{"id":34640,"date":"2025-11-14T17:31:17","date_gmt":"2025-11-14T09:31:17","guid":{"rendered":"http:\/\/192.168.10.115\/?p=34640"},"modified":"2025-11-14T17:31:17","modified_gmt":"2025-11-14T09:31:17","slug":"2025-11-14-%e8%8b%b1%e4%bc%9f%e8%be%be%e4%b8%80%e7%af%87%e9%95%bf%e8%be%be41%e9%a1%b5%e7%9a%84%e8%87%aa%e9%a9%bevla%e6%a1%86%e6%9e%b6%ef%bc%81%e5%9b%a0%e6%9e%9c%e9%93%be%e6%8e%a8%e7%90%86%ef%bc%8c","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/11\/14\/34640\/","title":{"rendered":"2025-11-14 \u82f1\u4f1f\u8fbe\u4e00\u7bc7\u957f\u8fbe41\u9875\u7684\u81ea\u9a7eVLA\u6846\u67b6\uff01\u56e0\u679c\u94fe\u63a8\u7406\uff0c\u5b9e\u8f66\u53ef\u90e8\u7f72\u7b97\u6cd5Alpamayo-R1"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/CkUA8w5dGiYH3vO979UCtA\">https:\/\/mp.weixin.qq.com\/s\/CkUA8w5dGiYH3vO979UCtA<\/a><\/p>\n\n\n\n<p>\u4e00\u7bc7\u957f\u8fbe41\u9875\u7684\u81ea\u52a8\u9a7e\u9a76VLA\u6846\u67b6 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and Action Prediction for Generalizable Autonomous Driving in the Long Tail<\/li>\n\n\n\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2511.00088<\/li>\n\n\n\n<li>\u5f00\u6e90\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/datasets\/nvidia\/PhysicalAI-Autonomous-Vehicles<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e00\u3001\u80cc\u666f\u56de\u987e<\/strong><\/p>\n\n\n\n<p>\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u7684\u53d1\u5c55\u7ecf\u5386\u4e86\u8303\u5f0f\u8f6c\u53d8\uff1a\u4ece\u4f20\u7edf\u7684\u6a21\u5757\u5316\u67b6\u6784\u8f6c\u5411\u7aef\u5230\u7aef\u81ea\u52a8\u9a7e\u9a76\u6846\u67b6\uff0c\u8fd9\u4e00\u8f6c\u53d8\u5df2\u5f97\u5230\u4e1a\u754c\u7684\u5e7f\u6cdb\u8ba4\u53ef\u3002\u4f20\u7edf\u6a21\u5757\u5316\u8bbe\u8ba1\u901a\u8fc7\u4eba\u5de5\u8bbe\u8ba1\u7684\u4e2d\u95f4\u8868\u793a\uff0c\u5c06\u611f\u77e5\u3001\u9884\u6d4b\u4e0e\u89c4\u5212\u6a21\u5757\u660e\u786e\u5206\u79bb\uff1b\u800c\u7aef\u5230\u7aef\u65b9\u6cd5\u5219\u901a\u8fc7\u8054\u5408\u8bad\u7ec3\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u76f4\u63a5\u5c06\u539f\u59cb\u4f20\u611f\u5668\u8f93\u5165\u6620\u5c04\u4e3a\u8f66\u8f86\u8fd0\u52a8\u6307\u4ee4\u3002\u8fd9\u79cd\u4e00\u4f53\u5316\u8bbe\u8ba1\u6d88\u9664\u4e86\u4eba\u5de5\u8bbe\u8ba1\u7684\u63a5\u53e3\uff0c\u652f\u6301\u5927\u89c4\u6a21\u7684\u8054\u5408\u4f18\u5316\u4e0e\u6570\u636e\u9a71\u52a8\u578b\u7b56\u7565\u5b66\u4e60\u3002\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8eTransformer\u7684\u67b6\u6784\u4e0d\u65ad\u53d1\u5c55\uff0c\u7ed3\u5408\u5927\u89c4\u6a21\u9a7e\u9a76\u6570\u636e\u96c6\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u7aef\u5230\u7aef\u9a7e\u9a76\u8303\u5f0f\u7684\u6574\u4f53\u6027\u80fd\u4e0e\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u53d6\u5f97\u4e86\u8fd9\u4e9b\u6210\u679c\uff0c\u5f53\u524d\u7aef\u5230\u7aef\u65b9\u6cd5\u5728\u5904\u7406\u957f\u5c3e\u573a\u666f\u4e0e\u5b89\u5168\u5173\u952e\u573a\u666f\u65f6\u4ecd\u5b58\u5728\u8106\u5f31\u6027\u2014\u2014\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0c\u76d1\u7763\u4fe1\u53f7\u7a00\u758f\u4e14\u9700\u9ad8\u9636\u63a8\u7406\u80fd\u529b\uff0c\u7ed9\u6a21\u578b\u5e26\u6765\u4e86\u91cd\u5927\u6311\u6218\u3002\u56e0\u6b64\uff0c\u73b0\u6709\u7aef\u5230\u7aef\u6a21\u578b\u7684\u80fd\u529b\u4e0e\u5b9e\u73b0\u5177\u5907\u9a7e\u9a76\u4e13\u5c5e\u63a8\u7406\u80fd\u529b\u7684\u7a33\u5065L4\u7ea7\u81ea\u52a8\u9a7e\u9a76\u9700\u6c42\u4e4b\u95f4\uff0c\u4ecd\u5b58\u5728\u663e\u8457\u5dee\u8ddd\u3002<\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6700\u65b0\u8fdb\u5c55\u4e3a\u586b\u8865\u8fd9\u4e00\u63a8\u7406\u5dee\u8ddd\u63d0\u4f9b\u4e86\u6781\u5177\u6f5c\u529b\u7684\u65b9\u5411\u3002LLMs\u5f7b\u5e95\u6539\u53d8\u4e86\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5176\u7f29\u653e\u5b9a\u5f8b\u8868\u660e\uff0c\u968f\u7740\u8ba1\u7b97\u8d44\u6e90\u4e0e\u6570\u636e\u91cf\u7684\u589e\u52a0\uff0c\u6a21\u578b\u6027\u80fd\u4f1a\u5448\u73b0\u53ef\u9884\u6d4b\u7684\u63d0\u5347\u3002\u9664\u8bad\u7ec3\u9636\u6bb5\u7684\u7f29\u653e\u5916\uff0c\u8fd1\u671f\u7684\u524d\u6cbf\u6a21\u578b\uff08\u5982OpenAI\u7684o1\u3001DeepSeek-R1\u7b49\uff09\u8fd8\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u8303\u5f0f\uff1a<strong>inference-time 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class=\"wp-block-list\">\n<li>\uff081\uff09\u901a\u8fc7\u663e\u5f0f\u53cd\u4e8b\u5b9e\u63a8\u7406\u53ca\u8fd0\u884c\u65f6\u5b89\u5168\u4ea4\u53c9\u6821\u9a8c\u4e0e\u76d1\u63a7\uff0c\u63d0\u5347\u5b89\u5168\u6027\uff1b<\/li>\n\n\n\n<li>\uff082\uff09\u901a\u8fc7\u4eba\u7c7b\u53ef\u7406\u89e3\u7684\u51b3\u7b56\u4f9d\u636e\uff0c\u589e\u5f3a\u6a21\u578b\u53ef\u89e3\u91ca\u6027\uff1b<\/li>\n\n\n\n<li>\uff083\uff09\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u8bad\u7ec3\u4fe1\u53f7\uff08\u53ef\u4f5c\u4e3a\u53ef\u9a8c\u8bc1\u5956\u52b1\uff09\uff0c\u4ee5\u63d0\u5347\u957f\u5c3e\u573a\u666f\u4e0b\u7684\u6027\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u4e0e\u89c6\u89c9-\u8bed\u8a00-\u52a8\u4f5c\u6a21\u578b\uff08VLAs\uff09\u5df2\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\uff0c\u4f46\u591a\u6570\u65b9\u6cd5\u8981\u4e48\u7f3a\u4e4f\u663e\u5f0f\u63a8\u7406\u8fc7\u7a0b\uff0c\u8981\u4e48\u91c7\u7528\u81ea\u7531\u5f62\u5f0f\u3001\u65e0\u7ed3\u6784\u5316\u7684\u63a8\u7406\u65b9\u5f0f\u3002\u8fd9\u7c7b\u65b9\u6cd5\u96be\u4ee5\u6cdb\u5316\u5230\u8bad\u7ec3\u5206\u5e03\u4e4b\u5916\u7684\u573a\u666f\uff0c\u5c24\u5176\u5728\u6a21\u7cca\u6216\u7ec4\u5408\u578b\u957f\u5c3e\u573a\u666f\u4e2d\u2014\u2014\u8fd9\u4e9b\u573a\u666f\u4e9f\u9700\u5f3a\u9886\u57df\u5148\u9a8c\u77e5\u8bc6\u7684\u652f\u6491\u3002\u6b64\u5916\uff0c\u82e5\u5c06\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u7684\u63a8\u7406\u89c6\u4e3a\u7eaf\u7cb9\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u95ee\u9898\uff0c\u4f1a\u5ffd\u7565\u9a7e\u9a76\u4efb\u52a1\u56fa\u6709\u7684\u4e30\u5bcc\u7ed3\u6784\u5316\u77e5\u8bc6\uff0c\u4f8b\u5982\u8f66\u9053\u51e0\u4f55\u3001\u4ea4\u901a\u89c4\u5219\u3001\u5730\u56fe\u5148\u9a8c\u3001\u667a\u80fd\u4f53\u4ea4\u4e92\u53ca\u52a8\u6001\u7ea6\u675f\u7b49\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u8ba4\u4e3a\uff0c\u6709\u6548\u7684\u81ea\u52a8\u9a7e\u9a76\u63a8\u7406\u5fc5\u987b\u5177\u5907<strong>\u56e0\u679c\u951a\u5b9a\u80fd\u529b<\/strong>\uff0c\u4e14\u5728\u7ed3\u6784\u4e0a\u4e0e\u9a7e\u9a76\u4efb\u52a1\u5bf9\u9f50\u3002\u63a8\u7406\u8f68\u8ff9\u4e0d\u5e94\u662f\u5197\u957f\u7684\u65e0\u7ed3\u6784\u5316\u53d9\u8ff0\uff0c\u800c\u5e94\u901a\u8fc7\u56e0\u679c\u94fe\u5c06\u89c2\u6d4b\u5230\u7684\u573a\u666f\u8bc1\u636e\u4e0e\u5177\u4f53\u9a7e\u9a76\u51b3\u7b56\u663e\u5f0f\u5173\u8054\uff0c\u4e14\u8fd9\u4e9b\u51b3\u7b56\u9700\u76f4\u63a5\u7ea6\u675f\u6216\u63a7\u5236\u4f4e\u9636\u8f68\u8ff9\u751f\u6210\u3002\u4e0a\u8ff0\u8bbe\u8ba1\u539f\u5219\u786e\u4fdd\uff1a\u63a8\u7406\u4e0d\u4ec5\u662f\u63d0\u5347\u53ef\u89e3\u91ca\u6027\u7684\u9644\u52a0\u7ec4\u4ef6\uff0c\u66f4\u662f\u63d0\u5347\u8bad\u7ec3\u6548\u7387\u4e0e\u95ed\u73af\u9a7e\u9a76\u6027\u80fd\uff08\u5c24\u5176\u5728\u5b89\u5168\u5173\u952e\u578b\u957f\u5c3e\u4e8b\u4ef6\u4e2d\uff09\u7684\u529f\u80fd\u6027\u6838\u5fc3\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u63d0\u51faAlpamayo-R1\uff08AR1\uff09\u2014\u2014\u4e00\u79cd\u6269\u5c55\u81ea\u89c6\u89c9-\u52a8\u4f5c\uff08VA\uff09\u6a21\u578bAlpamayo-VA\u7684VLA\u6a21\u578b\uff0c\u5177\u5907\u7ed3\u6784\u5316\u63a8\u7406\u80fd\u529b\uff0c\u53ef\u8854\u63a5\u63a8\u7406\u4e0e\u52a8\u4f5c\u9884\u6d4b\uff0c\u5b9e\u73b0\u6cdb\u5316\u6027\u81ea\u52a8\u9a7e\u9a76\u3002\u8be5\u6a21\u578b\u901a\u8fc7\u4e09\u5927\u6838\u5fc3\u521b\u65b0\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6784\u5efa\u7ed3\u6784\u5316\u7684<strong>\u56e0\u679c\u94fe\uff08CoC\uff09\u6807\u6ce8\u6846\u67b6<\/strong>\uff1a\u751f\u6210\u4e0e\u9a7e\u9a76\u573a\u666f\u5bf9\u9f50\u3001\u4ee5\u51b3\u7b56\u4e3a\u6838\u5fc3\u4e14\u5177\u5907\u56e0\u679c\u5173\u8054\u7684\u63a8\u7406\u8f68\u8ff9\uff1b\u540c\u65f6\u5f00\u53d1\u201c\u4eba\u673a\u534f\u540c+\u81ea\u52a8\u6807\u6ce8\u201d\u7684\u6df7\u5408\u6d41\u7a0b\uff0c\u652f\u6301\u5927\u89c4\u6a21\u9ad8\u8d28\u91cf\u6570\u636e\u751f\u6210\u3002<\/li>\n\n\n\n<li>\u91c7\u7528\u57fa\u4e8eflow matching\u7684<strong>\u52a8\u4f5c\u4e13\u5bb6\u8f68\u8ff9\u89e3\u7801\u5668<\/strong>\uff1a\u9ad8\u6548\u751f\u6210\u8fde\u7eed\u3001\u591a\u6a21\u6001\u7684\u8f68\u8ff9\u89c4\u5212\u65b9\u6848\uff0c\u65e2\u80fd\u4e0e\u8bed\u8a00\u63a8\u7406\u8f93\u51fa\u5bf9\u9f50\uff0c\u53c8\u80fd\u6ee1\u8db3\u5b9e\u65f6\u63a8\u7406\u9700\u6c42\u3002<\/li>\n\n\n\n<li>\u8bbe\u8ba1<strong>\u591a\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565<\/strong>\uff1a\u4ee5Cosmos-Reason 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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"603\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-132-1024x603.png\" alt=\"\" class=\"wp-image-34662\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-132-1024x603.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-132-300x177.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-132-768x452.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-132.