{"id":39424,"date":"2025-03-15T04:02:25","date_gmt":"2025-03-14T20:02:25","guid":{"rendered":"https:\/\/17aitech.com\/?p=39424"},"modified":"2025-03-15T04:02:25","modified_gmt":"2025-03-14T20:02:25","slug":"mm-eureka%ef%bc%9a%e6%9e%81%e5%b0%91%e6%95%b0%e6%8d%ae%e5%ae%9e%e7%8e%b0%e5%a4%9a%e6%a8%a1%e6%80%81%e6%8e%a8%e7%90%86%e7%9a%84r1-zero%e6%97%b6%e5%88%bb","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39424","title":{"rendered":"MM-Eureka\uff1a\u6781\u5c11\u6570\u636e\u5b9e\u73b0\u591a\u6a21\u6001\u63a8\u7406\u7684R1-Zero\u65f6\u523b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-14-6\" target=\"_blank\">MM-Eureka\uff1a\u6781\u5c11\u6570\u636e\u5b9e\u73b0\u591a\u6a21\u6001\u63a8\u7406\u7684R1-Zero\u65f6\u523b<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d255b0469fd8f37b4d7df376f72178a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d255b0469fd8f37b4d7df376f72178a1.png\"><\/a><\/section>\n<section>\u5c3d\u7ba1 DeepSeek-R1 \u5728\u5355\u6a21\u6001\u63a8\u7406\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u6210\u529f\uff0c\u4f46\u5df2\u6709\u7684\u591a\u6a21\u6001\u5c1d\u8bd5\uff08\u5982 R1-V\u3001R1-Multimodal-Journey\u3001LMM-R1\uff09\u5c1a\u672a\u5b8c\u5168\u590d\u73b0\u5176\u6838\u5fc3\u7279\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u4f8b\u5982\uff0cR1-V \u4ec5\u5728\u7b80\u5355\u8ba1\u6570\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8fdb\u6b65\uff0c\u672a\u80fd\u5b9e\u73b0\u56de\u7b54\u957f\u5ea6\u7684\u589e\u957f\u548c\u987f\u609f\u65f6\u523b\uff1bR1-Multimodal-Journey \u5219\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u56de\u7b54\u957f\u5ea6\u53cd\u800c\u964d\u4f4e\uff1bLMM-R1 \u867d\u7136\u6709\u6240\u8fdb\u6b65\uff0c\u4f46\u5c1a\u672a\u5728\u5927\u89c4\u6a21\u56fe\u6587\u6570\u636e\u8bad\u7ec3\u4e2d\u5f97\u5230\u9a8c\u8bc1\u3002\u800c Kimi 1.5 \u5c3d\u7ba1\u8868\u73b0\u7a81\u51fa\uff0c\u4f46\u5e76\u672a\u5f00\u6e90\u5176\u6a21\u578b\u6216\u6570\u636e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-efae6d250e6f4c515f1daa1f92f84ed0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-efae6d250e6f4c515f1daa1f92f84ed0.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aMM-EUREKA\uff1aEXPLORING VISUAL AHA MOMENT WITH RULE-BASED LARGE-SCALE REINFORCEMENT LEARNING<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/ModalMinds\/MM-EUREKA<\/section>\n<\/li>\n<li>\n<section>\u6280\u672f\u62a5\u544a\uff1ahttps:\/\/arxiv.org\/pdf\/2503.07365<\/section>\n<\/li>\n<li>\n<section>\u6a21\u578b\u5730\u5740\uff1ahttps:\/\/huggingface.co\/FanqingM\/MM-Eureka-Zero-38B<\/section>\n<section>https:\/\/huggingface.co\/FanqingM\/MM-Eureka-8B<\/section>\n<\/li>\n<li>\n<section>\u6570\u636e\u96c6\u5730\u5740\uff1ahttps:\/\/huggingface.co\/datasets\/FanqingM\/MM-Eureka-Dataset<\/section>\n<section><\/section>\n<\/li>\n<\/ul>\n<section>\u6211\u4eec\u8fd9\u7bc7\u5de5\u4f5c\u805a\u7126\u4e8e\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u5982\u4f55\u5728\u591a\u6a21\u6001\u73af\u5883\u4e2d\u590d\u73b0 