411\u91cf\uff0c\u6355\u6349\u591a\u6a21\u6001\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u8fdb\u4e00\u6b65\u63ed\u793a\u7279\u5f81\u5d4c\u5165\u5728\u591a\u6a21\u6001\u5bf9\u9f50\u4e2d\u7684\u4f5c\u7528\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202412\/15\/f96752c44daaa05af3f392eb05aba48ad8c620.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202412\/15\/a90f9b610aa14ead8fb8442a5e2d00eb5ea9eb.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u795e\u7ecf\u5143 (Neuron) \u7684\u53ef\u89e3\u91ca\u6027\uff1a<\/strong>\u795e\u7ecf\u5143\u662f\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u6838\u5fc3\u7ec4\u4ef6\uff0c\u5176\u529f\u80fd\u548c\u8bed\u4e49\u89d2\u8272\u7684\u7814\u7a76\u5bf9\u63ed\u793a\u6a21\u578b\u5185\u90e8\u673a\u5236\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<ul data-id=\"ua73dd4b-ebqMY054\">\n<li data-id=\"ld70c578-J8a0amUO\"><strong>\u5355\u4e2a\u795e\u7ecf\u5143\u7684\u7814\u7a76<\/strong><strong>\uff1a<\/strong>\u5bf9\u4e8e\u5355\u4e2a\u795e\u7ecf\u5143\uff0c\u4e00\u4e9b\u7814\u7a76\u901a\u8fc7\u5c06\u5355\u4e2a\u795e\u7ecf\u5143\u4e0e\u7279\u5b9a\u7684\u6982\u5ff5\u6216\u529f\u80fd\u5173\u8054\u8d77\u6765\uff0c\u53d1\u73b0\u80fd\u591f\u540c\u65f6\u54cd\u5e94\u89c6\u89c9\u548c\u6587\u672c\u6982\u5ff5\u7684\u795e\u7ecf\u5143\uff0c\u4e3a\u7406\u89e3\u591a\u6a21\u6001\u4fe1\u606f\u6574\u5408\u63d0\u4f9b\u65b0\u7684\u89c6\u89d2\u3002<\/li>\n<li data-id=\"ld70c578-03YHTHEf\"><strong>\u795e\u7ecf\u5143\u7fa4\u4f53\u7684\u7814\u7a76\uff1a<\/strong>\u5bf9\u4e8e\u795e\u7ecf\u5143\u7fa4\u4f53\uff0c\u7814\u7a76\u8868\u660e\u67d0\u4e9b\u795e\u7ecf\u5143\u7ec4\u53ef\u4ee5\u96c6\u4f53\u8d1f\u8d23\u7279\u5b9a\u4efb\u52a1\uff0c\u4f8b\u5982\u68c0\u6d4b\u56fe\u50cf\u4e2d\u7684\u66f2\u7ebf\u3001\u8bc6\u522b\u9ad8\u4f4e\u9891\u7279\u5f81\uff0c\u6216\u5728\u8bed\u8a00\u6a21\u578b\u4e2d\u8c03\u8282\u9884\u6d4b\u7684\u4e0d\u786e\u5b9a\u6027\u3002\u6b64\u5916\uff0c\u5728\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\uff0c\u795e\u7ecf\u5143\u7fa4\u4f53\u88ab\u7528\u6765\u8fde\u63a5\u6587\u672c\u548c\u56fe\u50cf\u7279\u5f81\uff0c\u63d0\u51fa\u4e86\u65b0\u7684\u65b9\u6cd5\u6765\u68c0\u6d4b\u8de8\u6a21\u6001\u795e\u7ecf\u5143\uff0c\u4e3a\u591a\u6a21\u6001\u4fe1\u606f\u5904\u7406\u7684\u900f\u660e\u5316\u63d0\u4f9b\u4e86\u91cd\u8981\u4f9d\u636e\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202412\/15\/f1efb6b961e768cccb44822da64d479bdacb07.