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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665w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111401-300x237.png 300w\" sizes=\"(max-width: 665px) 100vw, 665px\" \/><\/figure>\n\n\n\n<p><strong>VLM\u4e3b\u5e72\u7f51\u7edc\uff1aCosmos-Reason<\/strong><\/p>\n\n\n\n<p>\u672c\u6587\u9009\u7528Cosmos-Reason\u4f5c\u4e3aAR1\u7684VLM\u4e3b\u5e72\u7f51\u7edc\u3002Cosmos-Reason\u662f\u4e13\u4e3a\u7269\u7406\u667a\u80fd\uff08Physical AI\uff09\u5e94\u7528\u8bbe\u8ba1\u7684VLM\uff0c\u901a\u8fc7\u5728370\u4e07\u89c6\u89c9\u95ee\u7b54\uff08VQA\uff09\u6837\u672c\u4e0a\u8fdb\u884c\u540e\u8bad\u7ec3\uff0c\u5177\u5907\u7269\u7406\u5e38\u8bc6\u4e0e\u5177\u8eab\u63a8\u7406\u80fd\u529b\u3002\u8be5\u6a21\u578b\u5305\u542b2.47\u4e07\u6761\u7cbe\u5fc3\u7b5b\u9009\u7684\u9a7e\u9a76\u573a\u666f\u89c6\u9891VQA\u6837\u672c\uff0c\u6db5\u76d6\u573a\u666f\u63cf\u8ff0\u3001\u9a7e\u9a76\u96be\u5ea6\u6807\u6ce8\uff0c\u4ee5\u53ca\u4eceDeepSeek-R1\u84b8\u998f\u5f97\u5230\u7684\u52a8\u4f5c\u9884\u6d4b\u63a8\u7406\u8f68\u8ff9\u3002<\/p>\n\n\n\n<p><strong>\u9886\u57df\u7279\u5b9a\u6709\u76d1\u7763\u5fae\u8c03\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e3a\u8fdb\u4e00\u6b65\u589e\u5f3aCosmos-Reason\u5728\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u4e2d\u7684\u90e8\u7f72\u80fd\u529b\uff0c\u672c\u6587\u6784\u5efa\u4e86\u8986\u76d6\u591a\u4e2a\u7269\u7406\u667a\u80fd\u9886\u57df\u7684\u8865\u5145\u6570\u636e\u96c6\uff0c\u5305\u62ec\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u4eba\u3001\u533b\u7597\u5065\u5eb7\u3001\u667a\u6167\u57ce\u5e02\u3001\u5236\u9020\u4e1a\u3001\u96f6\u552e\u4e1a\u4e0e\u7269\u6d41\u3002\u8fd9\u79cd\u8de8\u9886\u57df\u7269\u7406\u667a\u80fd\u9884\u8bad\u7ec3\u4f7f\u6a21\u578b\u80fd\u591f\u5f62\u6210\u901a\u7528\u7684\u7269\u7406\u5e38\u8bc6\u4e0e\u5177\u8eab\u63a8\u7406\u80fd\u529b\uff0c\u5e76\u8fc1\u79fb\u5230\u9a7e\u9a76\u573a\u666f\u4e2d\u3002\u9488\u5bf9\u81ea\u52a8\u9a7e\u9a76\u4efb\u52a1\uff0c\u672c\u6587\u989d\u5916\u589e\u52a0\u4e8610\u4e07\u6761\u8bad\u7ec3\u6837\u672c\uff0c\u5305\u542b\u73af\u5883\u5173\u952e\u76ee\u6807\u6807\u6ce8\u4e0e\u52a8\u4f5c\u63a8\u7406\u5185\u5bb9\u3002<\/p>\n\n\n\n<p><strong>\u9a7e\u9a76\u5bfc\u5411\u7684\u6570\u636e\u6784\u5efa\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e3a\u5e73\u8861\u6807\u6ce8\u8d28\u91cf\u4e0e\u89c4\u6a21\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86\u4e92\u8865\u7684\u6807\u6ce8\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u6807\u6ce8\u6570\u636e<\/strong>\uff1a\u6db5\u76d6\u5168\u9762\u7684\u6807\u6ce8\u5185\u5bb9\uff0c\u5305\u62ec\u8fd0\u884c\u8bbe\u8ba1\u57df\uff08\u5929\u6c14\u3001\u5149\u7167\u3001\u8def\u51b5\uff09\u3001\u4ea4\u901a\u89c4\u5219\uff08\u7ea2\u7eff\u706f\u3001\u4ea4\u901a\u6807\u5fd7\uff09\u3001\u81ea\u8f66\u884c\u4e3a\uff08\u4ea4\u4e92\u6027\u4e0e\u975e\u4ea4\u4e92\u6027\u5143\u52a8\u4f5c\uff09\u3001\u5f71\u54cd\u81ea\u8f66\u884c\u4e3a\u7684\u5173\u952e\u76ee\u6807\uff0c\u4ee5\u53ca\u89c2\u6d4b\u64cd\u4f5c\u80cc\u540e\u7684\u56e0\u679c\u63a8\u7406\u3002\u8fd9\u4e9b\u6807\u6ce8\u53ef\u63d0\u5347\u6a21\u578b\u5728\u590d\u6742\u9a7e\u9a76\u573a\u666f\u4e2d\u7684\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52a8\u6807\u6ce8\u6570\u636e<\/strong>\uff1a\u805a\u7126\u81ea\u8f66\u884c\u4e3a\u63a8\u7406\u4e0e\u9884\u6d4b\uff0c\u901a\u8fc7\u5411\u6559\u5e08VLM\uff08\u5982Qwen3-VL\uff08Qwen Team, 2025\uff09\uff09\u8f93\u5165\u9a7e\u9a76\u4e13\u5c5e\u5148\u9a8c\u77e5\u8bc6\uff08\u5305\u542b\u7eb5\u5411\u3001\u6a2a\u5411\u3001\u8f66\u9053\u76f8\u5173\u5143\u52a8\u4f5c\u53ca\u901f\u5ea6\u4fe1\u606f\uff09\u751f\u6210\u6807\u6ce8\u3002\u8fd9\u79cd\u53ef\u6269\u5c55\u7684\u65b9\u6cd5\u80fd\u589e\u5f3a\u6a21\u578b\u7684\u9884\u6d4b\u63a8\u7406\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7279\u5b9a\u9886\u57df\u9002\u914d<\/strong><\/p>\n\n\n\n<p>\u5c3d\u7ba1Cosmos-Reason\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\uff0c\u4f46\u8981\u5b9e\u73b0\u5b9e\u9645\u81ea\u52a8\u9a7e\u9a76\u90e8\u7f72\uff0c\u4ecd\u9700\u89e3\u51b3\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u591a\u6444\u50cf\u5934\u3001\u591a\u65f6\u95f4\u6b65\u8f93\u5165\u7684\u9ad8\u6548\u89c6\u89c9\u7f16\u7801\uff0c\u4ee5\u53ca\u5b9e\u65f6\u63a7\u5236\u6240\u9700\u7684\u7cbe\u51c6\u8f68\u8ff9\u89e3\u7801\u3002\u4ee5\u4e0b\u5c0f\u8282\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u9488\u5bf9\u8fd9\u4e9b\u6311\u6218\u8bbe\u8ba1\u7684\u9886\u57df\u4e13\u7528\u7ec4\u4ef6\u3002<\/p>\n\n\n\n<p><strong>\u89c6\u89c9\u7f16\u7801<\/strong><\/p>\n\n\n\n<p>\u5728VLM\u4e2d\uff0c\u89c6\u89c9\u7f16\u7801\u5668\u7684\u6838\u5fc3\u4f5c\u7528\u662f\u5c06\u8f93\u5165\u56fe\u50cf\u8f6c\u6362\u4e3atoken\u6d41\uff0c\u4f9b\u540e\u7eedLLM\u4e3b\u5e72\u7f51\u7edc\u5904\u7406\u3002\u7136\u800c\uff0c\u7531\u4e8eVLA\u9700\u90e8\u7f72\u5728\u5b9e\u8f66\u4e0a\uff0c\u5176\u89c6\u89c9\u7f16\u7801\u5668\u7684\u5173\u952e\u8981\u6c42\u662f\uff1a\u5728\u4fdd\u7559\u73af\u5883\u76f8\u5173\u8bed\u4e49\u4fe1\u606f\u7684\u524d\u63d0\u4e0b\uff0c\u5c3d\u53ef\u80fd\u51cf\u5c11\u751f\u6210\u7684token\u6570\u91cf\u3002\u76ee\u524d\u5df2\u6709\u591a\u79cd\u89c6\u89c9token\u5316\u65b9\u6cd5\uff0c\u5176\u4e3b\u8981\u5dee\u5f02\u5728\u4e8e\u6bcf\u6b21\u63a8\u7406\u6b65\u9aa4\u7684\u4fe1\u606f\u7f16\u7801\u91cf\uff08\u5373\u591a\u5c11\u56fe\u50cf\u88ab\u538b\u7f29\u4e3a\u591a\u5c11token\uff09\u53ca\u76f8\u5173\u67b6\u6784\u8bbe\u8ba1\u3002<\/p>\n\n\n\n<p>\u672c\u8282\u5c06\u8ba8\u8bbaAR1\u53ef\u91c7\u7528\u7684\u4e0d\u540c\u89c6\u89c9\u7f16\u7801\u5668\u53ca\u5176\u6743\u8861\u5173\u7cfb\uff0c\u540c\u65f6\u63a2\u8ba8\u8fdb\u4e00\u6b65\u538b\u7f29token\u6570\u91cf\u7684\u65b9\u6cd5\uff0c\u4ee5\u5b9e\u73b0\u66f4\u5927\u4e3b\u5e72\u7f51\u7edc\u7684\u5b9e\u65f6\u8f66\u8f7d\u63a8\u7406\u3002<\/p>\n\n\n\n<p><strong>\u5355\u56fe\u50cftoken\u5316\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"671\" height=\"206\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111402.png\" alt=\"\" class=\"wp-image-34664\" style=\"width:891px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111402.png 671w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111402-300x92.png 300w\" sizes=\"(max-width: 671px) 100vw, 671px\" \/><\/figure>\n\n\n\n<p><strong>\u591a\u6444\u50cf\u5934token\u5316\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"671\" height=\"416\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111403.png\" alt=\"\" class=\"wp-image-34665\" style=\"width:891px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111403.png 671w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111403-300x186.png 300w\" sizes=\"(max-width: 671px) 100vw, 671px\" \/><\/figure>\n\n\n\n<p><strong>\u591a\u6444\u50cf\u5934\u89c6\u9891token\u5316\uff1a<\/strong><\/p>\n\n\n\n<p>\u5c3d\u7ba1\u4e0a\u8ff0\u65b9\u6cd5\u5df2\u5927\u5e45\u51cf\u5c11\u4f20\u611f\u5668\u89c2\u6d4b\u6240\u9700\u7684token\u6570\u91cf\uff0c\u4f46\u4ecd\u6709\u4e24\u4e2a\u6838\u5fc3\u65b9\u5411\u53ef\u8fdb\u4e00\u6b65\u63d0\u5347\u6548\u7387\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uff081\uff09\u65f6\u5e8f\u4fe1\u606f\u5229\u7528\uff1a\u5e27\u95f4\u4fe1\u606f\u5b58\u5728\u5197\u4f59\uff0c\u53ef\u901a\u8fc7\u65f6\u5e8f\u5efa\u6a21\u51cf\u5c11token\u6570\u91cf\uff1b<\/li>\n\n\n\n<li>\uff082\uff09\u7a81\u7834\u7ed3\u6784\u5316\u7279\u5f81\u8868\u793a\u7684\u6027\u80fd\u4e0a\u9650\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0cAR1\u8fd8\u652f\u6301\u591a\u6444\u50cf\u5934\u89c6\u9891tokenizer\uff0c\u53ef\u76f4\u63a5\u5bf9\u591a\u65f6\u95f4\u6b65\u7684\u591a\u6444\u50cf\u5934\u89c2\u6d4b\u5e8f\u5217\u8fdb\u884c\u7f16\u7801\u3002\u4f8b\u5982\uff0cFlex\u901a\u8fc7\u5168\u81ea\u6ce8\u610f\u529b\u5c42\u4e0e\u56fa\u5b9a\u67e5\u8be2\u5411\u91cf\u96c6\uff0c\u5bf9\u591a\u6444\u50cf\u5934\u3001\u591a\u65f6\u95f4\u6b65\u7684\u56fe\u50cftoken\u8fdb\u884c\u538b\u7f29\uff0c\u63d0\u4f9b\u4e86\u63a7\u5236\u4fe1\u606f\u74f6\u9888\u89c4\u6a21\u7684\u663e\u5f0f\u673a\u5236\u3002\u8be5\u65b9\u6cd5\u76f8\u8f83\u4e8e\u5355\u56fe\u50cftoken\u5316\uff0ctoken\u538b\u7f29\u7387\u6700\u9ad8\u53ef\u8fbe20\u500d\uff0c\u540c\u65f6\u4ecd\u80fd\u4fdd\u6301\u751a\u81f3\u63d0\u5347\u4e0b\u6e38\u9a7e\u9a76\u6307\u6807\u3002<\/p>\n\n\n\n<p><strong>token\u538b\u7f29\u7684\u5176\u4ed6\u65b9\u5411\uff1a<\/strong><\/p>\n\n\n\n<p>\u9664\u4e0a\u8ff0token\u5316\u7b56\u7565\u5916\uff0c\u8fd8\u6709\u591a\u79cd\u8865\u5145\u65b9\u6cd5\u53ef\u8fdb\u4e00\u6b65\u51cf\u5c11token\u6570\u91cf\u3002\u4f8b\u5982\uff0cSparseVILA\u63d0\u51fa\u7684\u8bad\u7ec3\u540etoken\u526a\u679d\u6280\u672f\uff0c\u53ef\u5728\u63a8\u7406\u65f6\u52a8\u6001\u8bc6\u522b\u5e76\u79fb\u9664\u5197\u4f59token\uff0c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\uff0c\u4e3a\u5df2\u8bad\u7ec3\u6a21\u578b\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u63d0\u4f9b\u4e86\u5b9e\u7528\u8def\u5f84\u3002\u8fd9\u4e9b\u65b9\u6cd5\u4e3aAR1\u5411\u66f4\u5927\u4e3b\u5e72\u7f51\u7edc\u6269\u5c55\u3001\u540c\u65f6\u4fdd\u6301\u5b9e\u65f6\u6027\u80fd\u63d0\u4f9b\u4e86\u6f5c\u5728\u65b9\u5411\u3002<\/p>\n\n\n\n<p><strong>\u8f68\u8ff9\u89e3\u7801<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"669\" height=\"706\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111404.png\" alt=\"\" class=\"wp-image-34666\" style=\"width:891px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111404.png 669w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111404-284x300.png 284w\" sizes=\"(max-width: 669px) 100vw, 