{"id":35207,"date":"2025-11-29T17:38:00","date_gmt":"2025-11-29T09:38:00","guid":{"rendered":"http:\/\/192.168.10.115\/?p=35207"},"modified":"2025-12-01T08:29:15","modified_gmt":"2025-12-01T00:29:15","slug":"2025-11-29-%e4%b8%8b%e4%b8%80%e4%bb%a3%e5%a4%9a%e6%a8%a1%e6%80%81%e6%99%ba%e8%83%bd%e7%9a%84%e5%9f%ba%e7%9f%b3%ef%bc%9a%e6%b5%99%e6%b1%9f%e5%a4%a7%e5%ad%a6%e4%b8%87%e5%ad%97%e9%95%bf%e6%96%87%e7%bb%bc","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/11\/29\/35207\/","title":{"rendered":"2025-11-29 \u4e0b\u4e00\u4ee3\u591a\u6a21\u6001\u667a\u80fd\u7684\u57fa\u77f3\uff1a\u6d59\u6c5f\u5927\u5b66\u4e07\u5b57\u957f\u6587\u7efc\u8ff0\uff0c\u6784\u5efa\u4ece\u8bca\u65ad\u5230\u6cbb\u7406\u7684LVLM\u6570\u636e\u751f\u6001"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/1977492495781872862\">https:\/\/zhuanlan.zhihu.com\/p\/1977492495781872862<\/a><\/p>\n\n\n\n<p>\u4e0b\u4e00\u4ee3\u591a\u6a21\u6001\u667a\u80fd\u7684\u57fa\u77f3\uff1a\u6d59\u6c5f\u5927\u5b66\u4e07\u5b57\u957f\u6587\u7efc\u8ff0\uff0c\u6784\u5efa\u4ece\u8bca\u65ad\u5230\u6cbb\u7406\u7684LVLM\u6570\u636e\u751f\u6001\u2014\u2014 <a href=\"https:\/\/zhida.zhihu.com\/search?content_id=266937339&amp;content_type=Article&amp;match_order=1&amp;q=ARC+%E6%A1%86%E6%9E%B6&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">ARC \u6846\u67b6<\/a>\uff1a\u5212\u51fa\u591a\u6a21\u6001\u667a\u80fd\u53d1\u5c55\u7684\u300c\u6570\u636e\u5f27\u5ea6\u300d<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-4f6658316bda9275133b9e8f46c7aeb0_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bba\u6587\u6807\u9898<\/strong>: Data Quality Management for Large Vision-Language Models: Issues, Techniques, and Prospects<br><\/li>\n\n\n\n<li><strong>\u4f5c\u8005<\/strong>: YICHEN YAN, ZHAOYI YUAN, JIAJUN PAN, XIU TANG, GONGSHENG YUAN,XIAOLING GU,JINPENG CHEN,SAI WU, KE CHEN, MINGLI SONG, LIDAN SHOU, HUAN LI, GANG CHEN<br><\/li>\n\n\n\n<li><strong>\u673a\u6784<\/strong>: \u6d59\u6c5f\u5927\u5b66\u5927\u6570\u636e\u667a\u80fd\u56e2\u961f\uff1b\u676d\u5dde\u7535\u5b50\u79d1\u6280\u5927\u5b66\uff1b\u5317\u4eac\u90ae\u7535\u5927\u5b66<br><\/li>\n\n\n\n<li><strong>\u8bba\u6587\u5730\u5740<\/strong>: <a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/www.techrxiv.org\/doi\/full\/10.36227\/techrxiv.176282213.31303325\/v1\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.techrxiv.org\/doi\/full\/10.36227\/techrxiv.176282213.31303325\/v1<\/a><br><\/li>\n\n\n\n<li><strong>\u9879\u76ee\u4e3b\u9875<\/strong>: <a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/github.com\/SuDIS-ZJU\/Data-Quality-for-Vision-Language-Models\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/SuDIS-ZJU\/Data-Quality-for-Vision-Language-Models<\/a><br><\/li>\n<\/ul>\n\n\n\n<p>\u6700\u8fd1\uff0c\u5927\u578b\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08LVLMs\uff09\u7684\u53d1\u5c55\u52bf\u5934\u8fc5\u731b\uff0c\u50cf <a href=\"https:\/\/zhida.zhihu.com\/search?content_id=266937339&amp;content_type=Article&amp;match_order=1&amp;q=GPT-4V&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">GPT-4V<\/a><\/p>\n\n\n\n<p>\u3001LLaVA \u8fd9\u4e9b\u6a21\u578b\u5728\u591a\u6a21\u6001\u7406\u89e3\u3001\u63a8\u7406\u548c\u751f\u6210\u65b9\u9762\u90fd\u8868\u73b0\u51fa\u4e86\u60ca\u4eba\u7684\u80fd\u529b\u3002\u4f46\u968f\u7740\u6a21\u578b\u67b6\u6784\u65e5\u8d8b\u6210\u719f\uff0c\u4e00\u4e2a\u8001\u751f\u5e38\u8c08\u5374\u53c8\u65e5\u76ca\u5173\u952e\u7684\u95ee\u9898\u6d6e\u51fa\u6c34\u9762\uff1a\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u3002\u6570\u636e\u8d28\u91cf\uff0c\u800c\u975e\u6a21\u578b\u8bbe\u8ba1\u672c\u8eab\uff0c\u6b63\u9010\u6e10\u6210\u4e3a\u9650\u5236\u4e0b\u4e00\u4ee3 LVLM \u80fd\u529b\u548c\u53ef\u4fe1\u5ea6\u7684\u6838\u5fc3\u74f6\u9888\u3002<\/p>\n\n\n\n<p>\u6765\u81ea\u6d59\u6c5f\u5927\u5b66\u3001\u676d\u5dde\u7535\u5b50\u79d1\u6280\u5927\u5b66\u548c\u5317\u4eac\u90ae\u7535\u5927\u5b66\u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u4eec\uff0c\u521a\u521a\u53d1\u5e03\u4e86\u4e00\u7bc7\u975e\u5e38\u7cfb\u7edf\u548c\u6df1\u5165\u7684\u7efc\u8ff0\uff0c\u9996\u6b21\u4e3a LVLM \u7684\u6570\u636e\u8d28\u91cf\u95ee\u9898\u63d0\u4f9b\u4e86\u7406\u8bba\u4e0a\u624e\u5b9e\u7684\u6982\u89c8\u3002\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3a\u201c<strong>ARC<\/strong>\u201d\u7684\u7edf\u4e00\u6846\u67b6\uff0c\u65e8\u5728\u7cfb\u7edf\u6027\u5730\u68b3\u7406\u548c\u89e3\u51b3\u591a\u6a21\u6001\u6570\u636e\u9762\u4e34\u7684\u6311\u6218\u3002\u8fd9\u7bc7\u89e3\u8bfb\u5c06\u5e26\u5927\u5bb6\u4e00\u63a2\u7a76\u7adf\uff0c\u770b\u770b\u8fd9\u7bc7\u7efc\u8ff0\u662f\u5982\u4f55\u4e3a\u6784\u5efa\u66f4\u53ef\u9760\u7684\u591a\u6a21\u6001 AI \u94fa\u5e73\u9053\u8def\u7684\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ec0\u4e48\u662f ARC \u6846\u67b6\uff1f<\/h2>\n\n\n\n<p>\u201c\u5e08\u5085\u9886\u8fdb\u95e8\uff0c\u4fee\u884c\u9760\u4e2a\u4eba\u201d\uff0c\u4f46\u5982\u679c\u201c\u5e08\u5085\u201d\u7ed9\u7684\u201c\u79d8\u7c4d\u201d\u672c\u8eab\u5c31\u6709\u95ee\u9898\u5462\uff1fLVLM \u7684\u8bad\u7ec3\u6570\u636e\u5c31\u662f\u8fd9\u672c\u201c\u79d8\u7c4d\u201d\u3002\u4e3a\u4e86\u7cfb\u7edf\u6027\u5730\u8bca\u65ad\u548c\u68b3\u7406\u8fd9\u672c\u201c\u79d8\u7c4d\u201d\u91cc\u53ef\u80fd\u5b58\u5728\u7684\u95ee\u9898\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u4e09\u5c42\u5206\u7c7b\u6cd5\u2014\u2014<strong>ARC \u6846\u67b6<\/strong>\uff0c\u5b83\u5206\u522b\u4ee3\u8868<strong>\u53ef\u7528\u6027\uff08Availability\uff09<\/strong>\u3001<strong>\u53ef\u9760\u6027\uff08Reliability\uff09\u548c\u53ef\u4fe1\u5ea6\uff08Credibility\uff09<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-29640dd52a2b89f360df18a45b9057a8_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e2a\u6846\u67b6\u5de7\u5999\u5730\u5c06\u6570\u636e\u95ee\u9898\u4e0e\u6a21\u578b\u5f00\u53d1\u6d41\u7a0b\u5bf9\u9f50\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53ef\u7528\u6027\u5c42 (Availability)<\/strong> \uff1a\u5173\u6ce8\u6570\u636e\u83b7\u53d6\u9636\u6bb5\u3002\u8fd9\u4e9b\u6570\u636e\u6211\u4eec\u80fd\u7528\u5417\uff1f\u591f\u7528\u5417\uff1f\u8986\u76d6\u9762\u5e7f\u5417\uff1f<br><\/li>\n\n\n\n<li><strong>\u53ef\u9760\u6027\u5c42 (Reliability)<\/strong> \uff1a\u5173\u6ce8\u6a21\u578b\u5b66\u4e60\u9636\u6bb5\u3002\u8fd9\u4e9b\u6570\u636e\u80fd\u8ba9\u6a21\u578b\u5b66\u5230\u6b63\u786e\u3001\u6709\u6548\u7684\u4e1c\u897f\u5417\uff1f<br><\/li>\n\n\n\n<li><strong>\u53ef\u4fe1\u5ea6\u5c42 (Credibility)<\/strong> \uff1a\u5173\u6ce8\u6a21\u578b\u90e8\u7f72\u9636\u6bb5\u3002\u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u51fa\u7684\u6a21\u578b\uff0c\u5b83\u7684\u8f93\u51fa\u6211\u4eec\u80fd\u4fe1\u5417\uff1f<br><\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e09\u5c42\u73af\u73af\u76f8\u6263\uff0c\u5c42\u5c42\u9012\u8fdb\u3002\u53ea\u6709\u6570\u636e\u201c\u53ef\u7528\u201d\uff0c\u6211\u4eec\u624d\u80fd\u8bc4\u4f30\u5176\u201c\u53ef\u9760\u6027\u201d\uff1b\u53ea\u6709\u4e24\u8005\u517c\u5907\uff0c\u6700\u7ec8\u6a21\u578b\u7684\u201c\u53ef\u4fe1\u5ea6\u201d\u624d\u6709\u4fdd\u969c\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e2a\u6846\u67b6\uff0c\u8bba\u6587\u603b\u7ed3\u4e86<strong>11 \u4e2a\u5178\u578b\u7684\u6570\u636e\u8d28\u91cf\u95ee\u9898<\/strong>\uff0c\u5e76\u6307\u51fa\u4e86\u5b83\u4eec\u53ef\u80fd\u51fa\u73b0\u7684\u9636\u6bb5\uff08\u9884\u8bad\u7ec3\u3001\u5fae\u8c03\u3001\u63a8\u7406\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-91bb1090784ba96137992f1bae8f0a5a_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ece\u75c7\u72b6\u5230\u6839\u6e90\uff1a\u6570\u636e\u95ee\u9898\u7684\u8bca\u65ad\u8def\u7ebf\u56fe<\/h2>\n\n\n\n<p>\u7406\u8bba\u6709\u4e86\uff0c\u600e\u4e48\u843d\u5730\uff1f\u8bba\u6587\u8fd8\u975e\u5e38\u8d34\u5fc3\u5730\u63d0\u4f9b\u4e86\u4e00\u4e2a\u201c\u8bca\u65ad\u8def\u7ebf\u56fe\u201d\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u4ece\u6a21\u578b\u8868\u73b0\u51fa\u7684\u201c\u75c7\u72b6\u201d\uff08\u6bd4\u5982\u8bad\u7ec3\u5931\u8d25\u3001\u6027\u80fd\u4e0d\u4f73\u3001\u8f93\u51fa\u5371\u9669\u5185\u5bb9\uff09\u4e00\u6b65\u6b65\u8ffd\u6eaf\u5230\u6570\u636e\u8d28\u91cf\u7684\u201c\u75c5\u6839\u201d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-6f1cf15db184d81ce14f89e5c3099e0c_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e2a\u8def\u7ebf\u56fe\u9075\u5faa\u201c\u53ef\u884c\u6027-\u6709\u6548\u6027-\u53ef\u4fe1\u5ea6\u201d\u7684\u903b\u8f91\uff0c\u5c31\u50cf\u533b\u751f\u95ee\u8bca\u4e00\u6837\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u80fd\u8bad\u7ec3\u5417\uff1f<\/strong> \u5982\u679c\u8bad\u7ec3\u90fd\u8dd1\u4e0d\u8d77\u6765\uff0c\u90a3\u5f88\u53ef\u80fd\u662f\u201c\u53ef\u7528\u6027\u201d\u5c42\u51fa\u4e86\u95ee\u9898\uff0c\u6bd4\u5982\u6570\u636e\u7a00\u7f3a\u6216\u683c\u5f0f\u9519\u8bef\u3002<br><\/li>\n\n\n\n<li><strong>\u6a21\u578b\u6536\u655b\u6b63\u5e38\u5417\uff1f<\/strong> \u5982\u679c\u8bad\u7ec3\u4e0d\u6536\u655b\uff0c\u53ef\u80fd\u8fd8\u662f\u201c\u53ef\u7528\u6027\u201d\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u6570\u636e\u8fc7\u8f7d\u3002<br><\/li>\n\n\n\n<li><strong>\u6a21\u578b\u6027\u80fd\u5982\u4f55\uff1f<\/strong> \u5982\u679c\u6027\u80fd\u666e\u904d\u5dee\uff0c\u53ef\u80fd\u662f\u201c\u53ef\u9760\u6027\u201d\u95ee\u9898\uff0c\u5982\u6807\u7b7e\u7f3a\u5931\u6216\u6a21\u6001\u4e0d\u5339\u914d\uff1b\u5982\u679c\u53ea\u662f\u5728\u7279\u5b9a\u9886\u57df\u5dee\uff0c\u90a3\u53ef\u80fd\u662f\u9886\u57df\u4e0d\u5e73\u8861\u3002<br><\/li>\n\n\n\n<li><strong>\u8f93\u51fa\u6709\u98ce\u9669\u5417\uff1f<\/strong> \u5982\u679c\u6a21\u578b\u8f93\u51fa\u6709\u5bb3\u3001\u5e26\u504f\u89c1\u6216\u6cc4\u9732\u9690\u79c1\u7684\u5185\u5bb9\uff0c\u90a3\u65e0\u7591\u662f\u201c\u53ef\u4fe1\u5ea6\u201d\u5c42\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u6570\u636e\u6bd2\u6027\u6216\u9690\u79c1\u6cc4\u9732\u3002<br><\/li>\n<\/ol>\n\n\n\n<p>\u8fd9\u4e2a\u8def\u7ebf\u56fe\u4e3a