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u5c42\u7ea7\u7ed3\u6784 (Layer) \u7684\u53ef\u89e3\u91ca\u6027\uff1a<\/strong>\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7531\u591a\u4e2a\u5c42\u7ea7\u7ec4\u6210\uff0c\u5c42\u7ea7\u7ed3\u6784\u7684\u7814\u7a76\u63ed\u793a\u4e86\u5404\u5c42\u5728\u6a21\u578b\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u7684\u4f5c\u7528\u3002<\/p>\n<ul data-id=\"ua73dd4b-NgLk7Yap\">\n<li data-id=\"ld70c578-GqHCdqxs\"><strong>\u5355\u4e2a\u5c42\u7684\u7814\u7a76\uff1a<\/strong>\u7814\u7a76\u8005\u63a2\u7d22\u4e86\u6ce8\u610f\u529b\u5934\uff08Attention Heads\uff09\u3001\u591a\u5c42\u611f\u77e5\u5668\uff08MLP\uff09\u7b49\u5c42\u5185\u7ec4\u4ef6\u5bf9\u4e8e\u6a21\u578b\u51b3\u7b56\u7684\u5f71\u54cd\u3002<\/li>\n<li data-id=\"ld70c578-BUvYdqy8\"><strong>\u8de8\u5c42\u7814\u7a76\uff1a<\/strong>\u5bf9\u8de8\u5c42\u7684\u6574\u4f53\u51b3\u7b56\u8fc7\u7a0b\u8fdb\u884c\u5206\u6790\uff0c\u589e\u5f3a\u8de8\u6a21\u6001\u4fe1\u606f\u7684\u6574\u5408\u80fd\u529b\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202412\/15\/17676e9997afd3dd09f2966981522ff94f4c1a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u7f51\u7edc\u7ed3\u6784\uff08Architecture\uff09\u7684\u53ef\u89e3\u91ca\u6027\uff1a<\/strong>\u9664\u4e86\u5728\u795e\u7ecf\u5143\u548c\u5c42\u7ea7\u5c42\u9762\u63a2\u8ba8\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u5916\uff0c\u4e00\u4e9b\u7814\u7a76\u8fd8\u4ece\u66f4\u7c97\u7c92\u5ea6\u7684\u7f51\u7edc\u7ed3\u6784\u5c42\u9762\u8fdb\u884c\u63a2\u7d22\u3002\u4e0e\u4e4b\u524d\u805a\u7126\u4e8e MLLMs \u5177\u4f53\u7ec4\u4ef6\u7684\u65b9\u6cd5\u4e0d\u540c\uff0c\u8fd9\u91cc\u4ece\u6574\u4f53\u7f51\u7edc\u7ed3\u6784\u89c6\u89d2\u51fa\u53d1\uff0c\u7814\u7a76\u5206\u4e3a\u7f51\u7edc\u7ed3\u6784\u5206\u6790\u4e0e\u8bbe\u8ba1\u4e24\u5927\u7c7b\uff1a<\/p>\n<p><strong>1\u3001\u7f51\u7edc\u7ed3\u6784\u5206\u6790\uff1a<\/strong>\u8fd9\u79cd\u65b9\u6cd5\u72ec\u7acb\u4e8e\u4efb\u4f55\u7279\u5b9a\u7684\u6a21\u578b\u7ed3\u6784\u6216\u5185\u90e8\u673a\u5236\uff0c\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"ua73dd4b-Z1YK9cEk\">\n<li data-id=\"ld70c578-sywhTMWr\">\u7279\u5f81\u5f52\u56e0\uff1a\u901a\u8fc7\u4e3a\u7279\u5f81\u5206\u914d\u91cd\u8981\u6027\u5206\u6570\uff0c\u63d0\u4f9b\u57fa\u7840\u6027\u89e3\u91ca\u65b9\u6cd5\uff0c\u3002<\/li>\n<li data-id=\"ld70c578-oHNZWT63\">\u5355\u6a21\u6001\u89e3\u91ca\uff1a\u63d0\u4f9b\u5355\u4e00\u6a21\u6001\uff08\u4e3b\u8981\u662f\u56fe\u50cf\u6a21\u6001\uff09\u7684\u89e3\u91ca\u3002<\/li>\n<li