669px\" \/><\/figure>\n\n\n\n<p><strong>\u5c0f\u7ed3<\/strong><\/p>\n\n\n\n<p>\u672c\u8282\u8be6\u7ec6\u9610\u8ff0\u4e86\u5c06VLMs\u7cfb\u7edf\u9002\u914d\u4e3a\u81ea\u52a8\u9a7e\u9a76\u7b56\u7565VLA\u7684\u4e24\u4e2a\u6838\u5fc3\u8bbe\u8ba1\u7ef4\u5ea6\uff08\u89c6\u89c9\u7f16\u7801\u4e0e\u52a8\u4f5c\u89e3\u7801\uff09\u3002\u5728\u540e\u7eed\u7ae0\u8282\u4e2d\uff0c\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u6570\u636e\u6d41\u7a0b\u6784\u5efa\u4e0e\u8bad\u7ec3\u7b56\u7565\u8bbe\u8ba1\u2014\u2014\u8fd9\u4e24\u90e8\u5206\u5171\u540c\u8d4b\u4e88\u6a21\u578b\u66f4\u5f3a\u7684\u63a8\u7406\u4e0e\u5bf9\u9f50\u80fd\u529b\uff0c\u4ece\u800c\u63d0\u5347\u5176\u5728\u957f\u5c3e\u4e8b\u4ef6\u4e2d\u7684\u7a33\u5065\u6027\u3002<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u56e0\u679c\u94fe\u6570\u636e\u96c6\uff1a\u5b66\u4e60\u57fa\u4e8e\u56e0\u679c\u63a8\u7406\u7684VLA<\/strong><\/p>\n\n\n\n<p>\u8981\u4f7f\u63a8\u7406\u578bVLA\u6a21\u578b\u80fd\u591f\u89e3\u91ca\u9a7e\u9a76\u52a8\u4f5c\u7684\u539f\u56e0\u5e76\u63d0\u5347\u8f68\u8ff9\u7ea7\u6027\u80fd\uff0c\u63a8\u7406\u6570\u636e\u9700\u4e0e\u81ea\u8f66\u8f68\u8ff9\u7d27\u5bc6\u5173\u8054\u3002\u7136\u800c\uff0c\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u73b0\u6709\u7684\u601d\u7ef4\u94fe\uff08CoT\uff09\u63a8\u7406\u6570\u636e\u96c6\u666e\u904d\u5b58\u5728\u82e5\u5e72\u5c40\u9650\uff08\u5982\u56fe2\u6240\u793a\uff09\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uff081\uff09\u884c\u4e3a\u63cf\u8ff0\u6a21\u7cca\uff1a\u81ea\u7531\u5f62\u5f0f\u7684CoT\u6807\u6ce8\u53ef\u80fd\u65e0\u6cd5\u660e\u786e\u6307\u5b9a\u5177\u4f53\u9a7e\u9a76\u52a8\u4f5c\uff0c\u6216\u9009\u7528\u4e0e\u81ea\u8f66\u8f68\u8ff9\u5173\u8054\u6027\u8f83\u5f31\u7684\u8868\u8ff0\uff1b<\/li>\n\n\n\n<li>\uff082\uff09\u63a8\u7406\u6d41\u4e8e\u8868\u9762\uff1a\u90e8\u5206\u63a8\u7406\u8f68\u8ff9\u4ec5\u63cf\u8ff0\u573a\u666f\u89c2\u6d4b\u6216\u5047\u8bbe\u6027\u56e0\u7d20\uff0c\u4e0e\u81ea\u8f66\u884c\u4e3a\u7f3a\u4e4f\u76f4\u63a5\u56e0\u679c\u5173\u8054\uff0c\u5bf9\u63d0\u5347\u8bad\u7ec3\u540e\u9a7e\u9a76\u6027\u80fd\u7684\u5e2e\u52a9\u6709\u9650\uff1b<\/li>\n\n\n\n<li>\uff083\uff09\u56e0\u679c\u6df7\u6dc6\uff1a\u63a8\u7406\u8f68\u8ff9\u53ef\u80fd\u5305\u542b\u672a\u6765\u65f6\u95f4\u7a97\u53e3\u4e2d\u7684\u56e0\u679c\u56e0\u7d20\uff0c\u800c\u8fd9\u4e9b\u56e0\u7d20\u5728\u6a21\u578b\u8bad\u7ec3\u65f6\u5e76\u4e0d\u53ef\u89c2\u6d4b\u3002\u8fd9\u4e00\u95ee\u9898\u6e90\u4e8e\u6807\u6ce8\u8fc7\u7a0b\u5e38\u66b4\u9732\u5b8c\u6574\u89c6\u9891\uff0c\u672a\u533a\u5206\u5386\u53f2\u4e0e\u672a\u6765\u7247\u6bb5\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"712\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-133-1024x712.png\" alt=\"\" class=\"wp-image-34667\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-133-1024x712.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-133-300x209.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-133-768x534.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-133.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e00\u79cd\u6807\u6ce8\u6846\u67b6\uff0c\u53ef\u5728\u63a8\u7406\u8f68\u8ff9\u4e2d\u5f3a\u5236\u52a0\u5165\u663e\u5f0f\u56e0\u679c\u7ed3\u6784\u3002\u9996\u5148\uff0c\u672c\u6587\u5b9a\u4e49\u4e86\u4e00\u5957\u5168\u9762\u7684\u9ad8\u9636\u9a7e\u9a76\u51b3\u7b56\u96c6\u5408\uff0c\u8fd9\u4e9b\u51b3\u7b56\u4e0e\u4f4e\u9636\u81ea\u8f66\u8f68\u8ff9\u76f4\u63a5\u5bf9\u5e94\uff1b\u6bcf\u4e2a\u63a8\u7406\u8f68\u8ff9\u5747\u5173\u8054\u4e00\u4e2a\u663e\u5f0f\u9a7e\u9a76\u51b3\u7b56\uff0c\u5e76\u4ec5\u5305\u542b\u9a71\u52a8\u8be5\u51b3\u7b56\u7684\u56e0\u679c\u56e0\u7d20\u3002\u901a\u8fc7\u7cbe\u5fc3\u9009\u62e9\u5173\u952e\u5e27\u4ee5\u5206\u5272\u89c6\u9891\u7684\u5386\u53f2\u4e0e\u672a\u6765\u7247\u6bb5\uff0c\u786e\u4fdd\u6240\u6709\u56e0\u679c\u56e0\u7d20\u5747\u6765\u81ea\u53ef\u89c2\u6d4b\u7684\u5386\u53f2\u7a97\u53e3\uff0c\u4ece\u800c\u907f\u514d\u56e0\u679c\u6df7\u6dc6\u3002\u8be5\u8bbe\u8ba1\u786e\u4fdd\u6bcf\u4e2a\u63a8\u7406\u8f68\u8ff9\u5747\u4ee5\u51b3\u7b56\u4e3a\u6838\u5fc3\u4e14\u5177\u5907\u56e0\u679c\u5173\u8054\uff0c\u6355\u6349\u7b80\u6d01\u53ef\u89e3\u91ca\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u800c\u975e\u5197\u957f\u7684\u63cf\u8ff0\u6027\u53d9\u8ff0\u3002\u7531\u6b64\u6784\u5efa\u7684\u6570\u636e\u96c6\u79f0\u4e3a\u201c\u56e0\u679c\u94fe\uff08Chain of Causation, CoC\uff09\u6570\u636e\u96c6\u201d\uff0c\u53ef\u4e3a\u5b66\u4e60\u51b3\u7b56\u56e0\u679c\u6027\u63d0\u4f9b\u6e05\u6670\u76d1\u7763\uff0c\u4f7f\u63a8\u7406\u578bVLA\u5728\u8f66\u8f7d\u63a8\u7406\u65f6\u80fd\u9ad8\u6548\u63a8\u7406\u7279\u5b9a\u9a7e\u9a76\u52a8\u4f5c\u7684\u539f\u56e0\u3002\u56fe3\u5c55\u793a\u4e86\u8be5\u6807\u6ce8\u6d41\u7a0b\u7684\u6574\u4f53\u6846\u67b6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"719\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-134-1024x719.png\" alt=\"\" class=\"wp-image-34668\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-134-1024x719.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-134-300x211.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-134-768x539.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-134.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u7ed3\u6784\u5316\u56e0\u679c\u94fe<\/strong><\/p>\n\n\n\n<p>\u4e3a\u63d0\u9ad8\u6807\u6ce8\u6548\u7387\uff0c\u672c\u6587\u63d0\u51fa\u7684\u6807\u6ce8\u6846\u67b6\u5c06\u6bcf\u4e2a\u6570\u636e\u6837\u672c\u5206\u89e3\u4e3a\u4e09\u4e2a\u7ed3\u6784\u5316\u7ec4\u4ef6\uff1a\u9a7e\u9a76\u51b3\u7b56\u3001\u56e0\u679c\u56e0\u7d20\uff08\u5173\u952e\u7ec4\u4ef6\uff09\u4e0e\u7ec4\u5408CoC\u8f68\u8ff9\u3002\u56e0\u6b64\uff0c\u6bcf\u4e2a\u6570\u636e\u5b9e\u4f8b\u5747\u6784\u6210\u5305\u542b\u8fd9\u4e09\u4e2a\u7ec4\u4ef6\u7684\u7ed3\u6784\u5316CoC\u6837\u672c\u3002<\/p>\n\n\n\n<p><strong>\u9a7e\u9a76\u51b3\u7b56\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e3a\u786e\u4fddCoC\u6570\u636e\u4ee5\u51b3\u7b56\u4e3a\u6838\u5fc3\uff0c\u672c\u6587\u5b9a\u4e49\u4e86\u4e00\u5957\u5c01\u95ed\u7684\u9ad8\u9636\u9a7e\u9a76\u51b3\u7b56\u96c6\u5408\uff08\u5982\u88681\u6240\u793a\uff09\u3002\u6bcf\u4e2a\u89c6\u9891\u7247\u6bb5\u6700\u591a\u6807\u6ce8\u4e00\u4e2a\u7eb5\u5411\u51b3\u7b56\u4e0e\u4e00\u4e2a\u6a2a\u5411\u51b3\u7b56\uff08\u6216\u67d0\u4e00\u7ef4\u5ea6\u4e3a\u201c\u65e0\u201d\uff09\uff0c\u5bf9\u5e94\u5173\u952e\u63a8\u7406\u65f6\u523b\u540e\u81ea\u8f66\u6267\u884c\u7684\u9996\u4e2a\u52a8\u4f5c\u3002\u8fd9\u5957\u6807\u51c6\u5316\u51b3\u7b56\u96c6\u5408\u4e0e\u4f4e\u9636\u8f68\u8ff9\u76f4\u63a5\u5bf9\u9f50\uff0c\u6d88\u9664\u4e86\u5bf9\u9a7e\u9a76\u884c\u4e3a\u7684\u81ea\u7531\u5f62\u5f0f\u6a21\u7cca\u63cf\u8ff0\uff0c\u786e\u4fdd\u6bcf\u4e2a\u63a8\u7406\u8f68\u8ff9\u5747\u80fd\u660e\u786e\u6307\u5b9a\u6240\u6267\u884c\u7684\u51b3\u7b56\u3002\u4e3a\u4fdd\u8bc1\u8bed\u8a00\u4e00\u81f4\u6027\u4e0e\u591a\u6837\u6027\uff0c\u6700\u7ec8CoC\u63a8\u7406\u8f68\u8ff9\u91c7\u7528\u4e0e\u8fd9\u4e9b\u9a7e\u9a76\u51b3\u7b56\u5bf9\u9f50\u7684\u7b80\u6d01\u52a8\u8bcd\u96c6\u5408\u6784\u5efa\u3002<\/p>\n\n\n\n<p><strong>\u88681 \u7528\u4e8e\u5c06\u63a8\u7406\u8f68\u8ff9\u951a\u5b9a\u5230\u663e\u5f0f\u63a7\u5236\u610f\u56fe\u7684\u5c01\u95ed\u96c6\u9a7e\u9a76\u51b3\u7b56\uff08\u7eb5\u5411\u4e0e\u6a2a\u5411\uff09<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"869\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-135-1024x869.png\" alt=\"\" class=\"wp-image-34669\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-135-1024x869.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-135-300x255.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-135-768x652.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-135.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u5173\u952e\u7ec4\u4ef6\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e0e\u95ed\u96c6\u9a7e\u9a76\u51b3\u7b56\u4e0d\u540c\uff0c\u56e0\u679c\u56e0\u7d20\u5b9a\u4e49\u4e3a\u5f00\u653e\u96c6\uff0c\u5176\u7c7b\u522b\u4e0e\u793a\u4f8b\u5c5e\u6027\u5982\u88682\u6240\u793a\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5141\u8bb8\u4eba\u5de5\u6807\u6ce8\u8005\u6216\u81ea\u52a8\u6807\u6ce8\u6d41\u7a0b\u7075\u6d3b\u6307\u5b9a\u4ec5\u5f71\u54cd\u9a7e\u9a76\u51b3\u7b56\u7684\u5173\u952e\u5143\u7d20\uff0c\u540c\u65f6\u4fdd\u6301\u8f93\u51fa\u7ed3\u6784\u5316\u3002<\/p>\n\n\n\n<p><strong>\u88682 \u53ef\u80fd\u4f5c\u4e3a\u9a7e\u9a76\u51b3\u7b56\u56e0\u679c\u56e0\u7d20\u7684\u5173\u952e\u7ec4\u4ef6\u7c7b\u522b\u4e0e\u793a\u4f8b\u5c5e\u6027<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"274\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-136-1024x274.png\" alt=\"\" class=\"wp-image-34670\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-136-1024x274.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-136-300x80.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-136-768x206.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-136.