DeepSeek-R1 \u7684\u5173\u952e\u7279\u6027\uff0c\u5305\u62ec\u7a33\u5b9a\u7684\u56de\u7b54\u957f\u5ea6\u589e\u957f\u3001\u51c6\u786e\u7387\u5956\u52b1\u4ee5\u53ca Visual aha-moment\uff1f<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u7b54\u8fd9\u4e00\u95ee\u9898\uff0c\u6765\u81ea\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u3001\u4e0a\u6d77\u521b\u667a\u5b66\u9662\u3001\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u548c\u9999\u6e2f\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u591a\u6a21\u6001\u5b66\u79d1\u63a8\u7406\u6a21\u578b MM-Eureka\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-05b4a7f0b0b74d44037a98ee6650af9e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-05b4a7f0b0b74d44037a98ee6650af9e.png\"><\/a><\/section>\n<section><strong>\u6211\u4eec\u7684\u63a2\u7d22<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u5f00\u6e90\u6846\u67b6\uff1a<\/strong>\u6211\u4eec\u57fa\u4e8e OpenRLHF \u5f00\u53d1\u4e86\u4e00\u4e2a\u9ad8\u6548\u53ef\u6269\u5c55\u7684\u591a\u6a21\u6001\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff0c\u652f\u6301 InternVL \u7b49\u591a\u79cd\u6a21\u578b\u548c RL \u7b97\u6cd5\u3002\u76f8\u6bd4 R1-V \u7b49\u5df2\u6709\u6846\u67b6\uff0c\u6211\u4eec\u7684\u65b9\u6848\u6210\u529f\u8bad\u7ec3\u4e86 InternVL 2.5-38B \u7b49\u5927\u578b\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section><strong>\u7a33\u5b9a\u8bad\u7ec3\uff1a<\/strong>\u6211\u4eec\u5f00\u53d1\u4e86\u4e24\u4e2a\u6a21\u578b\u2014\u2014MM-Eureka-8B\uff08\u57fa\u4e8e InternVL 2.5-Instruct-8B\uff09\u548c MM-Eureka-Zero-38B\uff08\u57fa\u4e8e InternVL 2.5-Pretrained-38B\uff09\uff0c\u5747\u6210\u529f\u590d\u73b0\u4e86\u7a33\u5b9a\u7684 accuracy reward\u3001response length \u589e\u957f\u4ee5\u53ca Visual aha-moment\u3002<\/section>\n<section><\/section>\n<section><strong>\u6781\u5927\u7684\u6570\u636e\u6548\u7387\uff1a<\/strong>\u4ec5\u4f7f\u7528 54K \u56fe\u6587\u6570\u636e\u8fdb\u884c\u89c4\u5219\u578b RL \u8bad\u7ec3\uff0c\u5e73\u5747\u6027\u80fd\u8d85\u8fc7\u4f7f\u7528 1M \u6570\u636e\u7684 MPO \u6a21\u578b\uff1b\u6574\u4f53\u57fa\u51c6\u51c6\u786e\u7387\u4e0e\u4f7f\u7528 12M \u6570\u636e\u8fdb\u884c CoT SFT \u8bad\u7ec3\u7684\u6a21\u578b\u76f8\u5f53\uff01MM-Eureka-Zero \u4ec5\u4f7f\u7528 8K \u56fe\u6587\u6570\u5b66\u63a8\u7406\u6570\u636e\uff08\u6307\u4ee4\u6a21\u578b\u7684 0.05%\uff09\uff0c\u5728\u6211\u4eec\u81ea\u5efa\u7684 K12 \u57fa\u51c6\u6d4b\u8bd5\u4e0a\u8d85\u8d8a\u6307\u4ee4\u6a21\u578b 8.2%\uff0c\u5728 MathVerse \u4e0a\u8868\u73b0\u76f8\u5f53\u3002<\/section>\n<section><\/section>\n<section><strong>\u91cd\u8981\u53d1\u73b0<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6781\u7b80\u7684 RL \u8bbe\u8ba1\u8db3\u4ee5\u83b7\u5f97\u51fa\u8272\u6548\u679c\u3002\u5728 instruct \u6a21\u578b\u4e0a\u5b9e\u9a8c\u65f6\uff0c\u6dfb\u52a0 KL \u6563\u5ea6\u4f1a\u9650\u5236\u6a21\u578b\u63a2\u7d22\uff0c\u5bfc\u81f4\u65e0\u6cd5\u89c2\u6d4b\u5230 response length \u7684\u63d0\u9ad8\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-27be454ddcfd53dade05433a672fc874.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-27be454ddcfd53dade05433a672fc874.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u6570\u636e\u9009\u62e9\u5bf9\u4e8e\u7a33\u5b9a RL \u8bad\u7ec3\u5f88\u91cd\u8981\uff01\u57fa\u4e8e\u96be\u5ea6\u7684\u6570\u636e\u8fc7\u6ee4\u7b56\u7565\u5bf9 RL \u8bad\u7ec3\u7a33\u5b9a\u6027\u81f3\u5173\u91cd\u8981\u3002\u5728 8B-instruct \u6a21\u578b\u4e0a\u8fdb\u884c RL \u8bad\u7ec3\u65f6\uff0c\u82e5\u4e0d\u8fdb\u884c\u6570\u636e\u8fc7\u6ee4\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u6781\u5176\u4e0d\u7a33\u5b9a\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-70d2388a979ab6e28718402cbb22e48b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-70d2388a979ab6e28718402cbb22e48b.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u6a21\u578b\u5728 RL \u8bad\u7ec3\u4e2d\u5c55\u73b0\u7c7b\u4f3c DeepSeek-R1 \u7684 aha-moment\uff0c\u7279\u522b\u662f\u6a21\u578b\u4e0d\u4ec5\u5b66\u4f1a\u53cd\u601d\u548c\u56de\u6eaf\uff0c\u8fd8\u5b66\u4f1a\u91cd\u65b0\u5ba1\u89c6\u56fe\u50cf\u4e2d\u7684\u5173\u952e\u4fe1\u606f\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u662f Visual aha-moment \u7684\u5173\u952e\u7279\u5f81\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-06b40d1afbd39d5c96bb3d481404db84.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-06b40d1afbd39d5c96bb3d481404db84.png\"><\/a><\/section>\n<section><strong>\u6211\u4eec\u7684\u6210\u679c<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<ul>\n<li>\n<section>\u65e0\u8bba\u5728 Instruct \u8fd8\u662f Pretrained Model \u4e0a\uff0c\u6211\u4eec\u5747\u5728\u6781\u7b80 RL \u8bbe\u8ba1\u4ee5\u53ca\u6570\u636e\u7b5b\u9009\u7b56\u7565\u4e0b\u5b9e\u73b0\u4e86\u7a33\u5b9a\u7684 Accuracy Reward \u63d0\u5347\u548c Response Length \u63d0\u5347\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-16bd2682fdfcaed777704a1cf9748fe0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-16bd2682fdfcaed777704a1cf9748fe0.