{"id":37253,"date":"2025-01-24T22:00:18","date_gmt":"2025-01-24T14:00:18","guid":{"rendered":"https:\/\/17aitech.com\/?p=37253"},"modified":"2025-01-24T22:00:18","modified_gmt":"2025-01-24T14:00:18","slug":"%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e6%9e%b6%e6%9e%84insight-v%e6%9d%a5%e4%ba%86%ef%bc%81%e7%aa%81%e7%a0%b4%e9%95%bf%e9%93%be%e8%a7%86%e8%a7%89%e6%8e%a8%e7%90%86%e7%93%b6%e9%a2%88","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37253","title":{"rendered":"\u591a\u667a\u80fd\u4f53\u67b6\u6784Insight-V\u6765\u4e86\uff01\u7a81\u7834\u957f\u94fe\u89c6\u89c9\u63a8\u7406\u74f6\u9888"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-13-2\" target=\"_blank\">\u591a\u667a\u80fd\u4f53\u67b6\u6784Insight-V\u6765\u4e86\uff01\u7a81\u7834\u957f\u94fe\u89c6\u89c9\u63a8\u7406\u74f6\u9888<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c5ebdf84aec2319cec38dd97d2bc156d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c5ebdf84aec2319cec38dd97d2bc156d.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<section><\/section>\n<section><strong>\u672c\u6587\u7684\u4e3b\u8981\u4f5c\u8005\u6765\u81ea\u5357\u6d0b\u7406\u5de5\u5927\u5b66 S-Lab\u3001\u817e\u8baf\u516c\u53f8\u548c\u6e05\u534e\u5927\u5b66\u667a\u80fd\u89c6\u89c9\u5b9e\u9a8c\u5ba4\u3002\u672c\u6587\u7684\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u4e3a\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u535a\u58eb\u751f\u8463\u5b87\u660a\u548c\u6e05\u534e\u5927\u5b66\u81ea\u52a8\u5316\u7cfb\u535a\u58eb\u751f\u5218\u7956\u708e\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u591a\u6a21\u6001\u6a21\u578b\u3002\u672c\u6587\u7684\u901a\u8baf\u4f5c\u8005\u4e3a\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u52a9\u7406\u6559\u6388\u5218\u5b50\u7eac\u548c\u817e\u8baf\u9ad8\u7ea7\u7814\u7a76\u5458\u9976\u6c38\u94ed\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u901a\u8fc7\u66f4\u591a\u7684\u63a8\u7406\u5c55\u73b0\u51fa\u4e86\u66f4\u5f3a\u7684\u80fd\u529b\u548c\u53ef\u9760\u6027\uff0c\u4ece\u601d\u7ef4\u94fe\u63d0\u793a\u53d1\u5c55\u5230\u4e86 OpenAI-o1 \u8fd9\u6837\u5177\u6709\u8f83\u5f3a\u63a8\u7406\u80fd\u529b\u7684\u6a21\u578b\u3002\u5c3d\u7ba1\u4eba\u4eec\u4e3a\u6539\u8fdb\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u505a\u51fa\u4e86\u79cd\u79cd\u52aa\u529b\uff0c\u4f46\u5728\u591a\u6a21\u6001\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\u4e2d\uff0c\u9ad8\u8d28\u91cf\u7684\u957f\u94fe\u63a8\u7406\u6570\u636e\u4ee5\u53ca\u4f18\u5316\u7684\u8bad\u7ec3\u6d41\u7a0b\u4ecd\u672a\u5f97\u5230\u5145\u5206\u7684\u63a2\u7d22\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u6765\u81ea\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u3001\u817e\u8baf\u3001\u6e05\u534e\u5927\u5b66\u7684\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e00\u79cd\u80fd\u591f\u8fdb\u884c\u957f\u94fe\u89c6\u89c9\u63a8\u7406\u7684\u591a\u6a21\u6001\u6a21\u578b Insight-V\u3002Insight-V \u63d0\u4f9b\u4e86 