LVLM \u7684\u201c\u6570\u636e\u533b\u751f\u201d\u4eec\u63d0\u4f9b\u4e86\u4e00\u5957\u6807\u51c6\u64cd\u4f5c\u89c4\u7a0b\uff08SOP\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e94\u5bf9\u4e09\u5927\u6311\u6218\uff1a\u7b56\u7565\u4e0e\u6280\u672f<\/h2>\n\n\n\n<p>\u8bba\u6587\u7684\u6838\u5fc3\u90e8\u5206\u8be6\u7ec6\u63a2\u8ba8\u4e86\u53ef\u7528\u6027\u3001\u53ef\u9760\u6027\u548c\u53ef\u4fe1\u5ea6\u4e09\u4e2a\u5c42\u9762\u4e0b\u7684\u5177\u4f53\u95ee\u9898\u53ca\u5176\u7f13\u89e3\u7b56\u7565\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u53ef\u7528\u6027 (Availability)\uff1a\u201c\u7c73\u201d\u4ece\u54ea\u91cc\u6765\uff0c\u591f\u4e0d\u591f\u597d\uff1f<\/h3>\n\n\n\n<p>\u8fd9\u4e00\u5c42\u4e3b\u8981\u89e3\u51b3\u6570\u636e\u7684\u201c\u6e29\u9971\u201d\u95ee\u9898\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u7a00\u7f3a (Data Scarcity)<\/strong> \uff1a\u5de7\u5987\u96be\u4e3a\u65e0\u7c73\u4e4b\u708a\u3002\u9884\u8bad\u7ec3\u9636\u6bb5\u7f3a\u6570\u636e\uff0c\u5c31\u5f97\u9760\u5927\u89c4\u6a21\u6570\u636e\u6536\u96c6\uff0c\u4ece\u516c\u5171\u6570\u636e\u96c6\u3001\u901a\u7528\u7f51\u7ad9\u751a\u81f3\u7279\u5b9a\u9886\u57df\u7f51\u7ad9\uff08\u5982 GitHub\u3001arXiv\uff09\u201c\u641c\u522e\u201d\u6570\u636e\u3002\u5fae\u8c03\u9636\u6bb5\u6570\u636e\u91d1\u8d35\uff0c\u76f4\u63a5\u6536\u96c6\u4e0d\u73b0\u5b9e\uff0c\u53ef\u4ee5\u901a\u8fc7\u6570\u636e\u5408\u6210\uff0c\u5229\u7528\u89c4\u5219\u6216\u751f\u6210\u6a21\u578b\u6765\u201c\u521b\u9020\u201d\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-68b775a5d4e9fc4f18f454e992d38314_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u8fc7\u8f7d (Data Overload)<\/strong> \uff1a\u6570\u636e\u592a\u591a\u4e5f\u6101\u4eba\uff0c\u5c24\u5176\u662f\u6df7\u5165\u5927\u91cf\u65e0\u5173\u3001\u5608\u6742\u7684\u5185\u5bb9\u3002\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u8981\u8fdb\u884c\u9ad8\u6548\u7684\u201c\u6570\u636e\u8fc7\u6ee4\u201d\uff0c\u628a\u62fc\u5199\u9519\u8bef\u3001\u4f4e\u5206\u8fa8\u7387\u3001\u8fc7\u66dd\u7684\u56fe\u6587\u5bf9\u7b5b\u6389\u3002\u5fae\u8c03\u9636\u6bb5\u5219\u8981\u8fdb\u884c\u66f4\u7cbe\u7ec6\u7684\u201c\u6570\u636e\u9009\u62e9\u201d\uff0c\u6bd4\u5982\u57fa\u4e8e