{"id":37702,"date":"2025-02-02T22:00:57","date_gmt":"2025-02-02T14:00:57","guid":{"rendered":"https:\/\/17aitech.com\/?p=37702"},"modified":"2025-02-02T22:00:57","modified_gmt":"2025-02-02T14:00:57","slug":"%e5%a6%82%e4%bd%95%e9%ab%98%e6%95%88%e6%a1%a5%e6%8e%a5%e8%a7%86%e8%a7%89%e5%92%8c%e8%af%ad%e8%a8%80%ef%bc%8c%e5%ad%97%e8%8a%82%e4%b8%ad%e5%a4%a7%e6%8f%90%e5%87%ba%e5%85%a8%e6%96%b0%e5%a4%9a","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37702","title":{"rendered":"\u5982\u4f55\u9ad8\u6548\u6865\u63a5\u89c6\u89c9\u548c\u8bed\u8a00\uff0c\u5b57\u8282&amp;\u4e2d\u5927\u63d0\u51fa\u5168\u65b0\u591a\u6a21\u6001\u5927\u6a21\u578b\u8fde\u63a5\u5668ParGo"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-11-2\" target=\"_blank\">\u5982\u4f55\u9ad8\u6548\u6865\u63a5\u89c6\u89c9\u548c\u8bed\u8a00\uff0c\u5b57\u8282&amp;\u4e2d\u5927\u63d0\u51fa\u5168\u65b0\u591a\u6a21\u6001\u5927\u6a21\u578b\u8fde\u63a5\u5668ParGo<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c4c45fbc57e67408d2925756dd6b679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c4c45fbc57e67408d2925756dd6b679c.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p>\u5728\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u7684\u53d1\u5c55\u4e2d\uff0c\u89c6\u89c9 &#8211; \u8bed\u8a00\u8fde\u63a5\u5668\u4f5c\u4e3a\u5c06\u89c6\u89c9\u7279\u5f81\u6620\u5c04\u5230 LLM \u8bed\u8a00\u7a7a\u95f4\u7684\u5173\u952e\u7ec4\u4ef6\uff0c\u8d77\u5230\u4e86\u6865\u6881\u4f5c\u7528\u3002\u56e0\u6b64\uff0c\u5b83\u51e0\u4e4e\u6210\u4e3a\u4e86\u6240\u6709\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u7ed3\u6784\u4e4b\u4e00\u3002\u7136\u800c\uff0c\u5982\u4f55\u9ad8\u6548\u5730\u5c06\u89c6\u89c9\u7279\u5f81\u6620\u5c04\u5230 LLM \u7684\u63a2\u7d22\u8fd8\u6709\u5f88\u5927\u63d0\u5347\u7a7a\u95f4\u3002<\/p>\n<p>\u5b57\u8282\u56e2\u961f\u4e0e\u4e2d\u5927\u5408\u4f5c\u63d0\u51fa\u7684 ParGo \u6a21\u578b\uff0c\u901a\u8fc7\u5de7\u5999\u5730\u878d\u5408\u5168\u5c40\u89c6\u91ce\u548c\u5c40\u90e8\u7ec6\u8282\uff0c\u5728\u591a\u9879\u6743\u5a01\u57fa\u51c6\u6d4b\u8bd5\uff08Benchmark\uff09\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u6210\u529f\u5165\u9009\u4e86 AAAI 2025\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d2e57d4a0015a292230556b5d687fd92.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d2e57d4a0015a292230556b5d687fd92.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2408.12928<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u5730\u5740: \u00a0 https:\/\/github.com\/bytedance\/ParGo<\/p>\n<\/li>\n<\/ul>\n<p>\u8fc7\u53bb\uff0c\u5927\u591a\u6570\u7814\u7a76\u4e3b\u8981\u4f9d\u8d56\u7ebf\u6027\u6295\u5f71\u6216\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u5c06\u89c6\u89c9\u7279\u5f81\u76f4\u63a5\u6620\u5c04\uff0c\u8fd9\u79cd\u65b9\u6cd5\u96be\u4ee5\u6709\u6548\u63a7\u5236\u8f93\u5165 