1\uff09\u9488\u5bf9\u590d\u6742\u7684\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u53ef\u6269\u5c55\u5730\u751f\u6210\u5197\u957f\u4e14\u53ef\u9760\u7684\u63a8\u7406\u6570\u636e\uff1b2\uff09\u5efa\u7acb\u6709\u6548\u7684\u8bad\u7ec3\u6d41\u7a0b\uff0c\u4ee5\u589e\u5f3a\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>Insight-V \u7684\u6838\u5fc3\u521b\u65b0\u70b9\u5305\u62ec\uff1a1\uff09\u4e00\u4e2a\u7528\u4e8e\u751f\u6210\u957f\u94fe\u3001\u9ad8\u8d28\u91cf\u63a8\u7406\u6570\u636e\u7684\u53ef\u6269\u5c55\u7684\u6570\u636e\u751f\u6210\u6d41\u7a0b\uff1b2\uff09\u4e00\u4e2a\u5c06\u89c6\u89c9\u63a8\u7406\u4efb\u52a1\u5206\u89e3\u4e3a\u63a8\u7406\u548c\u603b\u7ed3\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff1b3\uff09\u4e00\u4e2a\u7528\u4e8e\u589e\u5f3a\u89c6\u89c9\u63a8\u7406\u80fd\u529b\u7684\u4e24\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b\u3002\u8fd9\u4e9b\u8bbe\u8ba1\u8d4b\u4e88\u4e86 Insight-V \u8f83\u5f3a\u7684\u89c6\u89c9\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7f6504e6fac132deb2c97b934133a117.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7f6504e6fac132deb2c97b934133a117.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2411.14432<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\uff1ahttps:\/\/github.com\/dongyh20\/Insight-V<\/section>\n<\/li>\n<li>\n<section>\u6a21\u578b\uff1ahttps:\/\/huggingface.co\/THUdyh\/Insight-V-Reason<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>1. \u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u73b0\u6709\u7684\u7814\u7a76\u901a\u8fc7\u957f\u94fe\u63a8\u7406\u6765\u63d0\u5347\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5df2\u7ecf\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u8fd9\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5f97\u76ca\u4e8e\u7ed3\u6784\u5316\u3001\u9ad8\u8d28\u91cf\u6570\u636e\u7684\u53ef\u83b7\u53d6\u6027\u4ee5\u53ca\u6210\u719f\u7684\u8bad\u7ec3\u6d41\u7a0b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u8fdb\u884c\u957f\u94fe\u89c6\u89c9\u63a8\u7406\u4ecd\u7136\u662f\u4e00\u9879\u91cd\u5927\u6311\u6218\uff0c\u4e3b\u8981\u539f\u56e0\u662f\u7f3a\u4e4f\u5927\u89c4\u6a21\u3001\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u96c6\u4ee5\u53ca\u9ad8\u6548\u6709\u6548\u7684\u8bad\u7ec3\u7b56\u7565\u3002\u4e0e\u7eaf\u6587\u672c\u6570\u636e\u76f8\u6bd4\uff0c\u89c6\u89c9\u63a8\u7406\u6570\u636e\u4e0d\u4ec5\u6536\u96c6\u6210\u672c\u66f4\u9ad8\uff0c\u800c\u4e14\u7531\u4e8e\u7f3a\u4e4f\u6709\u6548\u7684\u6570\u636e\u751f\u6210\u6d41\u7a0b\uff0c\u8fd8\u9700\u8981\u5927\u91cf\u4eba\u529b\u6765\u8fdb\u884c\u8be6\u7ec6\u6807\u6ce8\u548c\u9a8c\u8bc1\u3002\u6b64\u5916\uff0c\u5f53\u524d\u7684\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u65e0\u6cd5\u6709\u6548\u5229\u7528\u89c6\u89c9\u7ebf\u7d22\u8fdb\u884c\u7cbe\u786e\u7684\u89c6\u89c9\u63a8\u7406\uff0c\u9700\u8981\u4e00\u79cd\u6709\u6548\u7684\u8bad\u7ec3\u7a0b\u5e8f\uff0c\u4f7f\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u5728\u4fdd\u6301\u6e05\u6670\u89c6\u89c9\u611f\u77e5\u7684\u540c\u65f6\u80fd\u591f\u8fdb\u884c\u8be6\u7ec6\u63a8\u7406\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-48660d2ce19baa03295c20b72d2886a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-48660d2ce19baa03295c20b72d2886a7.