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u7ec4\u5408CoC\u8f68\u8ff9\uff1a<\/strong><\/p>\n\n\n\n<p>\u786e\u5b9a\u9a7e\u9a76\u51b3\u7b56\u4e0e\u5173\u952e\u7ec4\u4ef6\u540e\uff0c\u9700\u5c06\u5176\u4ee5\u81ea\u7136\u8bed\u8a00\u7ec4\u7ec7\u4e3a\u8fde\u8d2f\u7684CoC\u63a8\u7406\u8f68\u8ff9\uff0c\u6355\u6349\u6240\u9009\u51b3\u7b56\u80cc\u540e\u7684\u56e0\u679c\u903b\u8f91\u3002\u7531\u6b64\uff0c\u7ed3\u6784\u5316CoC\u534f\u8bae\u53ef\u786e\u4fdd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uff081\uff09\u51b3\u7b56\u951a\u5b9a\uff1a\u6bcf\u4e2a\u63a8\u7406\u8f68\u8ff9\u5747\u951a\u5b9a\u4e8e\u5173\u952e\u65f6\u523b\u7684\u5355\u4e00\u663e\u5f0f\u51b3\u7b56\uff1b<\/li>\n\n\n\n<li>\uff082\uff09\u56e0\u679c\u5c40\u90e8\u6027\uff1a\u6240\u6709\u8bc1\u636e\u5747\u6765\u81ea\u89c2\u6d4b\u5386\u53f2\u7a97\u53e3\uff1b<\/li>\n\n\n\n<li>\uff083\uff09\u6807\u6ce8\u7ecf\u6d4e\u6027\uff1a\u4ec5\u5305\u542b\u4e0e\u51b3\u7b56\u76f8\u5173\u7684\u56e0\u7d20\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6570\u636e\u7b5b\u9009<\/strong><\/p>\n\n\n\n<p>\u5728\u5b9a\u4e49\u4e86CoC\u7684\u7ed3\u6784\u5316\u7ec4\u4ef6\uff08\u9a7e\u9a76\u51b3\u7b56\u3001\u5173\u952e\u7ec4\u4ef6\u3001\u7ec4\u5408CoC\u8f68\u8ff9\uff09\u540e\uff0c\u4e0b\u4e00\u6b65\u9700\u786e\u5b9a\u4f55\u65f6\u5bf9\u8fd9\u4e9b\u63a8\u7406\u6570\u636e\u8fdb\u884c\u6807\u6ce8\u3002\u5e76\u975e\u6240\u6709\u89c6\u9891\u7247\u6bb5\u90fd\u9700\u6807\u6ce8\uff0c\u4ec5\u5728\u53ef\u660e\u786e\u5efa\u7acb\u89c2\u6d4b\u56e0\u7d20\u4e0e\u81ea\u8f66\u540e\u7eed\u51b3\u7b56\u95f4\u56e0\u679c\u5173\u8054\u7684\u65f6\u523b\u89e6\u53d1\u6807\u6ce8\u3002\u56e0\u6b64\uff0c\u672c\u6587\u6570\u636e\u6807\u6ce8\u6846\u67b6\u7684\u6838\u5fc3\u73af\u8282\u662f\u6570\u636e\u7b5b\u9009\u2014\u2014\u5373\u8bc6\u522b\u8fd9\u4e9b\u5173\u952e\u63a8\u7406\u65f6\u523b\u3002<\/p>\n\n\n\n<p><strong>\u7247\u6bb5\u9009\u62e9\uff1a<\/strong><\/p>\n\n\n\n<p>\u672c\u6587\u9009\u62e9\u5305\u542b\u663e\u5f0f\u9a7e\u9a76\u51b3\u7b56\u7684\u7247\u6bb5\u7528\u4e8eCoC\u6570\u636e\u96c6\u6807\u6ce8\uff0c\u907f\u514d\u9009\u62e9\u56e0\u679c\u4fe1\u606f\u6709\u9650\u7684\u4f4e\u4fe1\u53f7\u7247\u6bb5\u3002\u8fd9\u4e9b\u7247\u6bb5\u5206\u4e3a\u4e24\u7c7b\u573a\u666f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uff081\uff09<strong>\u53cd\u5e94\u578b\u573a\u666f<\/strong>\uff1a\u81ea\u8f66\u9700\u9488\u5bf9\u7279\u5b9a\u4e8b\u4ef6\u7acb\u5373\u8c03\u6574\u884c\u4e3a\uff0c\u4f8b\u5982\u4e3a\u524d\u65b9\u8f66\u8f86\u6216\u7ea2\u706f\u505c\u8f66\u3001\u8c03\u6574\u6a2a\u5411\u4f4d\u7f6e\u4ee5\u4e0e\u9644\u8fd1\u969c\u788d\u7269\/\u5371\u9669\u4fdd\u6301\u95f4\u8ddd\uff1b<\/li>\n\n\n\n<li>\uff082\uff09<strong>\u4e3b\u52a8\u578b\u573a\u666f<\/strong>\uff1a\u81ea\u8f66\u65e0\u9700\u7acb\u5373\u53cd\u5e94\uff0c\u4f46\u9700\u4e3b\u52a8\u8bc4\u4f30\u5e76\u9884\u5224\u6f5c\u5728\u64cd\u4f5c\u8c03\u6574\u9700\u6c42\uff08\u56e0\u524d\u65b9\u9053\u8def\u4e8b\u4ef6\u6216\u969c\u788d\u7269\uff09\u3002\u4f8b\u5982\uff0c\u81ea\u8f66\u6536\u5230\u53d8\u9053\u5bfc\u822a\u6307\u4ee4\uff0c\u4f46\u76ee\u6807\u8f66\u9053\u65e0\u8db3\u591f\u7a7a\u95f4\uff0c\u9700\u6301\u7eed\u5bfb\u9699\u4e0e\u8bc4\u4f30\u7a7a\u95f4\u4ee5\u51c6\u5907\u53d8\u9053\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u672c\u6587\u91c7\u7528\u57fa\u4e8e\u89c4\u5219\u7684\u65b9\u6cd5\u8bc6\u522b\u5404\u7c7b\u573a\u666f\u5bf9\u5e94\u7684\u7247\u6bb5\uff0c\u5e76\u5e73\u8861\u5404\u7c7b\u573a\u666f\u7684\u7247\u6bb5\u6570\u91cf\u4ee5\u786e\u4fdd\u6570\u636e\u96c6\u591a\u6837\u6027\u3002\u88683\u63d0\u4f9b\u4e86\u573a\u666f\u7684\u8be6\u7ec6\u5b9a\u4e49\u3002<\/p>\n\n\n\n<p><strong>\u5173\u952e\u5e27\u6807\u6ce8\uff1a<\/strong><\/p>\n\n\n\n<p>\u6bcf\u4e2a\u539f\u59cb\u7247\u6bb5\u5305\u542b20\u79d2\u6570\u636e\uff0c\u5728\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u5747\u91c7\u7528\u201c2\u79d2\u5386\u53f2\u9884\u6d4b6\u79d2\u672a\u6765\u201d\u7684\u914d\u7f6e\u4e0b\uff0c\u53ef\u751f\u6210\u591a\u4e2a\u8bad\u7ec3\u6837\u672c\u3002\u56e0\u6b64\uff0c\u4e3aCoC\u6807\u6ce8\u9009\u62e9\u5173\u952e\u5e27\u5bf9\u6700\u5927\u5316\u51b3\u7b56\u56e0\u679c\u6e05\u6670\u5ea6\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u53cd\u5e94\u578b\u573a\u666f\uff0c\u5173\u952e\u5e27\u901a\u5e38\u9009\u62e9\u5728\u81ea\u8f66\u542f\u52a8\u4e0e\u9a7e\u9a76\u51b3\u7b56\u5bf9\u5e94\u7684\u884c\u4e3a\u53d8\u5316\u524d\u7ea60.5\u79d2\uff08\u77ed\u65f6\u95f4\u7f13\u51b2\uff09\u3002\u5728\u8be5\u5173\u952e\u5e27\u5904\uff0c\u81ea\u8f66\u5df2\u5728\u4e4b\u524d2\u79d2\u5386\u53f2\u7a97\u53e3\u4e2d\u79ef\u7d2f\u4e86\u8db3\u591f\u89c2\u6d4b\u8bc1\u636e\uff0c\u53ef\u652f\u6491\u5373\u5c06\u6267\u884c\u7684\u52a8\u4f5c\uff0c\u6709\u6548\u907f\u514d\u56e0\u679c\u6df7\u6dc6\u3002\u7531\u4e8e\u5173\u952e\u5e27\u4f4d\u4e8e\u51b3\u7b56\u65f6\u523b\u76f4\u524d\uff0c\u53ef\u786e\u4fdd\u6bcf\u4e2a\u6570\u636e\u6837\u672c\u5747\u5173\u8054\u5177\u4f53\u9a7e\u9a76\u51b3\u7b56\uff0c\u4ece\u800c\u5b9e\u73b0\u4ee5\u51b3\u7b56\u4e3a\u6838\u5fc3\u7684CoC\u8f68\u8ff9\u6807\u6ce8\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u4e3b\u52a8\u578b\u573a\u666f\uff0c\u672c\u6587\u6807\u6ce8\u5173\u952e\u5e27\u533a\u95f4\u2014\u2014\u5373\u81ea\u8f66\u4e3b\u52a8\u8bc4\u4f30\u6216\u51c6\u5907\u6f5c\u5728\u64cd\u4f5c\u8c03\u6574\u7684\u65f6\u95f4\u7a97\u53e3\u3002\u88683\u63d0\u4f9b\u4e86\u53cd\u5e94\u578b\u4e0e\u4e3b\u52a8\u578b\u573a\u666f\u7684\u5173\u952e\u5e27\u6216\u5173\u952e\u5e27\u533a\u95f4\u7684\u8be6\u7ec6\u5b9a\u4e49\u3002\u4ec5\u5bf9\u5173\u952e\u5e27\u65f6\u95f4\u6233\u6216\u5173\u952e\u5e27\u533a\u95f4\u5185\u91c7\u6837\u7684\u5173\u952e\u5e27\u6837\u672c\u6807\u6ce8CoC\u63a8\u7406\u8f68\u8ff9\u3002<\/p>\n\n\n\n<p><strong>\u88683 CoC\u6807\u6ce8\u6240\u7528\u7684\u7247\u6bb5\u9009\u62e9\u573a\u666f\u53ca\u5173\u952e\u5e27\/\u5173\u952e\u5e27\u533a\u95f4\u5b9a\u4e49<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"912\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-137-1024x912.png\" alt=\"\" class=\"wp-image-34671\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-137-1024x912.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-137-300x267.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-137-768x684.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-137.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u6df7\u5408\u6807\u6ce8\u6d41\u7a0b<\/strong><\/p>\n\n\n\n<p>\u4e3a\u540c\u65f6\u786e\u4fdd\u6807\u6ce8\u8d28\u91cf\u4e0e\u89c4\u6a21\uff0c\u672c\u6587\u63d0\u51fa\u878d\u5408\u4eba\u5de5\u6807\u6ce8\u4e0e\u81ea\u52a8\u6807\u6ce8\u7684\u6df7\u5408\u6807\u6ce8\u6d41\u7a0b\u3002\u5c3d\u7ba1\u81ea\u52a8\u6807\u6ce8\u8db3\u4ee5\u751f\u6210\u5927\u89c4\u6a21\u63a8\u7406\u578bVLA\u8bad\u7ec3\u6570\u636e\uff0c\u4f46\u7ea6\u5360\u603b\u91cf10%\u7684\u9ad8\u8d28\u91cf\u4eba\u5de5\u9a8c\u8bc1\u6570\u636e\u5bf9\u8fdb\u4e00\u6b65\u6709\u76d1\u7763\u5fae\u8c03\u3001\u81ea\u52a8\u6807\u6ce8\u8bc4\u4f30\u4e0e\u6a21\u578b\u8bc4\u4f30\u81f3\u5173\u91cd\u8981\u3002\u8be5\u6df7\u5408\u6807\u6ce8\u65b9\u6cd5\u53ef\u5e73\u8861\u6548\u7387\u4e0e\u51c6\u786e\u6027\uff0c\u540c\u65f6\u652f\u6301\u5927\u89c4\u6a21\u8bad\u7ec3\u4e0e\u53ef\u9760\u6a21\u578b\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p><strong>\u4eba\u5de5\u6807\u6ce8<\/strong><\/p>\n\n\n\n<p><strong>\u4e24\u9636\u6bb5\u6807\u6ce8\u6d41\u7a0b\uff1a<\/strong><\/p>\n\n\n\n<p>\u6839\u636e\u524d\u6587\u6240\u8ff0\u7684\u7ed3\u6784\u5316CoC\u5b9a\u4e49\uff0c\u4eba\u5de5\u6807\u6ce8\u8005\u9700\u5b8c\u6210\u4e24\u9636\u6bb5\u6d41\u7a0b\uff0c\u4ee5\u751f\u6210\u7b80\u6d01\u4e14\u56e0\u679c\u951a\u5b9a\u7684CoC\u6587\u672c\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e00\u9636\u6bb5\uff080-2\u79d2\uff09<\/strong>\uff1a\u5728\u89c2\u6d4b\u5386\u53f2\u7a97\u53e3\uff08\u5173\u952e\u5e27\u524d2\u79d2\u5185\uff09\u4ece\u88682\u4e2d\u8bc6\u522b\u5173\u952e\u7ec4\u4ef6\u3002\u6b64\u6b65\u9aa4\u53ef\u786e\u4fdd\u4ec5\u8003\u8651\u51b3\u7b56\u65f6\u523b\u524d\u53ef\u83b7\u53d6\u7684\u8bc1\u636e\uff0c\u907f\u514d\u56e0\u679c\u6df7\u6dc6\uff1b\u8fd9\u4e9b\u5173\u952e\u7ec4\u4ef6\u53ef\u80fd\u5f71\u54cd\u4e0b\u4e00\u9636\u6bb5\u6807\u6ce8\u7684\u9a7e\u9a76\u51b3\u7b56\u3002<\/li>\n\n\n\n<li><strong>\u7b2c\u4e8c\u9636\u6bb5\uff080-8\u79d2\uff09<\/strong>\uff1a\uff08a\uff09\u5e94\u7528\u5b89\u5168\u6392\u9664\u8fc7\u6ee4\u5668\uff0c\u79fb\u9664\u5305\u542b\u975e\u6cd5\u6216\u4e0d\u5b89\u5168\u9a7e\u9a76\u884c\u4e3a\u7684\u65e0\u6548\u6570\u636e\uff1b\uff08b\uff09\u4e3a\u6bcf\u4e2a\u7ef4\u5ea6\uff08\u7eb5\u5411\/\u6a2a\u5411\uff09\u9009\u62e9\u5173\u952e\u5e27\u540e\u7684\u9996\u4e2a\u9a7e\u9a76\u51b3\u7b56\uff08\u6216\u201c\u65e0\u201d\uff09\uff1b\uff08c\uff09\u64b0\u5199CoC\u63a8\u7406\u8f68\u8ff9\uff0c\u4ec5\u53c2\u8003\u7b2c\u4e00\u9636\u6bb5\u8bc6\u522b\u7684\u3001\u5bfc\u81f4\u8be5\u9a7e\u9a76\u51b3\u7b56\u7684\u56e0\u679c\u56e0\u7d20\uff0c\u5e76\u5728\u9002\u7528\u65f6\u5305\u542b\u5bfc\u822a\u6216\u89c4\u5219\u4fe1\u53f7\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e3a\u660e\u786e\u533a\u5206\u7b2c\u4e00\u9636\u6bb5\u4e0e\u7b2c\u4e8c\u9636\u6bb5\u3001\u6700\u5927\u9650\u5ea6\u51cf\u5c11\u56e0\u679c\u6cc4\u9732\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86\u4e00\u6b3e\u6807\u6ce8\u5de5\u5177\uff0c\u53ef\u663e\u5f0f\u533a\u5206\u5386\u53f2\u89c6\u9891\u7247\u6bb5\uff080-2\u79d2\uff09\u4e0e\u672a\u6765\u7247\u6bb5\uff082-8\u79d2\uff09\u3002\u8be5\u5de5\u5177\u8fd8\u63d0\u4f9b\u53ef\u89c6\u5316\u8f85\u52a9\u529f\u80fd\uff0c\u5305\u62ec\u81ea\u8f66\u52a8\u529b\u5b66\u56fe\u8868\uff08\u901f\u5ea6\u3001\u52a0\u901f\u5ea6\u3001\u8f6c\u5411\u89d2\u3001\u8f6c\u5411\u706f\uff09\u3001\u53e0\u52a0\u8f66\u9053\u62d3\u6251\u7684\u9e1f\u77b0\u56fe\u53ef\u89c6\u5316\uff0c\u4ee5\u53ca\u969c\u788d\u7269\u8fb9\u754c\u6846\uff0c\u5e2e\u52a9\u6807\u6ce8\u8005\u66f4\u51c6\u786e\u5730\u7406\u89e3\u9a7e\u9a76\u573a\u666f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"890\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-138-1024x890.png\" alt=\"\" class=\"wp-image-34672\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-138-1024x890.