LLMs \u7684\u89c6\u89c9 token \u6570\u91cf\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u7ec6\u7c92\u5ea6\u7279\u5f81\u65f6\uff0c\u5bfc\u81f4\u8ba1\u7b97\u6210\u672c\u6781\u9ad8\u3002\u53e6\u4e00\u7c7b\u57fa\u4e8e\u6ce8\u610f\u529b\u673a\u5236\u7684\u65b9\u6cd5\uff08\u5982 Q-former\uff09\u901a\u8fc7\u6ce8\u610f\u529b\u64cd\u4f5c\u5c06\u56fe\u50cf\u7279\u5f81\u6295\u5c04\u4e3a\u56fa\u5b9a\u6570\u91cf\u7684\u89c6\u89c9 token\uff0c\u867d\u7136\u5927\u5e45\u51cf\u5c11\u4e86\u8ba1\u7b97\u6210\u672c\uff0c\u4f46\u5f80\u5f80\u4f7f\u5f97\u751f\u6210\u7684 token \u96c6\u4e2d\u5728\u56fe\u50cf\u7684\u663e\u8457\u533a\u57df\uff0c\u5ffd\u7565\u4e86\u7ec6\u8282\u90e8\u5206\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0cParGo \u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u5168\u5c40 &#8211; \u5c40\u90e8\u6295\u5f71\u5668\u6765\u8fde\u63a5\u89c6\u89c9\u4e0e\u6587\u672c\uff0c\u901a\u8fc7\u7ed3\u5408\u5168\u5c40\u89c6\u91ce\u548c\u5c40\u90e8\u7ec6\u8282\u7684\u53cc\u91cd\u89c6\u89d2\uff0c\u514b\u670d\u4e86\u4f20\u7edf\u65b9\u6cd5\u5bf9\u663e\u8457\u533a\u57df\u7684\u8fc7\u5ea6\u805a\u7126\uff0c\u4f7f\u5f97\u89c6\u89c9\u7279\u5f81\u80fd\u591f\u5728\u66f4\u7ec6\u817b\u7684\u5c42\u9762\u4e0a\u5f97\u5230\u5168\u9762\u5c55\u73b0\uff0c\u540c\u65f6\u6709\u80fd\u6709\u6548\u63a7\u5236\u8fc7\u957f\u7684 token \u5e26\u6765\u7684\u8ba1\u7b97\u6210\u672c\u7684\u5347\u9ad8\uff0c\u8fdb\u800c\u5b9e\u73b0\u4e86\u89c6\u89c9\u7279\u5f81\u548c LLM \u7684\u9ad8\u6548\u8fde\u63a5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-17feb547afa37b7bfce1dbdc9b2e03a4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-17feb547afa37b7bfce1dbdc9b2e03a4.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5168\u5c40 + \u5c40\u90e8\u89c6\u89d2\u8054\u5408<\/sup><\/em><\/p>\n<p><strong>\u65b9\u6cd5<\/strong><\/p>\n<p>ParGo (Partial-Global) \u91c7\u7528\u4e24\u79cd\u7c7b\u578b\u7684\u53ef\u5b66\u4e60 token\uff0c \u5229\u7528 attention \u673a\u5236\uff0c\u540c\u65f6\u4ece\u5c40\u90e8\u548c\u5168\u5c40\u89c6\u89d2\u5c06\u89c6\u89c9\u7279\u5f81\u6620\u5c04\u5230\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e2d\u3002\u8be5\u6846\u67b6\u5305\u542b\u4e24\u4e2a\u5173\u952e\u6a21\u5757\uff1aPartial-Global Perception Block (PGP) \u548c Cascaded Partial Perception Block (CPP)\u3002\u8fd9\u4e24\u4e2a\u6a21\u5757\u5171\u540c\u4f5c\u7528\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u89c6\u89c9 &#8211; \u8bed\u8a00\u8fde\u63a5\uff0c\u65e2\u6355\u6349\u4e86\u56fe\u50cf\u7684\u5168\u5c40\u4fe1\u606f\uff0c\u53c8\u80fd\u7cbe\u7ec6\u5730\u63d0\u53d6\u5c40\u90e8\u7279\u5f81\uff0c\u4ece\u800c\u63d0\u5347\u4e86\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6548\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1c964b0d2ca3ee20d9e1233975f2ff36.