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1\uff1aInsight-V \u65b9\u6cd5\u5c55\u793a\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u4ee5\u4e0a\u6311\u6218\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a<strong>\u89c6\u89c9\u63a8\u7406\u7684\u591a\u6a21\u6001\u7cfb\u7edf Insight-V<\/strong>\uff0c\u80fd\u591f\u5b9e\u73b0\u7ed3\u6784\u5316\u7684\u957f\u94fe\u89c6\u89c9\u63a8\u7406\u3002\u5982\u56fe 1 \u6240\u793a\uff0cInsight-V \u7531\u4e24\u4e2a\u667a\u80fd\u4f53\u7ec4\u6210\uff0c\u4e00\u4e2a\u4e13\u95e8\u8d1f\u8d23\u63a8\u7406\uff0c\u53e6\u4e00\u4e2a\u8d1f\u8d23\u603b\u7ed3\uff0c\u8fd9\u4f7f\u5f97\u5b83\u5728\u5404\u7c7b\u89c6\u89c9\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u6027\u80fd\u6709\u4e86\u663e\u8457\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section>Insight-V \u7684\u4e3b\u8981\u8d21\u732e\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u4e00\u4e2a\u7528\u4e8e\u751f\u6210\u957f\u94fe\u3001\u9ad8\u8d28\u91cf\u63a8\u7406\u6570\u636e\u7684\u53ef\u6269\u5c55\u7684\u6570\u636e\u751f\u6210\u6d41\u7a0b<\/strong>\u3002\u901a\u8fc7\u5229\u7528\u5df2\u6709\u7684\u6a21\u578b\u6784\u5efa\u6570\u636e\u751f\u6210\u6d41\u7a0b\uff0c\u4ece\u800c\u63d0\u4f9b\u4e30\u5bcc\u7684\uff0c\u53ef\u6269\u5c55\u7684\u89c6\u89c9\u63a8\u7406\u8bad\u7ec3\u6570\u636e\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u4e00\u4e2a\u5c06\u89c6\u89c9\u63a8\u7406\u4efb\u52a1\u5206\u89e3\u4e3a\u63a8\u7406\u548c\u603b\u7ed3\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/strong>\u3002\u901a\u8fc7\u5c06\u89c6\u89c9\u4efb\u52a1\u5206\u89e3\u4e3a\u63a8\u7406\u548c\u603b\u7ed3\uff0c\u5e76\u5229\u7528\u4e0d\u540c\u7684\u6a21\u578b\u6765\u5206\u522b\u89e3\u51b3\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u6765\u63d0\u5347\u89c6\u89c9\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u4e00\u4e2a\u7528\u4e8e\u589e\u5f3a\u89c6\u89c9\u63a8\u7406\u80fd\u529b\u7684\u4e24\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b<\/strong>\uff0c\u4ece\u800c\u4f7f Insight-V \u80fd\u591f\u5728\u89c6\u89c9\u63a8\u7406\u8bc4\u6d4b\u96c6\u4e0a\u53d6\u5f97\u4f18\u5f02\u7684\u6027\u80fd\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6211\u4eec\u63d0\u4f9b\u4e86 Insight-V \u7684\u6a21\u578b\u6743\u91cd\uff0c\u5728\u89c6\u89c9\u63a8\u7406\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u5728 7B \u89c4\u6a21\u4e0b\u53d6\u5f97\u4e86\u7efc\u5408\u6700\u597d\u7684\u7ed3\u679c\uff0c\u5728\u90e8\u5206\u6570\u636e\u96c6\u8d85\u8fc7\u6700\u5148\u8fdb\u7684\u7efc\u5408\u6a21\u578b\u548c\u5546\u4e1a\u6a21\u578b\uff0c\u4e3a\u591a\u6a21\u6001\u89c6\u89c9\u63a8\u7406\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u4e00\u4e2a\u503c\u5f97\u63a2\u7d22\u7684\u65b9\u5411\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u65b9\u6cd5\u6982\u89c8<\/strong><\/section>\n<section><\/section>\n<section><strong>\u7ed3\u6784\u5316\u63a8\u7406\u6570\u636e\u6784\u5efa<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3292a70b8be86f0459b63ffcd7332cc7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3292a70b8be86f0459b63ffcd7332cc7.