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-138-300x261.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-138-768x668.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-138.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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\u8d28\u91cf\u68c0\u67e5\u4e0e\u5ba1\u6838\u6d41\u7a0b\u7684\u8d28\u91cf\u4fdd\u8bc1\uff08QA\uff09\u6e05\u5355<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"283\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-139-1024x283.png\" alt=\"\" class=\"wp-image-34673\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-139-1024x283.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-139-300x83.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-139-768x212.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-139.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u81ea\u52a8\u6807\u6ce8<\/strong><\/p>\n\n\n\n<p><strong>\u81ea\u52a8\u6807\u6ce8\u7684\u5173\u952e\u5e27\u9009\u62e9\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e3a\u9ad8\u6548\u6269\u5c55\u8bad\u7ec3\u6570\u636e\u5e76\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u80fd\u529b\uff0c\u672c\u6587\u5f00\u53d1\u4e86CoC\u6807\u6ce8\u7684\u81ea\u52a8\u6807\u6ce8\u6d41\u7a0b\u3002\u4e3a\u8bc6\u522b\u81ea\u52a8\u6807\u6ce8\u7684\u5173\u952e\u5e27\uff0c\u9996\u5148\u5b9a\u4e49\u4e00\u5957\u4f4e\u9636\u5143\u52a8\u4f5c\uff0c\u5e76\u5b9e\u73b0\u76f8\u5e94\u7684\u57fa\u4e8e\u89c4\u5219\u7684\u68c0\u6d4b\u5668\uff0c\u4ee5\u5728\u5e27\u7ea7\u522b\u63a8\u65ad\u8fd9\u4e9b\u5143\u52a8\u4f5c\uff1b\u968f\u540e\uff0c\u5c06\u5143\u52a8\u4f5c\u53d1\u751f\u8f6c\u6362\u7684\u5e27\u89c6\u4e3a\u51b3\u7b56\u65f6\u523b\uff0c\u4ece\u800c\u5728\u5927\u89c4\u6a21\u6570\u636e\u4e2d\u81ea\u52a8\u9ad8\u6548\u5730\u786e\u5b9a\u5173\u952e\u5e27\u3002<\/p>\n\n\n\n<p><strong>\u5143\u52a8\u4f5c\uff1a<\/strong><\/p>\n\n\n\n<p>\u88685\u5217\u51fa\u4e86\u5b8c\u6574\u7684\u5143\u52a8\u4f5c\u96c6\u5408\u3002\u8fd9\u4e9b\u4f4e\u9636\u5143\u52a8\u4f5c\u5177\u6709\u539f\u5b50\u6027\uff0c\u4ee3\u8868\u81ea\u8f66\u8f68\u8ff9\u7684\u77ac\u65f6\u8fd0\u52a8\u5b66\u53d8\u5316\uff0c\u56e0\u6b64\u4e0e\u9ad8\u9636\u9a7e\u9a76\u51b3\u7b56\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u89c6\u9891\u7247\u6bb5\u4e2d\u7684\u4e00\u4e2a\u9ad8\u9636\u9a7e\u9a76\u51b3\u7b56\u901a\u5e38\u7531\u7eb5\u5411\u4e0e\u6a2a\u5411\u4e24\u4e2a\u7ef4\u5ea6\u7684\u4e00\u7cfb\u5217\u539f\u5b50\u5143\u52a8\u4f5c\u6784\u6210\u3002\u4f8b\u5982\uff0c\u201c\u5de6\u53d8\u9053\u201d\u51b3\u7b56\u53ef\u80fd\u5305\u542b\u201c\u5de6\u8f6c\u5411\u201d\u3001\u77ed\u6682\u201c\u53f3\u8f6c\u5411\u201d\uff08\u4ee5\u7a33\u5b9a\u8f66\u5934\u65b9\u5411\uff09\u3001\u968f\u540e\u201c\u76f4\u884c\u201d\u7684\u5e8f\u5217\uff0c\u901a\u5e38\u8fd8\u4f34\u968f\u8f7b\u5fae\u201c\u52a0\u901f\u201d\u4e0e\u201c\u7ef4\u6301\u901f\u5ea6\u201d\u3002\u5bf9\u4e8e\u6bcf\u4e2a8\u79d2\u6570\u636e\u6837\u672c\uff0c\u672c\u6587\u6700\u591a\u6807\u6ce8\u4e00\u4e2a\u7eb5\u5411\u4e0e\u4e00\u4e2a\u6a2a\u5411\u9ad8\u9636\u9a7e\u9a76\u51b3\u7b56\uff0c\u800c\u539f\u5b50\u5143\u52a8\u4f5c\u5219\u4ee510Hz\u7684\u9891\u7387\u81ea\u52a8\u6807\u6ce8\u3002<\/p>\n\n\n\n<p><strong>\u88685 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class=\"wp-block-list\">\n<li>\uff081\uff09\u5bf9\u5c0f\u6837\u672c\u5b50\u96c6\u8fdb\u884c\u4eba\u5de5\u8bc4\u4f30\uff1a\u5728\u6807\u6ce8\u8005\u6307\u5bfc\u5145\u5206\u65f6\u6709\u6548\uff0c\u4f46\u65e0\u6cd5\u6269\u5c55\u5230\u5927\u89c4\u6a21\u8bc4\u4f30\u6216\u6807\u6ce8\u6d41\u7a0b\u7684\u5feb\u901f\u8fed\u4ee3\uff1b<\/li>\n\n\n\n<li>\uff082\uff09\u57fa\u4e8e\u542f\u53d1\u5f0f\u7684\u6307\u6807\uff08\u5982BLEU\u3001METEOR\u3001CIDEr\uff09\uff1a\u4ec5\u6355\u6349\u8868\u5c42\u6587\u672c\u76f8\u4f3c\u6027\uff0c\u65e0\u6cd5\u53cd\u6620\u5e95\u5c42\u56e0\u679c\u63a8\u7406\uff0c\u56e0\u6b64\u4e0d\u9002\u7528\u4e8e\u8bc4\u4f30\u672c\u6587CoC\u6570\u636e\u96c6\uff1b<\/li>\n\n\n\n<li>\uff083\uff09\u57fa\u4e8eLLM\u7684\u81ea\u52a8\u8bc4\u4f30\uff1a\u5229\u7528LLM\u5bf9\u56e0\u679c\u5173\u7cfb\u7684\u63a8\u7406\u80fd\u529b\uff0c\u53ef\u6269\u5c55\u5230\u5927\u89c4\u6a21\u8bc4\u4f30\u96c6\uff0c\u4f46LLM\u5728\u8bc4\u4f30\u590d\u6742\u591a\u6b65\u56e0\u679c\u94fe\u65f6\u6613\u4ea7\u751f\u5e7b\u89c9\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7531\u4e8e\u8fd9\u4e9b\u6311\u6218\uff0c\u73b0\u6709\u7814\u7a76\u5f80\u5f80\u7f3a\u4e4f\u53ef\u9760\u7684\u63a8\u7406\u6570\u636e\u96c6\u8bc4\u4f30\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p><strong>CoC\u8bc4\u4f30\u6d41\u7a0b\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u672c\u6587\u91c7\u7528\u878d\u5408\u4eba\u5de5\u9a8c\u8bc1\u4e0eLLM\u81ea\u52a8\u8bc4\u4f30\u7684\u6df7\u5408\u8bc4\u4f30\u7b56\u7565\u3002\u5177\u4f53\u800c\u8a00\uff0c\u9009\u7528GPT-5\u4f5c\u4e3aLLM\u8bc4\u4f30\u5668\uff0c\u5e76\u6784\u5efa\u5305\u542b2000\u4e2a\u6837\u672c\u7684\u7cbe\u9009\u8bc4\u4f30\u96c6\uff0c\u8986\u76d6\u88683\u5217\u51fa\u7684\u4ee3\u8868\u6027\u573a\u666f\u3002\u4e3a\u51cf\u5c11LLM\u8bc4\u4f30\u4e2d\u7684\u5e7b\u89c9\uff0c\u907f\u514d\u76f4\u63a5\u4f7f\u7528\u81ea\u7531\u5f62\u5f0f\u6587\u672c\u4e0e\u8bc4\u5206\u7ed3\u679c\uff0c\u800c\u662f\u5c06\u8bc4\u4f30\u8fc7\u7a0b\u5206\u89e3\u4e3a\u4e09\u4e2a\u7ed3\u6784\u5316\u5b50\u4efb\u52a1\uff0c\u5206\u522b\u8986\u76d6\u9a7e\u9a76\u51b3\u7b56\u3001\u56e0\u679c\u56e0\u7d20\u5b58\u5728\u6027\u4e0e\u56e0\u679c\u5173\u7cfb\u6709\u6548\u6027\u3002\u901a\u8fc7\u5c06\u8fd9\u4e9b\u8bc4\u4f30\u7ef4\u5ea6\u91cd\u6784\u4e3a\u4e00\u7cfb\u5217\u201c\u771f\/\u5047\u201d\u95ee\u9898\uff0c\u4f7f\u8bc4\u4f30\u8fc7\u7a0b\u66f4\u5177\u53ef\u89e3\u91ca\u6027\uff0c\u4e14\u4e0e\u4eba\u5de5\u5224\u65ad\u66f4\u4e00\u81f4\u3002<\/p>\n\n\n\n<p>\u4e3a\u9a8c\u8bc1\u53ef\u9760\u6027\uff0c\u5c06\u57fa\u4e8eLLM\u7684\u81ea\u52a8\u8bc4\u4f30\u4e0e\u4eba\u5de5\u8bc4\u4f30\u5728\u540c\u4e00\u7248\u81ea\u52a8\u6807\u6ce8\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5bf9\u6bd4\uff0c\u53d1\u73b0\u4e24\u8005\u5bf9\u9f50\u7387\u8fbe92%\uff0c\u8bc1\u5b9e\u4e86\u672c\u6587LLM\u81ea\u52a8\u8bc4\u4f30\u65b9\u6cd5\u7684\u7a33\u5065\u6027\u3002\u901a\u8fc7\u8be5\u8bc4\u4f30\u65b9\u6cd5\uff0c\u672c\u6587\u53d1\u73b0\u6240\u63d0\u51fa\u7684\u7ed3\u6784\u5316CoC\u63a8\u7406\u8f68\u8ff9\u76f8\u8f83\u4e8e\u4e0d\u5f3a\u5236\u663e\u5f0f\u9a7e\u9a76\u51b3\u7b56\u4e0e\u5173\u952e\u7ec4\u4ef6\u7684\u81ea\u7531\u5f62\u5f0f\u63a8\u7406\u8f68\u8ff9\uff0c\u56e0\u679c\u5173\u7cfb\u5f97\u5206\u76f8\u5bf9\u63d0\u5347132.8%\u3002<\/p>\n\n\n\n<p><strong>\u4e0d\u5b8c\u7f8e\u81ea\u52a8\u6807\u6ce8\u7684\u6709\u6548\u6027\uff1a<\/strong><\/p>\n\n\n\n<p>\u9700\u6ce8\u610f\u7684\u662f\uff0c\u5373\u4f7f\u53ef\u80fd\uff0c\u5728\u56e0\u679c\u6548\u5e94\u8bc4\u4f30\u4e2d\u83b7\u5f97\u5b8c\u7f8e\uff08100%\uff09\u5206\u6570\u4e5f\u5e76\u975e\u81ea\u52a8\u6807\u6ce8\u6570\u636e\u6709\u7528\u6027\u7684\u5fc5\u8981\u6761\u4ef6\u3002\u7531\u4e8e\u590d\u6742\u9a7e\u9a76\u573a\u666f\u4e2d\u56e0\u679c\u63a8\u7406\u56fa\u6709\u7684\u6a21\u7cca\u6027\uff0c\u4ee5\u53ca\u4eba\u5de5\u6807\u6ce8\u771f\u503c\u4e0e\u8bc4\u4f30\u6307\u6807\u4e2d\u7684\u566a\u58f0\uff0c100%\u4e00\u81f4\u6027\u662f\u5426\u4e3a\u5408\u7406\u6216\u660e\u786e\u5b9a\u4e49\u7684\u76ee\u6807\u5c1a\u4e0d\u660e\u786e\u3002\u76f8\u53cd\uff0cCoC\u81ea\u52a8\u6807\u6ce8\u7684\u4e3b\u8981\u4ef7\u503c\u5728\u4e8e\u652f\u6301\u5927\u89c4\u6a21\u6709\u76d1\u7763\u5fae\u8c03\uff0c\u4ee5\u63d0\u5347AR1\u5728\u5404\u7c7b\u9a7e\u9a76\u573a\u666f\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5b9e\u8bc1\u7ed3\u679c\uff08\u5982\u7b2c6\u8282\u6240\u793a\uff09\u8868\u660e\uff0c\u5728\u81ea\u52a8\u6807\u6ce8CoC\u8f68\u8ff9\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u5df2\u6bd4\u65e0\u63a8\u7406\u76d1\u7763\u7684\u57fa\u51c6\u6a21\u578b\u5b9e\u73b0\u663e\u8457\u6027\u80fd\u63d0\u5347\u3002\u6b64\u5916\uff0c\u5982\u7b2c5\u8282\u6240\u8ff0\uff0c\u672c\u6587\u8bad\u7ec3\u6d41\u7a0b\u8fd8\u5305\u542b\u540e\u7eed\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u540e\u8bad\u7ec3\u6b65\u9aa4\uff0c\u53ef\u8fdb\u4e00\u6b65\u589e\u5f3a\u63a8\u7406\u80fd\u529b\u4e0e\u56e0\u679c\u4e00\u81f4\u6027\u3002\u540c\u65f6\uff0c\u968f\u7740\u4eba\u5de5\u6807\u6ce8\u89c4\u6a21\u6269\u5927\uff0c\u672c\u6587\u8ba1\u5212\u5f15\u5165\u66f4\u591a\u8f6e\u57fa\u4e8e\u4eba\u5de5\u6807\u6ce8CoC\u63a8\u7406\u8f68\u8ff9\u7684\u6709\u76d1\u7763\u5fae\u8c03\uff0c\u9010\u6b65\u63d0\u5347\u56e0\u679c\u951a\u5b9a\u80fd\u529b\u4e0e\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n\n\n\n<p><strong>\u56db\u3001\u8bad\u7ec3\u7b56\u7565<\/strong><\/p>\n\n\n\n<p>\u672c\u6587\u4ee5Cosmos-Reason\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u4e3a\u4e3b\u5e72\u7f51\u7edc\u2014\u2014\u8be5\u7f51\u7edc\u901a\u8fc7\u9886\u57df\u7279\u5b9a\u6709\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u5df2\u5177\u5907\u57fa\u7840\u7269\u7406\u63a8\u7406\u80fd\u529b\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e09\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u5177\u5907\u63a8\u7406\u80fd\u529b\u7684\u81ea\u52a8\u9a7e\u9a76\u7b56\u7565\u6a21\u578b\u3002\u5982\u56fe5\u6240\u793a\uff0c\u6bcf\u4e2a\u9636\u6bb5\u9010\u6b65\u589e\u5f3a\u6a21\u578b\u5728\u7a33\u5065\u4e14\u53ef\u89e3\u91ca\u9a7e\u9a76\u4e2d\u5fc5\u9700\u7684\u6838\u5fc3\u80fd\u529b\uff1a\u79bb\u6563\u8f68\u8ff9token\u8bad\u7ec3\u5e76\u6dfb\u52a0\u57fa\u4e8e\u6d41\u5339\u914d\u7684\u52a8\u4f5c\u4e13\u5bb6\uff0c\u5411VLM\u6ce8\u5165\u52a8\u4f5c\u6a21\u6001\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u9884\u6d4b\u8f66\u8f86\u63a7\u5236\u8f93\u51fa\uff1b\u56e0\u679c\u94fe\uff08CoC\uff09\u6570\u636e\u96c6\u8fdb\u884c\u6709\u76d1\u7763\u5fae\u8c03\uff0c\u6559\u4f1a\u6a21\u578b\u751f\u6210\u56e0\u679c\u951a\u5b9a\u7684\u89e3\u91ca\uff0c\u4ee5\u4f18\u5316\u9a7e\u9a76\u51b3\u7b56\uff1b\u6700\u540e\u91c7\u7528\u7ed3\u5408\u5927\u578b\u63a8\u7406\u6a21\u578b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\uff0c\u4f18\u5316\u63a8\u7406\u8d28\u91cf\u3001\u4f7f\u63a8\u7406\u8f68\u8ff9\u4e0e\u6267\u884c\u52a8\u4f5c\u5bf9\u9f50\uff0c\u5e76\u63d0\u5347\u8f68\u8ff9\u8d28\u91cf\uff0c\u6700\u7ec8\u5b9e\u73b0\u53ef\u89e3\u91ca\u4e14\u5b89\u5168\u7684\u9a7e\u9a76\u884c\u4e3a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"482\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-141-1024x482.png\" alt=\"\" class=\"wp-image-34675\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-141-1024x482.