Coreset\u3001\u68af\u5ea6\u6216\u635f\u5931\u7684\u65b9\u6cd5\uff0c\u6311\u51fa\u4fe1\u606f\u91cf\u6700\u5927\u3001\u6700\u5177\u4ee3\u8868\u6027\u7684\u5b50\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0c\u5b9e\u73b0\u201c\u964d\u672c\u589e\u6548\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/v2-05344d287ce7dcac08a53918f52e666d_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9886\u57df\u4e0d\u5e73\u8861 (Domain Imbalance)<\/strong> \u548c <strong>\u683c\u5f0f\u9519\u8bef (Format Errors)<\/strong> \uff1a\u524d\u8005\u6307\u6570\u636e\u5728\u4e0d\u540c\u9886\u57df\u5206\u5e03\u4e0d\u5747\uff08\u5982\u666e\u901a\u573a\u666f\u56fe\u7247\u591a\uff0c\u533b\u5b66\u3001\u91d1\u878d\u56fe\u7247\u5c11\uff09\uff0c\u540e\u8005\u6307\u6570\u636e\u7ed3\u6784\u6216\u683c\u5f0f\u6df7\u4e71\u3002\u89e3\u51b3\u65b9\u6cd5\u5305\u62ec\u6574\u5408\u7279\u5b9a\u9886\u57df\u6570\u636e\u96c6\u3001\u52a8\u6001\u8c03\u6574\u91c7\u6837\u6743\u91cd\uff0c\u4ee5\u53ca\u5229\u7528\u5927\u6a21\u578b\u81ea\u8eab\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u683c\u5f0f\u7edf\u4e00\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u53ef\u9760\u6027 (Reliability)\uff1a\u6570\u636e\u5bf9\u4e0d\u5bf9\uff0c\u9f50\u4e0d\u9f50\uff1f<\/h3>\n\n\n\n<p>\u8fd9\u4e00\u5c42\u5173\u5fc3\u6570\u636e\u7684\u201c\u5185\u5728\u54c1\u8d28\u201d\uff0c\u5373\u8bed\u4e49\u662f\u5426\u51c6\u786e\u3001\u4e00\u81f4\uff0c\u6a21\u6001\u95f4\u662f\u5426\u5bf9\u9f50\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u5197\u4f59 (Data Redundancy)<\/strong> \uff1a\u6570\u636e\u96c6\u4e2d\u5b58\u5728\u5927\u91cf\u91cd\u590d\u6216\u9ad8\u5ea6\u76f8\u4f3c\u7684\u6837\u672c\uff0c\u4f1a\u6d6a\u8d39\u8ba1\u7b97\u8d44\u6e90\u3001\u653e\u5927\u504f\u89c1\u3002\u53bb\u91cd\u65b9\u6cd5\u5206\u4e3a\u4e24\u7c7b\uff1a<strong>\u663e\u5f0f\u53bb\u91cd<\/strong>\uff0c\u901a\u8fc7\u54c8\u5e0c\u503c\u7b49\u6570\u503c\u65b9\u6cd5\u5feb\u901f\u7b5b\u67e5\uff0c\u6548\u7387\u9ad8\u4f46\u65e0\u6cd5\u7406\u89e3\u8bed\u4e49\uff1b<strong>\u9690\u5f0f\u53bb\u91cd<\/strong>\uff0c\u5229\u7528\u6df1\u5ea6\u6a21\u578b\u5728\u5d4c\u5165\u7a7a\u95f4\u4e2d\u6bd4\u8f83\u8bed\u4e49\u76f8\u4f3c\u5ea6\uff0c\u66f4\u667a\u80fd\u4f46\u8ba1\u7b97\u6210\u672c\u9ad8\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-677ac2d8f53ec50b0244ba503487f56e_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u6001\u4e0d\u5e73\u8861 (Modality