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2\uff1a\u7ed3\u6784\u5316\u6570\u636e\u6784\u5efa\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u73b0\u6709\u7684\u7814\u7a76\u5df2\u7ecf\u63a2\u7d22\u4e86\u5c06\u63a8\u7406\u80fd\u529b\u878d\u5165\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u4e2d\u3002\u7136\u800c\uff0c\u8bad\u7ec3 MLLMs \u5177\u5907\u5f3a\u5927\u7684\u63a8\u7406\u6280\u80fd\u4ecd\u7136\u662f\u4e00\u4e2a\u76f8\u5f53\u5927\u7684\u6311\u6218\uff0c\u5c24\u5176\u662f\u7531\u4e8e\u6570\u636e\u65b9\u9762\u7684\u9650\u5236\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86\u63d0\u51fa\u7684\u6570\u636e\u751f\u6210\u6d41\u7a0b\uff0c\u8be5\u6d41\u7a0b\u65e8\u5728\u901a\u8fc7\u6e10\u8fdb\u5f0f\u751f\u6210\u8fc7\u7a0b\u548c\u591a\u7c92\u5ea6\u8bc4\u4f30\u6765\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u957f\u94fe\u63a8\u7406\u6570\u636e\u3002\u5982\u56fe 2 \u6240\u793a\uff0c\u8fd9\u79cd\u53ef\u6269\u5c55\u7684\u65b9\u6cd5\u4f7f\u6211\u4eec\u80fd\u591f\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u4ece\u800c\u6709\u6548\u5730\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>\u6e10\u8fdb\u5f0f\u957f\u94fe\u63a8\u7406\u6570\u636e\u751f\u6210\u3002<\/strong>\u6211\u4eec\u901a\u8fc7\u8c03\u7528\u80fd\u529b\u5f3a\u5927\u7684\u591a\u6a21\u6001\u7efc\u5408\u6a21\u578b\uff0c\u6765\u6536\u96c6\u5355\u6b65\u63a8\u7406\u7ed3\u679c\u3002\u5728\u6bcf\u4e00\u6b65\u63a8\u7406\u7ed3\u675f\u4e4b\u540e\uff0c\u6a21\u578b\u6839\u636e\u5386\u53f2\u7684\u63a8\u7406\u7ed3\u679c\u6765\u751f\u6210\u9488\u5bf9\u4e0b\u4e00\u8f6e\u63a8\u7406\u7684\u52a8\u4f5c\uff0c\u5982\u679c\u52a8\u4f5c\u4e3a\u2018\u7ee7\u7eed\u63a8\u7406\u2019\uff0c\u4e0b\u4e00\u6b65\u6a21\u578b\u7ee7\u7eed\u6267\u884c\u5355\u6b65\u63a8\u7406\uff1b\u5982\u679c\u52a8\u4f5c\u4e3a\u2018\u603b\u7ed3\u2019\uff0c\u4e0b\u4e00\u6b65\u6a21\u578b\u6839\u636e\u5386\u53f2\u63a8\u7406\u5185\u5bb9\u603b\u7ed3\u5f97\u51fa\u7b54\u6848\u3002<\/section>\n<section><\/section>\n<section><strong>\u591a\u7c92\u5ea6\u8bc4\u4f30\u3002<\/strong>\u6211\u4eec\u901a\u8fc7\u4e24\u4e2a\u6b65\u9aa4\u6765\u5bf9\u751f\u6210\u7684\u63a8\u7406\u6570\u636e\u8fdb\u884c\u8bc4\u4f30\u3002\u9996\u5148\uff0c\u6211\u4eec\u76f4\u63a5\u4f7f\u7528\u771f\u5b9e\u7b54\u6848\u6765\u5bf9\u63a8\u7406\u6570\u636e\u8fdb\u884c\u8fc7\u6ee4\uff0c\u8fc7\u6ee4\u6389\u6700\u7ec8\u7b54\u6848\u9519\u8bef\u7684\u6570\u636e\u3002\u4e4b\u540e\uff0c\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a\u63a8\u7406\u6b65\u9aa4\u6253\u5206\u6a21\u578b\uff0c\u6765\u9488\u5bf9\u63a8\u7406\u6570\u636e\u7684\u8d28\u91cf\u8fdb\u884c\u6253\u5206\uff0c\u5c06\u63a8\u7406\u6570\u636e\u5206\u4e3a\u4e0d\u540c\u8d28\u91cf\u7684\u5b50\u96c6\uff0c\u4ee5\u4f9b\u6700\u540e\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u6784\u5efa\u3002<\/section>\n<section><\/section>\n<section><strong>\u6a21\u578b\u8bbe\u8ba1<\/strong><\/section>\n<section><\/section>\n<section><strong>\u63a8\u7406\u6a21\u578b<\/strong>\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u4e13\u95e8\u7684\