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-141-300x141.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-141-768x361.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-141.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u52a8\u4f5c\u6a21\u6001\u6ce8\u5165<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"669\" height=\"141\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111405.png\" alt=\"\" class=\"wp-image-34676\" style=\"width:895px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111405.png 669w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111405-300x63.png 300w\" sizes=\"(max-width: 669px) 100vw, 669px\" \/><\/figure>\n\n\n\n<p><strong>\u53cc\u8868\u793a\u7684\u8bbe\u8ba1\u52a8\u673a\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"670\" height=\"487\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111406.png\" alt=\"\" class=\"wp-image-34677\" style=\"width:893px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111406.png 670w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111406-300x218.png 300w\" sizes=\"(max-width: 670px) 100vw, 670px\" \/><\/figure>\n\n\n\n<p><strong>\u6fc0\u53d1\u63a8\u7406\u80fd\u529b<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"668\" height=\"451\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111407.png\" alt=\"\" class=\"wp-image-34678\" style=\"width:890px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111407.png 668w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111407-300x203.png 300w\" sizes=\"(max-width: 668px) 100vw, 668px\" \/><\/figure>\n\n\n\n<p><strong>\u4ec5\u4f9d\u8d56\u6709\u76d1\u7763\u5fae\u8c03\u7684\u5c40\u9650\u6027\uff1a<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e00\u6a21\u4eff\u5b66\u4e60\u9636\u6bb5\u4f7f\u6a21\u578b\u80fd\u5185\u5316\u7c7b\u4eba\u63a8\u7406\u6a21\u5f0f\uff1a\u4e0d\u4ec5\u5b66\u4e60\u201c\u6267\u884c\u4f55\u79cd\u52a8\u4f5c\u201d\uff0c\u8fd8\u80fd\u7406\u89e3\u201c\u4e3a\u4f55\u5728\u7279\u5b9a\u89c6\u89c9\u4e0e\u573a\u666f\u7ebf\u7d22\u4e0b\u8be5\u52a8\u4f5c\u9002\u7528\u201d\u3002\u5982\u56fe8\u6240\u793a\uff0c\u5728CoC\u6570\u636e\u4e0a\u8fdb\u884c\u6709\u76d1\u7763\u5fae\u8c03\u7684\u6a21\u578b\uff0c\u5176\u8f68\u8ff9\u9884\u6d4b\u51c6\u786e\u7387\u5df2\u663e\u8457\u4f18\u4e8e\u65e0\u663e\u5f0f\u63a8\u7406\u76d1\u7763\u7684\u6a21\u578b\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u6709\u76d1\u7763\u5fae\u8c03\u80fd\u8ba9VLA\u6a21\u578b\u751f\u6210\u63a8\u7406\u8f68\u8ff9\uff0c\u5176\u6027\u80fd\u4ecd\u53d7\u4ee5\u4e0b\u56e0\u7d20\u5c40\u9650\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u504f\u5dee\u4e0e\u6807\u6ce8\u566a\u58f0<\/strong>\uff1a\u81ea\u52a8\u6807\u6ce8\u6570\u636e\u53ef\u80fd\u5305\u542b\u4e0d\u5b8c\u7f8e\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u5bfc\u81f4\u6a21\u578b\u8fc7\u62df\u5408\u4e8e\u6807\u6ce8\u4f2a\u7279\u5f81\uff0c\u800c\u975e\u5b66\u4e60\u7a33\u5065\u7684\u56e0\u679c\u63a8\u7406\uff1b<\/li>\n\n\n\n<li><strong>\u6cdb\u5316\u80fd\u529b\u6709\u9650<\/strong>\uff1a\u6a21\u578b\u53ef\u80fd\u4ec5\u8bb0\u5fc6\u5e38\u89c1\u63a8\u7406\u6a21\u5f0f\uff0c\u7f3a\u4e4f\u6df1\u5c42\u56e0\u679c\u7406\u89e3\uff0c\u65e0\u6cd5\u6cdb\u5316\u5230\u65b0\u9896\u573a\u666f\uff1b<\/li>\n\n\n\n<li><strong>\u89c6\u89c9\u951a\u5b9a\u8584\u5f31<\/strong>\uff1a\u4e0b\u4e00\u4e2atoken\u9884\u6d4b\u65e0\u6cd5\u786e\u4fdd\u89c6\u89c9\u4e00\u81f4\u6027\uff0c\u6a21\u578b\u53ef\u80fd\u865a\u6784\u573a\u666f\u4e2d\u4e0d\u5b58\u5728\u7684\u56e0\u679c\u56e0\u7d20\uff08\u56fe10\uff09\uff1b<\/li>\n\n\n\n<li><strong>\u63a8\u7406-\u52a8\u4f5c\u4e0d\u4e00\u81f4<\/strong>\uff1a\u8054\u5408\u4f18\u5316\u672a\u663e\u5f0f\u786e\u4fdd\u63a8\u7406\u8868\u8ff0\u4e0e\u9884\u6d4b\u8f68\u8ff9\u7684\u5bf9\u9f50\uff0c\u53ef\u80fd\u5bfc\u81f4\u89e3\u91ca\u4e0e\u884c\u4e3a\u77db\u76fe\uff08\u56fe11\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"544\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-142-1024x544.png\" alt=\"\" class=\"wp-image-34679\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-142-1024x544.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-142-300x159.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-142-768x408.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-142.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"618\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-143-1024x618.png\" alt=\"\" class=\"wp-image-34680\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-143-1024x618.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-143-300x181.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-143-768x464.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-143.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"729\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-144-1024x729.png\" alt=\"\" class=\"wp-image-34681\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-144-1024x729.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-144-300x214.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-144-768x547.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-144.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u540e\u8bad\u7ec3<\/strong><\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u6709\u76d1\u7763\u5fae\u8c03\u5c40\u9650\u6027\uff0c\u6211\u4eec\u63d0\u51fa\u5982\u56fe6\u6240\u793a\u7684\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u540e\u8bad\u7ec3\u6846\u67b6\uff0c\u4f18\u5316\u4e09\u4e2a\u4e92\u8865\u5956\u52b1\u4fe1\u53f7\uff1a\u63a8\u7406\u8d28\u91cf\uff08\u901a\u8fc7\u5927\u578b\u63a8\u7406\u6a21\u578b\u53cd\u9988\uff09\u3001\u63a8\u7406-\u52a8\u4f5c\u4e00\u81f4\u6027\uff0c\u4ee5\u53ca\u8f68\u8ff9\u8d28\u91cf\u3002\u4e0e\u6709\u76d1\u7763\u5fae\u8c03\u4e0d\u540c\u2014\u2014\u540e\u8005\u5728\u6559\u5e08\u5f3a\u5236\uff08teacher forcing\uff09\u4e0b\u4f18\u5316\u4e13\u5bb6\u6f14\u793a\u7684\u4f3c\u7136\uff0c\u672a\u8003\u8651\u63a8\u7406\u65f6\u7684\u8bef\u5dee\u53cd\u9988\u2014\u2014\u5f3a\u5316\u5b66\u4e60\u80fd\u5bf9\u6a21\u578b\u81ea\u8eab\u91c7\u6837\u7684\u8f68\u8ff9\u63d0\u4f9b\u663e\u5f0f\u63a8\u7406\u53cd\u9988\uff0c\u4f7f\u4f18\u5316\u76ee\u6807\u4e0e\u7cfb\u7edf\u5b9e\u9645\u90e8\u7f72\u65b9\u5f0f\u5bf9\u9f50\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u9488\u5bf9\u6027\u53cd\u9988\u8bc4\u4f30\u63a8\u7406\u7684\u56e0\u679c\u6b63\u786e\u6027\u53ca\u5176\u4e0e\u6267\u884c\u52a8\u4f5c\u7684\u5bf9\u9f50\u6027\uff0c\u5728\u76f8\u540c\u8ba1\u7b97\u9884\u7b97\u4e0b\u663e\u8457\u63d0\u5347\u6a21\u578b\u7a33\u5065\u6027\u4e0e\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"413\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-145-1024x413.png\" alt=\"\" class=\"wp-image-34682\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-145-1024x413.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-145-300x121.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-145-768x310.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-145.