Imbalance)<\/strong> \uff1a\u8bad\u7ec3\u65f6\u67d0\u4e2a\u6a21\u6001\uff08\u901a\u5e38\u662f\u6587\u672c\uff09\u8fc7\u4e8e\u5f3a\u52bf\uff0c\u5bfc\u81f4\u6a21\u578b\u5b66\u4e60\u6709\u504f\u3002\u8bba\u6587\u603b\u7ed3\u4e86\u4ece\u6570\u636e\u3001\u8868\u5f81\u3001\u76ee\u6807\u51fd\u6570\u5230\u4f18\u5316\u56db\u4e2a\u5c42\u9762\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u7684\u901a\u7528\u6846\u67b6\uff0c\u6bd4\u5982\u901a\u8fc7\u6570\u636e\u589e\u5f3a\u6765\u4e30\u5bcc\u5f31\u52bf\u6a21\u6001\uff0c\u6216\u5728\u6a21\u578b\u5185\u90e8\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u6765\u5e73\u8861\u4e0d\u540c\u6a21\u6001\u7684\u8d21\u732e\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-bca16c9d9e5fadf98b164e0a94d30b36_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6807\u7b7e\u7f3a\u5931 (Label Missing)<\/strong> \u548c <strong>\u6a21\u6001\u4e0d\u5339\u914d (Modality Mismatch)<\/strong> \uff1a\u524d\u8005\u6307\u7f3a\u5c11\u7cbe\u7ec6\u7684\u6807\u7b7e\uff0c\u540e\u8005\u6307\u56fe\u6587\u5185\u5bb9\u4e0d\u4e00\u81f4\u3002\u89e3\u51b3\u65b9\u6cd5\u5305\u62ec\u81ea\u76d1\u7763\u5b66\u4e60\u751f\u6210\u4f2a\u6807\u7b7e\u3001\u5229\u7528 LLM \u8f85\u52a9\u6807\u6ce8\uff0c\u4ee5\u53ca\u901a\u8fc7\u6587\u672c\u589e\u5f3a\u3001\u56fe\u50cf\u589e\u5f3a\u6216\u8054\u5408\u589e\u5f3a\u6765\u6539\u5584\u56fe\u6587\u5bf9\u7684\u5bf9\u9f50\u8d28\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u53ef\u4fe1\u5ea6 (Credibility)\uff1a\u6570\u636e\u5e72\u4e0d\u5e72\u51c0\uff0c\u5b89\u4e0d\u5b89\u5168\uff1f<\/h3>\n\n\n\n<p>\u6700\u9ad8\u5c42\u6b21\u7684\u8ffd\u6c42\uff0c\u5173\u4e4e\u6a21\u578b\u7684\u201c\u4eba\u54c1\u201d\u2014\u2014\u662f\u5426\u5408\u4e4e\u9053\u5fb7\u3001\u5b89\u5168\u548c\u6cd5\u5f8b\u89c4\u8303\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u6295\u6bd2 (Data Poisoning)<\/strong> \uff1a\u653b\u51fb\u8005\u6076\u610f\u5728\u6570\u636e\u4e2d\u6ce8\u5165\u201c\u6bd2\u836f\u201d\uff08\u5982\u5e26\u7279\u5b9a\u89e6\u53d1\u5668\u7684\u6837\u672c\uff09\uff0c\u4ee5\u64cd\u63a7\u6a21\u578b\u884c\u4e3a\u3002\u8fd9\u5c31\u50cf\u5728\u201c\u79d8\u7c4d\u201d\u91cc\u57cb\u4e0b\u6697\u95e8\u3002\u8bba\u6587\u7cfb\u7edf\u68b3\u7406\u4e86\u5728\u9884\u8bad\u7ec3\u3001\u5fae\u8c03\u548c\u63a8\u7406\u9636\u6bb5\u7684\u9632\u5fa1\u7b56\u7565\uff0c\u5305\u62ec\u6570\u636e\u589e\u5f3a\u3001\u6570\u636e\u6e05\u6d17\u3001\u5b89\u5168\u5fae\u8c03\u3001\u5bf9\u6297\u6027\u5fae\u8c03\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/v2-73605fd44c26bdb1c51ea06f9373fc93_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9690\u79c1\u6cc4\u9732 (Privacy Leakage)<\/strong> \uff1a\u6a21\u578b\u4e0d\u7ecf\u610f\u95f4\u201c\u8bb0\u4f4f\u201d\u5e76\u6cc4\u9732\u4e86\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u654f\u611f\u4fe1\u606f\u3002\u8fd9\u5728\u591a\u6a21\u6001\u6a21\u578b\u4e2d\u5c24\u4e3a\u4e25\u91cd\uff0c\u56e0\u4e3a\u4e00\u5f20\u56fe\u53ef\u80fd\u5305\u542b\u8fdc\u8d85\u6587\u672c\u7684\u4e2a\u4eba\u4fe1\u606f\u3002\u9632\u5fa1\u624b\u6bb5\u5728\u6570\u636e\u5c42\u9762\u5305\u62ec<strong>\u6570\u636e\u53bb\u91cd<\/strong>\u548c<strong>\u9690\u79c1\u84b8\u998f<\/strong>\uff0c\u5728\u6a21\u578b\u5c42\u9762\u5219\u6709**\u5dee\u5206\u9690\u79c1\uff08Differential Privacy, DP\uff09**\u7b49\u6280\u672f\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-539cfbf8c11b7b7a1a5bcf04de3369fc_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u6bd2\u6027 (Data Toxicity)<\/strong> \uff1a\u6570\u636e\u4e2d\u542b\u6709\u5192\u72af\u6027\u3001\u6709\u5bb3\u6216\u5e26\u504f\u89c1\u7684\u5185\u5bb9\u3002\u4e3b\u8981\u7684\u7f13\u89e3\u65b9\u6cd5\u662f\u8fdb\u884c\u6bd2\u6027\u8fc7\u6ee4\uff0c\u5305\u62ec\u5355\u6a21\u6001\uff08\u4e3b\u8981\u9488\u5bf9\u6587\u672c\uff09\u548c\u591a\u6a21\u6001\u7684\u8fc7\u6ee4\u6280\u672f\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u672a\u6765\u5c55\u671b\uff1a\u4ece\u9759\u6001\u6570\u636e\u5230\u52a8\u6001\u751f\u6001\u7cfb\u7edf<\/h2>\n\n\n\n<p>\u8fd9\u7bc7\u7efc\u8ff0\u4e0d\u4ec5\u603b\u7ed3\u4e86\u73b0\u72b6\uff0c\u8fd8\u6307\u51fa\u4e86\u672a\u6765\u7684\u53d1\u5c55\u65b9\u5411\u3002\u7814\u7a76\u8005\u8ba4\u4e3a\uff0cLVLM \u6b63\u4ece\u5355\u7eaf\u7684\u7406\u89e3\u4e0e\u63a8\u7406\u5de5\u5177\uff0c\u5411\u7740\u80fd\u591f\u81ea\u6211\u6cbb\u7406\u548c\u6f14\u5316\u7684\u667a\u80fd\u4f53\uff08\u5982\u5177\u8eab\u667a\u80fd\u3001AI \u79d1\u5b66\u5bb6\uff09\u8fc8\u8fdb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic2.zhimg.com\/v2-0d466092c92475e921f937eb310c6bad_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u672a\u6765\u7684\u6570\u636e\u7ba1\u7406\u5c06\u4e0d\u518d\u662f\u4e00\u6b21\u6027\u7684\u3001\u9759\u6001\u7684\u8bed\u6599\u5e93\u6784\u5efa\uff0c\u800c\u662f\u4e00\u4e2a\u52a8\u6001\u3001\u81ea\u4e3b\u7684\u6570\u636e\u751f\u6001\u7cfb\u7edf\u3002\u5728\u8fd9\u4e2a\u751f\u6001\u91cc\uff1a<\/p>\n\n\n\n<ul 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