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1c964b0d2ca3ee20d9e1233975f2ff36.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1: ParGo \u6a21\u578b\u6846\u67b6\u56fe<\/sup><\/em><\/p>\n<p><strong>\u6838\u5fc3\u6a21\u5757<\/strong><\/p>\n<ul>\n<li>\n<p>Partial-Global Perception Block \uff08PGP\uff09<\/p>\n<\/li>\n<\/ul>\n<p>\u5728 ParGo \u4e2d\uff0c\u89c6\u89c9\u7f16\u7801\u5668\u7684\u7279\u5f81\u88ab\u6620\u5c04\u4e3a\u4e24\u79cd\u4e0d\u540c\u7c7b\u578b\u7684 token\uff1aPartial token \u548c Global token\uff0c\u4ece\u800c\u80fd\u591f\u5206\u522b\u63d0\u53d6\u56fe\u50cf\u7684\u5c40\u90e8\u548c\u5168\u5c40\u4fe1\u606f\u3002\u5177\u4f53\u6765\u8bf4\uff1a<\/p>\n<ul>\n<li>\n<p>Partial tokens\uff1a\u6bcf\u4e2a token \u4ec5\u4e0e\u90e8\u5206\u89c6\u89c9\u7279\u5f81\u8fdb\u884c\u4ea4\u4e92\uff0c\u4e13\u6ce8\u4e8e\u56fe\u50cf\u7684\u5c40\u90e8\u4fe1\u606f<\/p>\n<\/li>\n<li>\n<p>Global tokens\uff1a\u5168\u5c40 token \u5219\u4e0e\u6240\u6709\u89c6\u89c9\u7279\u5f81\u8fdb\u884c\u4ea4\u4e92\uff0c\u6355\u6349\u56fe\u50cf\u7684\u5168\u5c40\u4fe1\u606f<\/p>\n<\/li>\n<\/ul>\n<p>ParGo \u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u7684\u4ea4\u53c9\u6ce8\u610f\u529b\u63a9\u7801\u8bbe\u8ba1\uff08Partial-Global Attention Mask\uff09\uff0c\u5982\u56fe 1 (b) \u6240\u793a\uff0c\u6765\u5904\u7406\u8f93\u5165\u7684\u89c6\u89c9\u7279\u5f81\u3002\u8be5\u8bbe\u8ba1\u80fd\u591f\u540c\u65f6\u8f93\u51fa\u5305\u542b\u56fe\u50cf\u5c40\u90e8\u548c\u5168\u5c40\u4fe1\u606f\u7684\u7279\u5f81\uff0c\u5373 Partial tokens \u548c Global tokens\u3002\u5177\u4f53\u7684\u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f614a88415f7dd193e83816f47e69c21.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f614a88415f7dd193e83816f47e69c21.png\"><\/a><\/p>\n<ul>\n<li>\n<p>Cascaded Partial Perception Block (CPP)<\/p>\n<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u8003\u8651\u5230\u4e0d\u540c\u5c40\u90e8\u7269\u4f53\u5728\u56fe\u50cf\u4e2d\u7684\u5360\u6bd4\u4e0d\u540c\uff0c\u4e3a\u4e86\u8fdb\u4e00\u6b65\u589e\u5f3a\u5bf9\u591a\u79cd\u5c40\u90e8\u4fe1\u606f\u7684\u5b8c\u6574\u6355\u83b7\u80fd\u529b\uff0cParGo \u5728 Partial-Global Perception \u6a21\u5757\u4e4b\u524d\u5f15\u5165\u4e86 Cascaded Partial Perception (CPP) \u6a21\u5757\u3002<\/p>\n<p>CPP \u6a21\u5757 \u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u5e26\u6709\u7279\u6b8a\u8bbe\u8ba1\u63a9\u7801\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5982\u56fe 1 (b) \u4e2d\u7684 \u00a0Cascaded Partial \u00a0Attention Mask\u3002\u968f\u7740\u5c42\u6570\u7684\u589e\u52a0\uff0c\u6bcf\u4e2a Partial token \u80fd\u591f\u8bbf\u95ee\u5230\u66f4\u591a\u7684\u76f8\u90bb