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u540e\u8bad\u7ec3\u7b97\u6cd5<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"666\" height=\"419\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111408.png\" alt=\"\" class=\"wp-image-34683\" style=\"width:890px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111408.png 666w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111408-300x189.png 300w\" sizes=\"(max-width: 666px) 100vw, 666px\" \/><\/figure>\n\n\n\n<p><strong>\u5956\u52b1\u6a21\u578b<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"668\" height=\"646\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111409.png\" alt=\"\" class=\"wp-image-34684\" style=\"width:892px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111409.png 668w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111409-300x290.png 300w\" sizes=\"(max-width: 668px) 100vw, 668px\" \/><\/figure>\n\n\n\n<p><strong>\u63d0\u793a\uff1aLLM\u63a8\u7406\u8bc4\u5206\u89c4\u5219<\/strong><br>\u4f60\u662f\u81ea\u52a8\u9a7e\u9a76\u63a8\u7406\u8f68\u8ff9\u7684\u4e13\u5bb6\u8bc4\u4f30\u8005\u3002\u63a8\u7406\u8f68\u8ff9\u9700\u63cf\u8ff0\u81ea\u8f66\u5e94\u6267\u884c\u7684\u884c\u4e3a\uff0c\u4ee5\u53ca\u5bfc\u81f4\u8be5\u884c\u4e3a\u7684\u539f\u56e0\u4e0e\u56e0\u7d20\u3002\u4f60\u7684\u4efb\u52a1\u662f\u4ece\u201c\u884c\u4e3a\u4e00\u81f4\u6027\u201d\u4e0e\u201c\u56e0\u679c\u63a8\u7406\u201d\u4e24\u4e2a\u7ef4\u5ea6\uff0c\u8bc4\u5206\u9884\u6d4b\u63a8\u7406\u8f68\u8ff9\uff08PRED\uff09\u4e0e\u771f\u503c\u63a8\u7406\u8f68\u8ff9\uff08GT\uff09\u7684\u5bf9\u9f50\u7a0b\u5ea6\u3002\u8bc4\u5206\u8303\u56f4\u4e3a0-5\u5206\uff0c\u5177\u4f53\u89c4\u5219\u5982\u4e0b\uff1a<br>5\u5206\uff1a\u884c\u4e3a\u4e0e\u56e0\u679c\u63a8\u7406\u5b8c\u5168\u4e00\u81f4\uff1b<br>4\u5206\uff1a\u884c\u4e3a\u6b63\u786e\uff0c\u56e0\u679c\u63a8\u7406\u57fa\u672c\u4e00\u81f4\uff1b<br>3\u5206\uff1a\u884c\u4e3a\u5927\u81f4\u6b63\u786e\uff0c\u4f46\u63a8\u7406\u4e0d\u5b8c\u6574\u6216\u5b58\u5728\u8f7b\u5fae\u9519\u8bef\uff1b<br>2\u5206\uff1a\u884c\u4e3a\u90e8\u5206\u9519\u8bef\uff0c\u6216\u63a8\u7406\u4e25\u91cd\u4e0d\u4e00\u81f4\uff1b<br>1\u5206\uff1a\u884c\u4e3a\u9519\u8bef\uff0c\u6216\u4e0e\u771f\u503c\u77db\u76fe\uff1b<br>0\u5206\uff1a\u4e0e\u771f\u503c\u5b8c\u5168\u65e0\u5173\u6216\u76f8\u53cd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"669\" height=\"845\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111410.png\" alt=\"\" class=\"wp-image-34685\" style=\"width:892px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111410.png 669w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111410-238x300.png 238w\" sizes=\"(max-width: 669px) 100vw, 669px\" \/><\/figure>\n\n\n\n<p><strong>\u9762\u5411\u6210\u672c\u9ad8\u6548\u8bad\u7ec3\u7684\u540e\u8bad\u7ec3\u6570\u636e\u7b5b\u9009<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"668\" height=\"440\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111411.png\" alt=\"\" class=\"wp-image-34686\" style=\"width:891px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111411.png 668w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111411-300x198.png 300w\" sizes=\"(max-width: 668px) 100vw, 668px\" \/><\/figure>\n\n\n\n<p><strong>\u540e\u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd<\/strong><\/p>\n\n\n\n<p>\u4e3a\u5f00\u5c55\u5f3a\u5316\u5b66\u4e60\u5b9e\u9a8c\uff0c\u6211\u4eec\u57fa\u4e8eCosmos-RL\u6846\u67b6\u5f00\u53d1\u4e86\u5b9a\u5236\u7248\u672c\uff0c\u4e13\u95e8\u9002\u914d\u81ea\u52a8\u9a7e\u9a76\u63a8\u7406\u4efb\u52a1\u3002\u8be5\u7cfb\u7edf\u4e3a\u5927\u89c4\u6a21\u591a\u6a21\u6001\u5f3a\u5316\u5b66\u4e60\u63d0\u4f9b\u53ef\u6269\u5c55\u3001\u6a21\u5757\u5316\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4e0eAlpamayo-R1\u7cfb\u7edf\u7684\u5176\u4ed6\u7ec4\u4ef6\u65e0\u7f1d\u517c\u5bb9\u3002\u5176\u652f\u6301\u5206\u5e03\u5f0f\u6570\u636e\u52a0\u8f7d\u3001\u6df7\u5408\u5e76\u884c\u8bad\u7ec3\u3001\u57fa\u4e8evLLM\u7684\u8f68\u8ff9\u751f\u6210\uff0c\u4ee5\u53ca\u8de8\u591aGPU\u8282\u70b9\u7684\u5956\u52b1\u8ba1\u7b97\uff0c\u53ef\u5b9e\u73b0\u9ad8\u6548\u3001\u9ad8\u541e\u5410\u91cf\u7684\u7b56\u7565\u4f18\u5316\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u4ece\u591a\u4e2a\u7ef4\u5ea6\u5bf9Alpamayo-R1\uff08AR1\uff09\u8fdb\u884c\u5168\u9762\u8bc4\u4f30\uff0c\u5305\u62ec\u63a8\u7406\u80fd\u529b\u3001\u8f68\u8ff9\u9884\u6d4b\u51c6\u786e\u7387\u4e0e\u95ed\u73af\u9a7e\u9a76\u6027\u80fd\u3002\u9996\u5148\uff0c\u56fe7\u663e\u793a\uff1a\u4e0e\u4ec5\u8f93\u51fa\u8f68\u8ff9\u7684\u57fa\u51c6\u6a21\u578b\u76f8\u6bd4\uff0c\u672c\u6587\u63d0\u51fa\u7684Alpamayo-R1\u5728\u9ad8\u96be\u5ea6\u573a\u666f\uff08\u9700\u590d\u6742\u63a8\u7406\u4ee5\u4f18\u5316\u9a7e\u9a76\u51b3\u7b56\uff09\u4e2d\u8868\u73b0\u663e\u8457\u66f4\u4f18\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"438\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-146-1024x438.png\" alt=\"\" class=\"wp-image-34687\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-146-1024x438.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-146-300x128.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-146-768x329.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-146.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u8bc4\u4f30\u534f\u8bae<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u8bc4\u4f30\u7b56\u7565\u5305\u542b\u56db\u4e2a\u4e92\u8865\u7ec4\u4ef6\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5f00\u73af\u8f68\u8ff9\u9884\u6d4b<\/strong>\uff1a\u5728\u5e38\u89c4\u4e0e\u957f\u5c3e\u9a7e\u9a76\u573a\u666f\u4e2d\u8bc4\u4f30\u89c4\u5212\u51c6\u786e\u7387\uff1b<\/li>\n\n\n\n<li><strong>\u95ed\u73af\u4eff\u771f<\/strong>\uff1a\u5229\u7528AlpaSim\u8bc4\u4f30\u6a21\u578b\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u63a7\u5236\u8f66\u8f86\u65f6\u7684\u5b89\u5168\u6027\u4e0e\u7a33\u5065\u6027\uff1b<\/li>\n\n\n\n<li><strong>\u6d88\u878d\u5b9e\u9a8c<\/strong>\uff1a\u5206\u6790\u5173\u952e\u67b6\u6784\u9009\u62e9\u7684\u5f71\u54cd\uff0c\u5305\u62ec\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u7f29\u653e\u3001\u89c6\u89c9\u7f16\u7801\u7b56\u7565\u3001\u63a8\u7406\u96c6\u6210\u4e0e\u52a8\u4f5c\u89e3\u7801\u7b56\u7565\uff1b<\/li>\n\n\n\n<li><strong>\u5b9e\u8f66\u9053\u8def\u6d4b\u8bd5<\/strong>\uff1a\u9a8c\u8bc1\u6a21\u578b\u5728\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u4e2d\u7684\u771f\u5b9e\u4e16\u754c\u90e8\u7f72\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u6570\u636e\u96c6\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"670\" height=\"518\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111412.png\" alt=\"\" class=\"wp-image-34688\" style=\"width:890px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111412.png 670w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111412-300x232.png 300w\" sizes=\"(max-width: 670px) 100vw, 670px\" \/><\/figure>\n\n\n\n<p><strong>\u95ed\u73af\u8bc4\u4f30\uff1a<\/strong><\/p>\n\n\n\n<p>\u5df2\u6709\u7814\u7a76\u8868\u660e\uff0c\u4f18\u5f02\u7684\u5f00\u73af\u7ed3\u679c\u5e76\u4e0d\u4e00\u5b9a\u8f6c\u5316\u4e3a\u53ef\u9760\u7684\u95ed\u73af\u9a7e\u9a76\u6027\u80fd\u3002\u4e3a\u586b\u8865\u8fd9\u4e00\u5dee\u8ddd\uff0c\u6211\u4eec\u5728<strong>AlpaSim<\/strong>&nbsp;\u4e2d\u8fdb\u4e00\u6b65\u8bc4\u4f30\u6a21\u578b\u2014\u2014\u8fd9\u662f\u4e00\u6b3e\u57fa\u4e8e\u6700\u5148\u8fdb\u795e\u7ecf\u91cd\u5efa\u6280\u672f\u7684\u5f00\u6e90\u7aef\u5230\u7aef\u95ed\u73af\u6a21\u62df\u5668\u3002AlpaSim\u5229\u7528\u771f\u5b9e\u9a7e\u9a76\u65e5\u5fd7\u6784\u5efa\u65f6\u5e8f3D\u9ad8\u65af\u6e85\u5c04\u8868\u793a\uff0c\u5728\u95ed\u73af\u8bc4\u4f30\u4e2d\uff0c\u5f53\u81ea\u8f66\u504f\u79bb\u8bb0\u5f55\u8f68\u8ff9\u65f6\uff0c\u53ef\u901a\u8fc7\u8be5\u8868\u793a\u5408\u6210\u65b0\u89c6\u89d2\u3002\u8bc4\u4f30\u8fc7\u7a0b\u4e2d\uff0c\u9884\u6d4b\u8f68\u8ff9\u7531\u6a21\u578b\u9884\u6d4b\u63a7\u5236\u5668\uff08MPC\uff09\u8ddf\u8e2a\uff0c\u8f66\u8f86\u52a8\u529b\u5b66\u9075\u5faa\u52a8\u6001\u6269\u5c55\u81ea\u884c\u8f66\u6a21\u578b\uff1b\u4ea4\u901a\u667a\u80fd\u4f53\uff08\u8f66\u8f86\u3001\u884c\u4eba\uff09\u5219\u9075\u5faa\u5176\u8bb0\u5f55\u8f68\u8ff9\u884c\u9a76\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u572875\u4e2a\u9ad8\u96be\u5ea620\u79d2\u573a\u666f\u4e2d\u8bc4\u4f30\u6a21\u578b\uff0c\u8fd9\u4e9b\u573a\u666f\u7684\u9009\u62e9\u6807\u51c6\u662f\u201c\u81ea\u8f66-\u667a\u80fd\u4f53\u201d\u4e0e\u201c\u667a\u80fd\u4f53-\u667a\u80fd\u4f53\u201d\u4ea4\u4e92\u5bc6\u96c6\u3002\u5c3d\u7ba1\u573a\u666f\u6570\u91cf\u770b\u4f3c\u6709\u9650\uff0c\u4f46\u5b83\u4eec\u5747\u4e3a\u7cbe\u5fc3\u7b5b\u9009\u7684\u201c\u9700\u590d\u6742\u63a8\u7406\u4e0e\u4ea4\u4e92\u51b3\u7b56\u201d\u7684\u5b89\u5168\u5173\u952e\u573a\u666f\u3002\u6211\u4eec\u62a5\u544a\u4ee5\u4e0bAlpaSim\u6307\u6807\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u504f\u79bb\u8f66\u9053\u7387<\/strong>\uff1a\u81ea\u8f66\u9a76\u51fa\u53ef\u884c\u9a76\u533a\u57df\u7684\u573a\u666f\u5360\u6bd4\uff1b<\/li>\n\n\n\n<li><strong>\u8fd1\u8ddd\u79bb\u78b0\u649e\u7387<\/strong>\uff1a\u81ea\u8f66\u4e0e\u5176\u4ed6\u4ea4\u901a\u667a\u80fd\u4f53\u53d1\u751f\u8fd1\u8ddd\u79bb\u78b0\u649e\u7684\u573a\u666f\u5360\u6bd4\uff1b<\/li>\n\n\n\n<li><strong>AlpaSim\u8bc4\u5206<\/strong>\uff1a\u4e8b\u4ef6\uff08\u504f\u79bb\u8f66\u9053\u6216\u8fd1\u8ddd\u79bb\u78b0\u649e\uff09\u4e4b\u95f4\u7684\u5e73\u5747\u884c\u9a76\u8ddd\u79bb\uff08\u5355\u4f4d\uff1akm\uff09\uff1b<\/li>\n\n\n\n<li><strong>\u8d23\u4efb\u65b9AlpaSim\u8bc4\u5206<\/strong>\uff1a\u4e0eAlpaSim\u8bc4\u5206\u5b9a\u4e49\u76f8\u540c\uff0c\u4f46\u4ec5\u7edf\u8ba1\u81ea\u8f66\u4e3a\u8d23\u4efb\u65b9\u7684\u8fd1\u8ddd\u79bb\u78b0\u649e\uff08\u6392\u9664\u8ffd\u5c3e\u7c7b\u8fd1\u8ddd\u79bb\u78b0\u649e\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4eff\u771f\u5728\u9996\u6b21\u53d1\u751f\u8fd1\u8ddd\u79bb\u78b0\u649e\u6216\u504f\u79bb\u8f66\u9053\u4e8b\u4ef6\u65f6\u7ec8\u6b62\u3002\u4e3a\u51cf\u5c11\u6e32\u67d3\u4f2a\u5f71\uff0c\u81ea\u8f66\u4e0e\u539f\u59cb\u8bb0\u5f55\u8f68\u8ff9\u504f\u5dee\u8d85\u8fc74\u7c73\u7684\u4e8b\u4ef6\uff0c\u5747\u4e0d\u7eb3\u5165\u4efb\u4f55\u6307\u6807\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p><strong>\u63a8\u7406\u5bf9\u9a7e\u9a76\u7b56\u7565\u7684\u4f18\u5316\u4f5c\u7528<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"671\" height=\"188\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111413.png\" alt=\"\" class=\"wp-image-34689\" style=\"width:891px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111413.png 671w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111413-300x84.png 300w\" sizes=\"(max-width: 671px) 100vw, 