data-id=\"ld70c578-PhG1LhQa\">\u591a\u6a21\u6001\u89e3\u91ca\uff1a\u63d0\u4f9b\u591a\u6a21\u6001\uff08\u5982\u56fe\u50cf\u548c\u6587\u672c\u7ed3\u5408\uff09\u7684\u89e3\u91ca\u3002<\/li>\n<li data-id=\"ld70c578-QqpV2eBt\">\u4ea4\u4e92\u5f0f\u89e3\u91ca\uff1a\u6839\u636e\u4eba\u7c7b\u7684\u6307\u4ee4\u6216\u504f\u597d\u63d0\u4f9b\u89e3\u91ca\u7684\u65b9\u6cd5\u3002<\/li>\n<li data-id=\"ld70c578-FxzmaIX4\">\u5176\u4ed6\uff1a\u5305\u62ec\u901a\u8fc7\u6a21\u578b\u6bd4\u8f83\u63d0\u4f9b\u63a2\u7a76\u7684\u7f51\u7edc\u7ed3\u6784\u7ea7\u6a21\u578b\u5206\u6790\u65b9\u6cd5\u7b49\u3002<\/li>\n<\/ul>\n<p><strong>2\u3001\u7f51\u7edc\u7ed3\u6784\u8bbe\u8ba1\uff1a<\/strong>\u8fd9\u7c7b\u65b9\u6cd5\u901a\u8fc7\u5728\u6a21\u578b\u7f51\u7edc\u7ed3\u6784\u4e2d\u5f15\u5165\u9ad8\u5ea6\u53ef\u89e3\u91ca\u7684\u6a21\u5757\u6765\u589e\u5f3a\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u3002\u4e13\u6ce8\u4e8e\u7279\u5b9a\u7684\u6a21\u578b\u7c7b\u578b\uff0c\u5229\u7528\u72ec\u7279\u7684\u7ed3\u6784\u6216\u53c2\u6570\u6765\u63a2\u7d22\u5185\u90e8\u673a\u5236\u3002\u8fd9\u4e00\u7c7b\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"ua73dd4b-9Xqk5hm3\">\n<li 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data-id=\"ld70c578-HwUmAyKv\"><strong>\u63a8\u7406\u9636\u6bb5\uff1a<\/strong>\u94fe\u5f0f\u601d\u7ef4\u63a8\u7406\u548c\u4e0a\u4e0b\u6587\u5b66\u4e60\u6280\u672f\u4e3a\u5b9e\u73b0\u7ed3\u6784\u5316\u3001\u53ef\u89e3\u91ca\u7684\u8f93\u51fa\u63d0\u4f9b\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002\u8fd9\u4e9b\u65b9\u6cd5\u6709\u6548\u7f13\u89e3\u4e86\u6a21\u578b\u5728\u751f\u6210\u5185\u5bb9\u4e2d\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u6709\u6548\u63d0\u5347\u4e86\u6a21\u578b\u8f93\u51fa\u7684\u53ef\u4fe1\u5ea6\u3002<\/li>\n<\/ul>\n<h3>\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u672a\u6765\u5c55\u671b\uff1f<\/h3>\n<p>\u968f\u7740\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLMs\uff09\u5728\u5b66\u672f\u4e0e\u5de5\u4e1a\u754c\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u53ef\u89e3\u91ca\u6027\u9886\u57df\u8fce\u6765\u4e86\u673a\u9047\u4e0e\u6311\u6218\u5e76\u5b58\u7684\u672a\u6765\u53d1\u5c55\u65b9\u5411\u3002\u4ee5\u4e0b\u662f\u6211\u4eec\u5217\u51fa\u4e00\u4e9b\u672a\u6765\u7684\u5c55\u671b\uff1a<\/p>\n<ul data-id=\"ua73dd4b-OqrkJPvj\">\n<li