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u5728 Instruct \u6a21\u578b\u4e0a\uff0c\u51e0\u4e4e\u5168\u90e8\u4f7f\u7528\u5f00\u6e90\u6570\u636e\uff0850K\uff09\uff0c\u4fbf\u5728\u6240\u6709\u591a\u6a21\u6001\u6570\u5b66\u63a8\u7406\u57fa\u51c6\u4e0a\u53d6\u5f97\u7a33\u5b9a\u63d0\u5347\u3002\u76f8\u6bd4\u5176\u4ed6\u540e\u8bad\u7ec3\u7b56\u7565\uff0c\u6bd4\u5982 MPO\uff081M \u6570\u636e\uff09\u548c CoT SFT\uff0812M \u6570\u636e\uff09\uff0c\u6211\u4eec\u53d1\u73b0\u7b80\u5355\u7684 rule-based RL \u5177\u5907\u6781\u5f3a\u7684\u6570\u636e\u9ad8\u6548\u6027\uff0c\u4f7f\u7528\u51e0\u5341\u5206\u4e4b\u4e00\u7684\u6570\u636e\uff0c\u5e73\u5747\u6027\u80fd\u8d85\u8fc7 MPO\uff0c\u4e0e CoT SFT \u76f8\u5f53\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-91fb8d41f576e50b9b92534517688356.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-91fb8d41f576e50b9b92534517688356.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u5728 Pretrained \u6a21\u578b\u4e0a\u8fdb\u4e00\u6b65\u6316\u6398 RL \u6f5c\u529b\uff0c\u4ec5\u9700 8K \u591a\u6a21\u6001\u6570\u5b66\u63a8\u7406\u6570\u636e\uff0c\u5373\u53ef\u5728\u5965\u6797\u5339\u514b\u6570\u5b66\u6d4b\u8bd5\u96c6\uff08\u90e8\u5206\uff09\u548c K12 \u6570\u5b66\u63a8\u7406\u6d4b\u8bd5\u96c6\u4e0a\uff0c\u8d85\u8fc7\u4f7f\u7528 16.3M \u6570\u636e\u8fdb\u884c SFT \u7684\u6307\u4ee4\u6a21\u578b\u3002\u5728 MathVerse \u4e0a\uff0c\u4e24\u79cd\u6a21\u578b\u8868\u73b0\u4e5f\u76f8\u4f3c\u3002\u6211\u4eec\u4ec5\u4f7f\u7528\u4e86\u6307\u4ee4\u6a21\u578b\u6570\u636e\u91cf\u7684 0.05%\uff0c\u51f8\u663e\u4e86\u5f3a\u5316\u5b66\u4e60\u7684\u5de8\u5927\u6f5c\u529b\uff01<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-13051b9d0b3959f30b531e18efd2d5b3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-13051b9d0b3959f30b531e18efd2d5b3.png\"><\/a><\/section>\n<section><strong>\u5176\u4ed6\u5c1d\u8bd5\u4e0e\u53cd\u601d<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u6211\u4eec\u5728\u590d\u73b0\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u4e86\u8bb8\u591a\u5176\u4ed6\u7684\u5c1d\u8bd5\uff0c\u5728\u6b64\u5206\u4eab\u4e00\u4e9b\u6211\u4eec\u8ba4\u4e3a\u6709\u5e2e\u52a9\uff0c\u4f46\u5e76\u672a\u6210\u529f\u9a8c\u8bc1\u7684\u64cd\u4f5c\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u5e76\u4e0d\u4ee3\u8868\u8fd9\u4e9b\u65b9\u6cd5\u6709\u95ee\u9898\uff0c\u800c\u662f\u9700\u8981\u8fdb\u4e00\u6b65\u63a2\u7d22\u3002<\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>Curriculum Learning\uff1a<\/strong>\u5c3d\u7ba1\u6211\u4eec\u57fa\u4e8e\u96be\u5ea6\u5212\u5206\u6570\u636e\u5e76\u5c1d\u8bd5\u4ece\u6613\u5230\u96be\u8bad\u7ec3\uff0c\u4f46\u672a\u89c2\u5bdf\u5230\u660e\u663e\u6027\u80fd\u63d0\u5347\u3002\u6211\u4eec\u8ba4\u4e3a\u7b80\u5355\u95ee\u9898\u7684\u5b66\u4e60\u96be\u4ee5\u76f4\u63a5\u6cdb\u5316\u5230\u96be\u9898\uff0c\u5982\u4f55\u66f4\u6709\u6548\u5730\u7ec4\u7ec7\u8bfe\u7a0b\u5b66\u4e60\u6570\u636e\u4ecd\u9700\u63a2\u7d22\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f5a3b99c881592f09e99b30bf4d5be00.