u63a8\u7406\u667a\u80fd\u4f53\uff0c\u5176\u65e8\u5728\u9488\u5bf9\u8f93\u5165\u67e5\u8be2\u751f\u6210\u4e00\u4e2a\u8be6\u7ec6\u7684\u3001\u9010\u6b65\u63a8\u8fdb\u7684\u63a8\u7406\u8fc7\u7a0b\u3002\u6211\u4eec\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u95ee\u9898\u9009\u53d6\u5f97\u5206\u6700\u9ad8\u7684\u63a8\u7406\u8def\u5f84\u6765\u6784\u5efa\u63a8\u7406\u6570\u636e\u96c6\u3002\u5728\u57fa\u4e8e\u8be5\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\u4e4b\u540e\uff0c\u6a21\u578b\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u5177\u6709\u66f4\u5f3a\u63a8\u7406\u80fd\u529b\u7684\u63a8\u7406\u667a\u80fd\u4f53\uff0c\u4f7f\u5176\u80fd\u591f\u751f\u6210\u66f4\u8be6\u7ec6\u3001\u7ed3\u6784\u5316\u7684\u63a8\u7406\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section><strong>\u603b\u7ed3\u6a21\u578b<\/strong>\u3002\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u79cd\u5bf9\u63a8\u7406\u8def\u5f84\u4e2d\u7684\u4e0d\u51c6\u786e\u4e4b\u5904\u5177\u6709\u8f83\u5f3a\u9002\u5e94\u6027\u7684\u603b\u7ed3\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u53ef\u6839\u636e\u9700\u8981\u6709\u9009\u62e9\u6027\u5730\u7eb3\u5165\u6216\u5ffd\u7565\u67d0\u4e9b\u5143\u7d20\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u6700\u5927\u7a0b\u5ea6\u53d1\u6325\u63a8\u7406\u6a21\u578b\u6548\u80fd\u7684\u540c\u65f6\uff0c\u5c06\u5f15\u5165\u8bef\u5bfc\u6027\u4fe1\u606f\u7684\u98ce\u9669\u964d\u81f3\u6700\u4f4e\u3002\u6211\u4eec\u5229\u7528\u6240\u6536\u96c6\u7684\u6570\u636e\u96c6\u6765\u5b8c\u6210\u603b\u7ed3\u4efb\u52a1\uff0c\u8be5\u6570\u636e\u96c6\u7531\u4e24\u7c7b\u6570\u636e\u7ec4\u6210\uff1a\u5177\u6709\u6700\u4f18\u63a8\u7406\u8fc7\u7a0b\u7684\u6570\u636e\u548c\u5177\u6709\u6709\u7f3a\u9677\u63a8\u7406\u8fc7\u7a0b\u7684\u6570\u636e\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u4fdd\u7559\u539f\u6709\u7684\u591a\u6a21\u6001\u80fd\u529b\uff0c\u6211\u4eec\u7528\u6807\u51c6\u95ee\u7b54\u6570\u636e\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u8865\u5145\uff0c\u4ee5\u7ef4\u6301\u603b\u7ed3\u667a\u80fd\u4f53\u5728\u76f4\u63a5\u95ee\u7b54\u65b9\u9762\u7684\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-82d4121c6421f1128ffe949d8d47303a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-82d4121c6421f1128ffe949d8d47303a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3\uff1a\u8bad\u7ec3\u6d41\u7a0b\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u8bad\u7ec3\u7b56\u7565<\/strong><\/section>\n<section><\/section>\n<section>Insight-V \u7684\u8bad\u7ec3\u7b56\u7565\u7b80\u5355\u76f4\u63a5\u3002\u6211\u4eec\u4ece\u4e00\u4e2a\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684\u591a\u6a21\u6001\u6a21\u578b\u51fa\u53d1\uff0c\u5229\u7528\u8fd9\u4e2a\u6a21\u578b\u7684\u6743\u91cd\u6765\u521d\u59cb\u5316 Insight-V \u5f53\u4e2d\u7684\u4e24\u4e2a\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e00\u9636\u6bb5\uff0c\u6211\u4eec\u8fdb\u884c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u76d1\u7763\u5fae\u8c03\u3002\u5bf9\u4e8e\u63a8\u7406\u6a21\u578b\uff0c\u6211\u4eec\u5229\u7528\u7cbe\u5fc3\u6574\u7406\u7684\u63a8\u7406\u6570\u636e\u96c6\u6765\u57f9\u517b\u9010\u6b65\u63a8\u7406\u7684\u80fd\u529b\u3002\u5bf9\u4e8e\u603b\u7ed3\u6a21\u578b\uff0c\u6211\u4eec\u6309\u7167\u4e0a\u6587\u6240\u8ff0\u6784\u5efa\u4e86\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u5e76\u4ece\u7528\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u6570\u636e\u96c6\u4e2d\u62bd\u53d6\u4e86\u5927\u7ea6\u4e00\u767e\u4e07\u5bf9\u901a\u7528\u7684\u56fe\u6587\u7ec4\u5408\uff0c\u4ee5\u4fdd\u7559\u5176\u539f\u6709\u7684\u89c6\u89c9\u611f\u77e5\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u6211\u4eec\u5229\u7528\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u6765\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002\u6211\u4eec\u4f7f\u7528\u8fed\u4ee3\u5f0f\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08Iterative DPO\uff09\u3002\u901a\u8fc7\u8fdb\u884c\u591a\u8f6e\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08DPO\uff09\u8bad\u7ec3\u548c\u62bd\u6837\uff0c\u8fd9\u79cd\u65b9\u6cd5\u80fd\u4f7f\u8be5\u6a21\u578b\u5728\u8bad\u7ec3\u671f\u95f4\u66f4\u597d\u5730\u6a21\u62df\u5728\u7ebf\u73af\u5883\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u63d0\u5347\u5176\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section><strong>\u89c6\u89c9\u63a8\u7406<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u5728 7 \u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u5f00\u5c55\u4e86\u8bc4\u4f30\u5b9e\u9a8c\uff0c\u6db5\u76d6\u4e86\u901a\u7528\u63a8\u7406\u548c\u7279\u5b9a\u4efb\u52a1\u63a8\u7406\u8bc4\u4f30\u3002\u5f53\u5e94\u7528\u4e8e LLaVA-NeXT \u548c\u6211\u4eec\u7684\u57fa\u7ebf\u6a21\u578b\u65f6\uff0cInsight-V \u5c55\u73b0\u51fa\u4e86\u663e\u8457\u7684\u6709\u6548\u6027\u548c\u901a\u7528\u6027\uff0c\u5927\u5e45\u8d85\u8d8a\u4e86\u5176\u4ed6\u6700\u5148\u8fdb\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u3002\u5728 MMStar \u6570\u636e\u96c6\u4e2d\uff0cOryx \u53d6\u5f97 61.5% \u7684\u5e73\u5747\u51c6\u786e\u7387\u3002\u5728 MME \u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86 2312 \u7684\u603b\u5206\uff0c\u5e76\u4e14\u5728 MME \u7684\u611f\u77e5\u548c\u8ba4\u77e5\u5b50\u4efb\u52a1\u4e0a\u90fd\u53d6\u5f97\u4e86\u5148\u8fdb\u7684\u7ed3\u679c\u3002\u9488\u5bf9 7 \u4e2a\u6570\u636e\u96c6\u7684\u5e73\u5747\u7ed3\u679c\uff0cInsight-V \u8868\u73b0\u51fa\u8272\uff0c\u8d85\u8d8a\u4e86\u4e00\u7cfb\u5217\u5148\u8fdb\u7684\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1ee17244eb4a73c19ceaabbc3fa17854.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1ee17244eb4a73c19ceaabbc3fa17854.png\"><\/a><\/section>\n<section><strong>\u57fa\u7840\u89c6\u89c9\u611f\u77e5<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u66f4\u8fdb\u4e00\u6b65\u6d4b\u8bd5 Insight-V \u7684\u901a\u7528\u6027\uff0c\u6211\u4eec\u5728\u4e00\u4e9b\u4fa7\u91cd\u8bc4\u4f30\u6a21\u578b\u57fa\u7840\u89c6\u89c9\u611f\u77e5\u80fd\u529b\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u7ed3\u679c\u8868\u660e\uff0cInsightV \u5728\u4e0d\u5f71\u54cd\u4e00\u822c\u89c6\u89c9\u611f\u77e5\u80fd\u529b\u7684\u60c5\u51b5\u4e0b\u63d0\u5347\u4e86\u63a8\u7406\u80fd\u529b\uff0c\u751a\u81f3\u5728\u5bf9\u611f\u77e5\u80fd\u529b\u8981\u6c42\u66f4\u9ad8\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u4e5f\u5b9e\u73b0\u4e86\u6027\u80fd\u63d0\u5347\u3002\u5f53 Insight-V \u4e0e LLaVA-NeXT \u6a21\u578b\u7ed3\u5408\u65f6\uff0c\u5728 TextVQA\uff0cDocVQA\uff0cOCRBench\uff0cAI2D \u7b49\u6d4b\u8bd5\u96c6\u4e0a\u90fd\u6709\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff0c\u5f53\u4e0e\u6211\u4eec\u6784\u5efa\u7684\u66f4\u5f3a\u7684\u57fa\u7840\u6a21\u578b\u7ed3\u5408\u65f6\uff0c\u5728\u8fd9\u4e9b benchmark \u4e0a\u4e5f\u8868\u73b0\u51fa\u4e86\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9caccb690c0ae53a60f3e93cc5e138e7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9caccb690c0ae53a60f3e93cc5e138e7.png\"><\/a><\/section>\n<section><strong>\u5206\u6790\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6709\u6548\u6027\u3002\u9488\u5bf9 Insight-V \u7684\u8bbe\u8ba1\uff0c\u6211\u4eec\u4e0e\u5176\u4ed6\u53ef\u80fd\u7684\u8bbe\u8ba1\u9009\u62e9\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff0c\u5305\u62ec\u76f4\u63a5\u8fdb\u884c\u5fae\u8c03\u3001\u591a\u8f6e\u5bf9\u8bdd\u76d1\u7763\u3001\u53ea\u8bad\u7ec3\u603b\u7ed3\u6a21\u578b\u3002\u7ed3\u679c\u663e\u793a\uff0c\u591a\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u8868\u73b0\u4f18\u4e8e\u5176\u4ed6\u914d\u7f6e\uff0c\u7a81\u51fa\u4e86\u63a8\u7406\u548c\u603b\u7ed3\u5206\u89e3\u7684\u5173\u952e\u4f5c\u7528\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-29d25437e3834a55fd57bc6a667b4b02.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-29d25437e3834a55fd57bc6a667b4b02.png\"><\/a><\/section>\n<section>\u6570\u636e Scaling Law \u5b9e\u9a8c\u3002\u6211\u4eec\u7814\u7a76\u4e86\u6570\u636e\u6269\u5c55\u5bf9\u4e8e Insight-V \u7684\u5f71\u54cd\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u63a8\u7406\u6a21\u578b\u7684\u6548\u679c\u3002\u7ed3\u679c\u8868\u660e\uff0c\u968f\u7740\u63a8\u7406\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u7684\u6269\u5c55\uff0c\u63a8\u7406\u6a21\u578b\u7684\u6027\u80fd\u5f97\u5230\u4e86\u663e\u8457\u7684\u63d0\u5347\u3002\u63a8\u7406\u6a21\u578b\u5f97\u76ca\u4e8e\u6570\u636e\u6269\u5c55\uff0c\u80fd\u4e3a\u603b\u7ed3\u6a21\u578b\u63d0\u4f9b\u66f4\u6709\u4ef7\u503c\u7684\u89c1\u89e3\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-569ea0f80abc3181ba7c9f89c08c0a72.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-569ea0f80abc3181ba7c9f89c08c0a72.png\"><\/a><\/section>\n<section>\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u6548\u679c\u3002\u6211\u4eec\u63a2\u7a76\u4e86\u4e0d\u540c\u7684\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\u5bf9\u4e8e\u63a8\u7406\u6a21\u578b\u6548\u679c\u7684\u5f71\u54cd\u3002\u6211\u4eec\u5bf9\u6bd4\u4e86\u4f7f\u7528 RLAIF \u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u76f4\u63a5\u8fdb\u884c DPO \u4ee5\u53ca Insight-V \u7684\u591a\u8f6e\u8fed\u4ee3\u5f0f DPO\u3002\u7ed3\u679c\u663e\u793a\uff0c\u76f8\u6bd4\u5176\u4ed6\u65b9\u6cd5\uff0c\u8fed\u4ee3\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08Iterative DPO\uff09\u9010\u6b65\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4ece\u800c\u5e26\u6765\u4e86\u6027\u80fd\u7684\u63d0\u5347\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ce9fd76df3343146013dded276436286.