data-id=\"ld70c578-8Lb6mZjB\"><strong>\u6570\u636e\u96c6\u4e0e\u66f4\u591a\u6a21\u6001\u7684\u878d\u5408\uff1a<\/strong>\u6539\u8fdb\u591a\u6a21\u6001\u6570\u636e\u7684\u8868\u793a\u548c\u57fa\u51c6\u6d4b\u8bd5\uff0c\u5f00\u53d1\u6807\u51c6\u5316\u7684\u9884\u5904\u7406\u548c\u6807\u6ce8\u6d41\u7a0b\uff0c\u786e\u4fdd\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u7684\u4e00\u81f4\u6027\u8868\u8fbe\u3002\u540c\u65f6\uff0c\u5efa\u7acb\u591a\u9886\u57df\u3001\u591a\u8bed\u8a00\u3001\u591a\u6a21\u6001\u7684\u8bc4\u4f30\u6807\u51c6\uff0c\u5168\u9762\u6d4b\u8bd5\u6a21\u578b\u7684\u80fd\u529b\u3002<\/li>\n<li data-id=\"ld70c578-iwyD3Bq1\"><strong>\u591a\u6a21\u6001\u5d4c\u5165\u4e0e\u7279\u5f81\u8868\u793a\uff1a<\/strong>\u52a0\u5f3a\u5bf9\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u7684\u5f52\u56e0\uff0c\u63a2\u7d22\u52a8\u6001\u8bcd\u5143\u91cd\u8981\u6027\u673a\u5236\uff0c\u786e\u4fdd\u7ed3\u679c\u4e0e\u4eba\u7c7b\u8868\u8fbe\u65b9\u5f0f\u4e00\u81f4\u3002\u901a\u8fc7\u4f18\u5316\u89c6\u89c9\u4e0e\u6587\u672c\u7279\u5f81\u7684\u5bf9\u9f50\uff0c\u6784\u5efa\u7edf\u4e00\u6846\u67b6\uff0c\u63ed\u793a\u6a21\u578b\u5904\u7406\u591a\u6a21\u6001\u4fe1\u606f\u7684\u5185\u5728\u673a\u5236\u3002<\/li>\n<li data-id=\"ld70c578-KxRMn6qU\"><strong>\u6a21\u578b\u7ed3\u6784\u7684\u53ef\u89e3\u91ca\u6027\uff1a<\/strong>\u805a\u7126\u795e\u7ecf\u5143\u95f4\u7684\u5bf9\u9f50\u673a\u5236\u548c\u4f4e\u6210\u672c\u7684\u6a21\u578b\u7f16\u8f91\u65b9\u6cd5\uff0c\u89e3\u6790\u591a\u6a21\u6001\u4fe1\u606f\u5904\u7406\u4e2d\u7684\u5173\u952e\u5185\u90e8\u673a\u5236\u3002\u540c\u65f6\uff0c\u63a2\u7d22\u89c6\u89c9\u3001\u97f3\u9891\u7b49\u6a21\u6001\u5411\u6587\u672c\u5d4c\u5165\u7a7a\u95f4\u5bf9\u9f50\u7684\u8fc7\u7a0b\uff0c\u4e3a\u8de8\u6a21\u6001\u7406\u89e3\u63d0\u4f9b\u652f\u6301\u3002<\/li>\n<li data-id=\"ld70c578-ZFBVexc1\"><strong>\u6a21\u578b\u67b6\u6784\u7684\u900f\u660e\u5316\uff1a<\/strong>\u6539\u8fdb\u67b6\u6784\u8bbe\u8ba1\uff0c\u6df1\u5165\u5206\u6790\u4e0d\u540c\u6a21\u5757\u5728\u8de8\u6a21\u6001\u4fe1\u606f\u5904\u7406\u4e2d\u7684\u4f5c\u7528\uff0c\u63ed\u793a\u4ece\u6a21\u6001\u8f93\u5165\u5230\u96c6\u6210\u8868\u793a\u7684\u5168\u6d41\u7a0b\u4fe1\u606f\u6d41\u52a8\u3002\u8fd9\u5c06\u63d0\u5347\u6a21\u578b\u7684\u9c81\u68d2\u6027\u4e0e\u4fe1\u4efb\u5ea6\uff0c\u5e76\u4e3a\u5b9e\u9645\u5e94\u7528\u63d0\u4f9b\u66f4\u53ef\u9760\u7684\u652f\u6301\u3002<\/li>\n<li 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