token\uff0c\u4ece\u800c\u9010\u6b65\u6269\u5c55\u5176\u611f\u77e5\u8303\u56f4\u3002\u8be5\u8fc7\u7a0b\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u516c\u5f0f\u8868\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5e1c0796f0b399c2995e14fa11b8d5dc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5e1c0796f0b399c2995e14fa11b8d5dc.png\"><\/a><\/p>\n<p><strong>\u5b9e\u9a8c\u6548\u679c<\/strong><\/p>\n<p>\u8bba\u6587\u91cd\u70b9\u5bf9\u6bd4\u4e86\u5f53\u524d\u4e0d\u540c\u7c7b\u578b\u7684 Projector\uff08\u6295\u5c04\u5668\uff09\uff0c\u5728\u4e00\u4e9b\u901a\u7528\u7684 MLLM \u7684 benchmark \u7684\u6548\u679c\uff0c\u5747\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u6548\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-96605734d129ef43734fa5538720367d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-96605734d129ef43734fa5538720367d.png\"><\/a><\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u8fdb\u884c\u516c\u5e73\u5bf9\u6bd4\uff0c\u8bba\u6587\u5728\u76f8\u540c\u6570\u636e\u96c6\u548c\u5b9e\u9a8c\u53c2\u6570\u4e0b\uff0c\u6bd4\u8f83\u4e86\u4e09\u79cd\u4e3b\u6d41\u7684\u6295\u5f71\u5668\uff08Projector\uff09\u3002\u7ed3\u679c\u663e\u793a\uff0cParGo \u4f9d\u7136\u53d6\u5f97\u4e86\u6700\u4f73\u7684\u6027\u80fd\u8868\u73b0\u3002\u53e6\u5916\uff0c\u5728\u4e0d\u540c\u57fa\u5ea7 LLM \u4e0b\uff0cParGo \u5747\u8868\u73b0\u826f\u597d\uff0c\u4f53\u73b0\u51fa\u4e86\u66f4\u597d\u7684\u6cdb\u5316\u6027\u80fd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bbe4b7ccdf31fcf2c15c77cc20ce6aa9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bbe4b7ccdf31fcf2c15c77cc20ce6aa9.png\"><\/a><\/p>\n<p><em><sup>\u00a0 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e4029f09521e7267a1fd146cf2fb7634.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5c40\u90e8\u5143\u7d20\u8bc6\u522b\u6548\u679c\u66f4\u597d<\/sup><\/em><\/p>\n<p><strong>\u7ed3\u8bba<\/strong><\/p>\n<p>\u672c\u7814\u7a76\u63d0\u51fa\u4e86 ParGo\uff08\u5c40\u90e8 &#8211; \u5168\u5c40\u6295\u5f71\u5668\uff09\uff0c\u4e00\u79cd\u521b\u65b0\u7684\u89c6\u89c9 &#8211; \u8bed\u8a00\u6295\u5f71\u65b9\u6848\uff0c\u65e8\u5728\u63d0\u5347\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u4e2d\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u6001\u7684\u5bf9\u9f50\u6548\u679c\u3002ParGo \u901a\u8fc7\u7ed3\u5408\u5c40\u90e8 token \u548c\u5168\u5c40 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target=\"_blank\">\u5982\u4f55\u9ad8\u6548\u6865\u63a5\u89c6\u89c9\u548c\u8bed\u8a00\uff0c\u5b57\u8282&amp;\u4e2d\u5927\u63d0\u51fa\u5168\u65b0\u591a\u6a21\u6001\u5927\u6a21\u578b\u8fde\u63a5\u5668ParGo<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5982\u4f55\u9ad8\u6548\u6865\u63a5\u89c6\u89c9\u548c\u8bed\u8a00 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