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ce9fd76df3343146013dded276436286.png\"><\/a><\/section>\n<section><strong>4. \u6848\u4f8b\u5206\u6790<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b378929f7b2541b80f84ce2f162ae533.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b378929f7b2541b80f84ce2f162ae533.png\"><\/a><\/section>\n<section>\u6211\u4eec\u5bf9 Insight-V \u4e0e\u601d\u7ef4\u94fe\uff08Chain-of-Thought\uff09\u4ee5\u53ca\u901a\u8fc7\u76f4\u63a5\u76d1\u7763\u5fae\u8c03\u5b66\u4e60\u8fdb\u884c\u4e86\u5b9a\u6027\u6bd4\u8f83\u3002\u5bf9\u4e8e Insight-V \u7cfb\u7edf\u800c\u8a00\uff0c\u5176\u63a8\u7406\u667a\u80fd\u4f53\u80fd\u591f\u63d0\u4f9b\u4e00\u4e2a\u66f4\u52a0\u8fde\u8d2f\u4e14\u7ed3\u6784\u5316\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u4ece\u800c\u5f15\u5bfc\u603b\u7ed3\u667a\u80fd\u4f53\u5f97\u51fa\u6b63\u786e\u7b54\u6848\uff1b\u7136\u800c\uff0c\u5176\u4ed6\u65b9\u6cd5\u5728\u9762\u5bf9\u590d\u6742\u63a8\u7406\u4efb\u52a1\u65f6\u4f1a\u663e\u5f97\u5403\u529b\uff0c\u65e0\u6cd5\u89e3\u51b3\u8fd9\u7c7b\u5177\u6709\u6311\u6218\u6027\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section><strong>5. \u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86 Insight-V\uff0c\u8fd9\u662f\u4e00\u79cd\u65b0\u9896\u7684\u7cfb\u7edf\uff0c\u5b83\u5c06\u7528\u4e8e\u957f\u94fe\u3001\u9ad8\u8d28\u91cf\u63a8\u7406\u6570\u636e\u7684\u53ef\u6269\u5c55\u6570\u636e\u751f\u6210\u7cfb\u7edf\u4e0e\u6709\u6548\u7684\u591a\u667a\u80fd\u4f53\u8bad\u7ec3\u7cfb\u7edf\u76f8\u7ed3\u5408\uff0c\u4ee5\u589e\u5f3a\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u7684\u63a8\u7406\u80fd\u529b\u3002\u901a\u8fc7\u5f00\u53d1\u8be5\u7cfb\u7edf\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u79cd\u65e8\u5728\u63d0\u9ad8\u63a8\u7406\u6027\u80fd\u7684\u53ef\u6269\u5c55\u6a21\u578b\u8bad\u7ec3\u65b9\u6cd5\u3002\u6211\u4eec\u5728\u5404\u79cd\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u5e7f\u6cdb\u8bc4\u4f30\u8bc1\u660e\u4e86\u6211\u4eec\u8fd9\u79cd\u65b9\u6cd5\u7684\u6709\u6548\u6027\uff0c\u4e3a\u8d4b\u4e88\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-13-2\" target=\"_blank\">\u591a\u667a\u80fd\u4f53\u67b6\u6784Insight-V\u6765\u4e86\uff01\u7a81\u7834\u957f\u94fe\u89c6\u89c9\u63a8\u7406\u74f6\u9888<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u591a\u667a\u80fd\u4f53\u67b6\u6784Insig [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73],"class_list":["post-37253","post","type-post","status-publish","format-standard","hentry","category-news","tag-73"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u591a\u667a\u80fd\u4f53\u67b6\u6784Insight-V\u6765\u4e86\uff01\u7a81\u7834\u957f\u94fe\u89c6\u89c9\u63a8\u7406\u74f6\u9888 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=37253\" \/>\n<script type=\"application\/ld+json\" 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