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f5a3b99c881592f09e99b30bf4d5be00.png\"><\/a><\/section>\n<section><strong>Online Data Filter\uff1a<\/strong>\u6211\u4eec\u5c06\u9884\u5148\u57fa\u4e8e\u96be\u5ea6\u7684\u6570\u636e\u7b5b\u9009\u7b56\u7565\u8bb0\u4e3a Offline Data Filter\u3002\u8fd9\u79cd\u65b9\u6848\u867d\u7136\u53ef\u4ee5\u5e2e\u52a9 RL \u8fdb\u884c\u7a33\u5b9a\u8bad\u7ec3\uff0c\u4f46\u5176\u6570\u636e\u5229\u7528\u7387\u964d\u4f4e\u4e86\uff0c\u56e0\u6b64\u6211\u4eec\u5e0c\u671b\u5728\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u52a8\u6001\u8fdb\u884c\u57fa\u4e8e\u96be\u5ea6\u7684\u6570\u636e\u7b5b\u9009\uff08\u7c7b\u4f3c PRIME\uff09\u3002\u7136\u800c\uff0c\u6211\u4eec\u53d1\u73b0\u8bad\u7ec3\u7ed3\u679c\u4e0d\u5982 offline data filter \u7a33\u5b9a\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u662f\u56e0\u4e3a\u6bcf\u6b21\u66f4\u65b0\u65f6\u7684\u6570\u636e\u91cf\u4e0d\u540c\uff0c\u5bfc\u81f4\u68af\u5ea6\u4e0d\u7a33\u5b9a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e84086b661bb2dd8033b3b9b27244014.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e84086b661bb2dd8033b3b9b27244014.png\"><\/a><\/section>\n<section><strong>Model Size\uff1a<\/strong>\u5c3d\u7ba1\u76ee\u524d\u4e00\u4e9b\u5de5\u4f5c\uff0c\u6bd4\u5982 ORZ\u3001SimpleRL \u5728 7B level \u7684 LLM \u4e0a\u4e5f\u590d\u73b0\u4e86 R1 \u7684\u8868\u73b0\uff0c\u4f46\u6211\u4eec\u5728\u591a\u6a21\u6001\u63a8\u7406\u573a\u666f\u4e0b\uff0c\u96be\u4ee5\u901a\u8fc7 8B \u7684 InternVL Pretrained \u8fdb\u884c\u6210\u529f\u590d\u73b0\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u53d7\u5236\u4e8e\u591a\u6a21\u6001\u63a8\u7406\u6570\u636e\u8d28\u91cf\u4ee5\u53ca\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u6570\u636e\u4e2d\u5f88\u5c11\u5b58\u5728 long CoT \u6570\u636e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-118f9b35a49fcbb4a02cf90d784545f7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-118f9b35a49fcbb4a02cf90d784545f7.png\"><\/a><\/section>\n<section><strong>\u6211\u4eec\u7684\u671f\u671b<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u6211\u4eec\u5f00\u6e90\u4e86\u5168\u5957\u6570\u636e\uff08\u5305\u62ec\u81ea\u52a9\u6536\u96c6\u7684\u9ad8\u8d28\u91cf\u591a\u6a21\u6001 K12 \u6570\u636e\u96c6\uff09\u3001\u4ee3\u7801\u548c\u6a21\u578b\uff0c\u5e76\u53d1\u5e03\u4e86\u8be6\u7ec6\u7684\u6280\u672f\u62a5\u544a\uff0c\u6db5\u76d6\u6240\u6709\u590d\u73b0\u8fc7\u7a0b\u53ca\u672a\u6210\u529f\u7684\u5c1d\u8bd5\u3002\u5e0c\u671b\u6211\u4eec\u7684\u5de5\u4f5c\u80fd\u5e2e\u52a9\u793e\u533a\u5171\u540c\u63a8\u8fdb\u591a\u6a21\u6001\u63a8\u7406\u7684\u53d1\u5c55\uff01\u6211\u4eec\u540c\u6837\u5728\u6301\u7eed\u63a8\u8fdb\u6a21\u578b\u8bad\u7ec3\uff0c\u8bf7\u7ee7\u7eed\u5173\u6ce8\uff01<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a 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[&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 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