671px\" \/><\/figure>\n\n\n\n<p><strong>\u5f00\u73af\u6027\u80fd\u63d0\u5347\uff1a<\/strong><\/p>\n\n\n\n<p>\u5982\u88686\uff08\u5e38\u89c4\u573a\u666f\uff09\u4e0e\u88687\uff08\u9ad8\u96be\u5ea6\u573a\u666f\uff09\u6240\u793a\uff0c\u96c6\u6210CoC\u63a8\u7406\u5728\u4e24\u79cd\u8bbe\u7f6e\u4e0b\u5747\u663e\u8457\u63d0\u5347\u5f00\u73af\u8f68\u8ff9\u9884\u6d4b\u6027\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u65e0\u8def\u7ebf\u4fe1\u606f\u65f6<\/strong>\uff1aAR1\u57286\u79d2\u65f6\u57df\u7684minADE\u4e3a0.955\u7c73\uff0c\u8f83\u57fa\u7840\u6a21\u578b\u63d0\u53474.1%\uff0c\u4e14\u4f18\u4e8e\u4ec5\u8f68\u8ff9\u9884\u6d4b\uff080.971\u7c73\uff09\u4e0e\u5143\u52a8\u4f5c\uff080.988\u7c73\uff09\u57fa\u51c6\uff1b<\/li>\n\n\n\n<li><strong>\u6709\u8def\u7ebf\u4fe1\u606f\u65f6<\/strong>\uff1a\u6027\u80fd\u63d0\u5347\u66f4\u663e\u8457\u2014\u2014AR1\u7684minADE\u8fbe0.794\u7c73\uff0c\u8f83\u4ec5\u8f68\u8ff9\u9884\u6d4b\u57fa\u51c6\uff080.834\u7c73\uff09\u63d0\u53474.8%\uff1b<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u7f29\u653e\u589e\u76ca<\/strong>\uff1a\u5c06\u53c2\u6570\u6269\u5c55\u81f33B\u65f6\uff0c\u6027\u80fd\u8fdb\u4e00\u6b65\u63d0\u5347\uff0cAR1-3B\uff08\u65e0\u8def\u7ebf\u4fe1\u606f\uff09\u7684minADE\u8fbe0.908\u7c73\uff0c\u8bc1\u660e\u6a21\u578b\u5bb9\u91cf\u5bf9\u590d\u6742\u63a8\u7406\u4efb\u52a1\u7684\u91cd\u8981\u6027\uff1b<\/li>\n\n\n\n<li><strong>\u9ad8\u96be\u5ea6\u573a\u666f\u4f18\u52bf<\/strong>\uff1a\u5728\u9ad8\u96be\u5ea6\u573a\u666f\u4e2d\uff0cAR1\u7684\u6027\u80fd\u63d0\u5347\u66f4\u4e3a\u7a81\u51fa\u2014\u2014minADE\u8fbe0.868\u7c73\uff0c\u8f83\u4ec5\u8f68\u8ff9\u9884\u6d4b\u57fa\u51c6\uff080.994\u7c73\uff09\u63d0\u534712%\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"694\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-147-1024x694.png\" alt=\"\" class=\"wp-image-34690\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-147-1024x694.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-147-300x203.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-147-768x521.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-147.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c\u663e\u5f0f\u63a8\u7406\u80fd\u529b\u4f7f\u6a21\u578b\u80fd\u66f4\u6709\u6548\u5229\u7528\u8def\u7ebf\u5f15\u5bfc\u7b49\u573a\u666f\u4fe1\u606f\uff0c\u5e76\u66f4\u597d\u5730\u5904\u7406\u9700\u9884\u5224\u672a\u6765\u4ea4\u4e92\u7684\u590d\u6742\u9a7e\u9a76\u573a\u666f\u3002\u56fe8\u901a\u8fc7\u5b9a\u6027\u793a\u4f8b\u5c55\u793a\uff1a\u57fa\u4e8eCoC\u7684\u6a21\u578b\u80fd\u6210\u529f\u751f\u6210\u6b63\u786e\u63a8\u7406\u8f68\u8ff9\uff0c\u5e76\u5728\u9ad8\u96be\u5ea6\u573a\u666f\u4e2d\u4e3a\u5176\u4ed6\u8f66\u8f86\u8ba9\u884c\uff0c\u800c\u57fa\u51c6\u6a21\u578b\u5219\u65e0\u6cd5\u9884\u5224\u6b64\u7c7b\u4ea4\u4e92\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"558\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-148-1024x558.png\" alt=\"\" class=\"wp-image-34691\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-148-1024x558.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-148-300x164.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-148-768x419.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-148.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u95ed\u73af\u6027\u80fd\u63d0\u5347\uff1a<\/strong><\/p>\n\n\n\n<p>\u5982\u88688\u6240\u793a\uff0cAR1\u7684\u95ed\u73af\u6027\u80fd\u540c\u6837\u663e\u8457\u4f18\u4e8e\u57fa\u51c6\u6a21\u578b\uff1a\u4e0e\u4ec5\u8f68\u8ff9\u9884\u6d4b\u57fa\u51c6\u76f8\u6bd4\uff0cAR1\u7684\u504f\u79bb\u8f66\u9053\u7387\u964d\u4f4e35%\uff08\u4ece17%\u964d\u81f311%\uff09\uff0c\u8fd1\u8ddd\u79bb\u78b0\u649e\u7387\u964d\u4f4e25%\uff08\u4ece4%\u964d\u81f33%\uff09\uff1b\u6574\u4f53AlpaSim\u8bc4\u5206\u4ece0.38\u63d0\u5347\u81f30.50\uff0c\u8bc1\u660e\u57fa\u4e8e\u63a8\u7406\u7684\u51b3\u7b56\u80fd\u63d0\u5347\u52a8\u6001\u95ed\u73af\u573a\u666f\u4e2d\u7684\u5b89\u5168\u6027\u3002\u56fe9\u5c55\u793a\u4e24\u4e2a\u5b9a\u6027\u793a\u4f8b\uff0c\u9a8c\u8bc1AR1\u5728AlpaSim\u4e2d\u9ad8\u96be\u5ea6\u573a\u666f\u7684\u95ed\u73af\u9a7e\u9a76\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"202\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-149-1024x202.png\" alt=\"\" class=\"wp-image-34693\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-149-1024x202.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-149-300x59.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-149-768x151.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-149.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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class=\"wp-block-list\">\n<li><strong>\u5de6\u56fe\uff08\u65bd\u5de5\u573a\u666f\uff09<\/strong>\uff1a\u6709\u76d1\u7763\u5fae\u8c03\u9884\u8bad\u7ec3\u6a21\u578b\u5ffd\u7565\u65bd\u5de5\u969c\u788d\uff0c\u5c06\u573a\u666f\u63cf\u8ff0\u4e3a\u5e38\u89c4\u9a7e\u9a76\u60c5\u5883\uff0c\u672a\u8bc6\u522b\u5230\u9700\u89c4\u907f\u52a8\u4f5c\uff1b\u540e\u8bad\u7ec3\u6a21\u578b\u7684\u63a8\u7406\u5219\u6b63\u786e\u5173\u6ce8\u65bd\u5de5\u533a\u57df\uff0c\u89e3\u91ca\u201c\u81ea\u8f66\u5e94\u5411\u53f3\u5fae\u8c03\u4ee5\u907f\u5f00\u969c\u788d\u7269\u201d\uff1b<\/li>\n\n\n\n<li><strong>\u53f3\u56fe\uff08\u884c\u4eba\u573a\u666f\uff09<\/strong>\uff1a\u4e24\u540d\u884c\u4eba\u5373\u5c06\u79bb\u5f00\u8f66\u9053\uff0c\u6709\u76d1\u7763\u5fae\u8c03\u9884\u8bad\u7ec3\u6a21\u578b\u5ffd\u7565\u8fd9\u4e00\u573a\u666f\u7ebf\u7d22\uff0c\u672a\u9884\u5224\u81ea\u8f66\u9700\u51c6\u5907\u52a0\u901f\uff1b\u540e\u8bad\u7ec3\u6a21\u578b\u5219\u6b63\u786e\u8bc6\u522b\u201c\u884c\u4eba\u5df2\u79bb\u5f00\u53ef\u884c\u9a76\u533a\u57df\u201d\uff0c\u63a8\u7406\u201c\u81ea\u8f66\u53ef\u5b89\u5168\u6062\u590d\u884c\u9a76\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"613\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-150-1024x613.png\" alt=\"\" class=\"wp-image-34694\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-150-1024x613.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-150-300x180.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-150-768x460.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-150.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u5f3a\u5316\u63a8\u7406-\u52a8\u4f5c\u4e00\u81f4\u6027\u7684\u4ef7\u503c\uff1a<\/strong><\/p>\n\n\n\n<p>\u6709\u8da3\u7684\u662f\uff0c\u82e5\u540e\u8bad\u7ec3\u9636\u6bb5\u4ec5\u4f18\u5316\u63a8\u7406\u5956\u52b1\uff0c\u867d\u80fd\u63d0\u5347\u63a8\u7406\u8bc4\u5206\uff0c\u4f46ADE\u6307\u6807\u4e0e\u63a8\u7406-\u52a8\u4f5c\u4e00\u81f4\u6027\u5747\u4f1a\u8f83\u57fa\u7840\u6a21\u578b\u4e0b\u964d\u3002\u8fd9\u8868\u660e\uff1a\u4ec5\u4f18\u5316\u63a8\u7406\u8d28\u91cf\u53ef\u80fd\u5bfc\u81f4\u63a8\u7406\u201c\u8131\u79bb\u5b9e\u9645\u201d\u6216\u201c\u8fc7\u5ea6\u81ea\u4fe1\u201d\u2014\u2014\u6a21\u578b\u751f\u6210\u6d41\u7545\u4f46\u56e0\u679c\u8131\u8282\u7684\u89e3\u91ca\uff0c\u65e0\u6cd5\u8f6c\u5316\u4e3a\u8fde\u8d2f\u52a8\u4f5c\u3002\u56e0\u6b64\uff0c<strong>\u4e00\u81f4\u6027\u5956\u52b1<\/strong>\u5bf9\u5c06\u63a8\u7406\u951a\u5b9a\u5230\u7269\u7406\u53ef\u884c\u884c\u4e3a\u81f3\u5173\u91cd\u8981\uff0c\u53ef\u786e\u4fdd\u53ef\u89e3\u91ca\u6027\u63d0\u5347\u4e0d\u4ee5\u63a7\u5236\u7cbe\u5ea6\u4e3a\u4ee3\u4ef7\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u5f53\u8054\u5408\u4f18\u5316\u63a8\u7406\u5956\u52b1\u4e0e\u4e00\u81f4\u6027\u5956\u52b1\u65f6\uff0c\u540e\u8bad\u7ec3\u6a21\u578b\u7684\u6027\u80fd\u8868\u73b0\u4e3a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6700\u53ef\u80fd\u8f68\u8ff9\u7684ADE\u964d\u4f4e9.4%\uff08\u4ece2.12\u7c73\u964d\u81f31.92\u7c73\uff09\uff1b<\/li>\n\n\n\n<li>\u63a8\u7406\u8bc4\u5206\u63d0\u534745%\uff08\u4ece3.1\u5206\u5347\u81f34.5\u5206\uff09\uff1b<\/li>\n\n\n\n<li>\u63a8\u7406-\u52a8\u4f5c\u4e00\u81f4\u6027\u63d0\u534737%\uff08\u4ece0.62\u5347\u81f30.85\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u8bc1\u660e\u4e24\u79cd\u5956\u52b1\u7ec4\u4ef6\u7684\u4e92\u8865\u6027\uff1a\u63a8\u7406\u5956\u52b1\u63d0\u5347\u53ef\u89e3\u91ca\u6027\u4e0e\u56e0\u679c\u951a\u5b9a\uff0c\u4e00\u81f4\u6027\u5956\u52b1\u786e\u4fdd\u751f\u6210\u63a8\u7406\u80fd\u8f6c\u5316\u4e3a\u5fe0\u5b9e\u4e14\u66f4\u51c6\u786e\u7684\u8fd0\u52a8\u884c\u4e3a\u3002\u56fe11\u901a\u8fc7\u4e24\u4e2a\u5b9a\u6027\u793a\u4f8b\u5c55\u793a\u540e\u8bad\u7ec3\u5bf9\u8fd0\u52a8\u7cbe\u5ea6\u7684\u63d0\u5347\uff1a\u5f53\u6a21\u578b\u63a8\u7406\u201c\u5728\u505c\u8f66\u6807\u5fd7\u5904\u51cf\u901f\u3001\u505c\u8f66\u540e\u52a0\u901f\u201d\u65f6\uff0c\u5bf9\u9f50\u6a21\u578b\u80fd\u5fe0\u5b9e\u6267\u884c\u8fd9\u4e00\u56e0\u679c\u5e8f\u5217\uff08\u5e73\u6ed1\u51cf\u901f\u3001\u5b8c\u5168\u505c\u8f66\u3001\u786e\u8ba4\u8def\u53e3\u5b89\u5168\u540e\u52a0\u901f\uff09\uff0c\u800c\u6709\u76d1\u7763\u5fae\u8c03\u9884\u8bad\u7ec3\u6a21\u578b\u5219\u503e\u5411\u4e8e\u201c\u4e2d\u9014\u505c\u8f66\u4e14\u65e0\u6cd5\u6062\u590d\u884c\u9a76\u201d\u3002<\/p>\n\n\n\n<p><strong>\u5f15\u5165\u5b89\u5168\u5956\u52b1\u7684\u4ef7\u503c\uff1a<\/strong><\/p>\n\n\n\n<p>\u5c3d\u7ba1\u63a8\u7406\u5956\u52b1\u4e0e\u4e00\u81f4\u6027\u5956\u52b1\u80fd\u63d0\u5347\u53ef\u89e3\u91ca\u6027\u4e0e\u56e0\u679c\u951a\u5b9a\uff0c\u4f46\u5b83\u4eec\u672a\u663e\u5f0f\u7ea6\u675f\u6a21\u578b\u751f\u6210\u5b89\u5168\u8fd0\u52a8\u8f68\u8ff9\u3002\u4e3a\u786e\u4fdd\u7269\u7406\u5b89\u5168\u6027\uff0c\u6211\u4eec\u5728\u540e\u8bad\u7ec3\u4e2d\u5f15\u5165<strong>\u5b89\u5168\u5956\u52b1<\/strong>\uff0c\u60e9\u7f5a\u4e0d\u5b89\u5168\u6216\u7269\u7406\u4e0d\u53ef\u884c\u7684\u8f68\u8ff9\u3002\u5b9e\u8bc1\u7ed3\u679c\u8868\u660e\uff0c\u6dfb\u52a0\u5b89\u5168\u5956\u52b1\u53ef\u8fdb\u4e00\u6b65\u964d\u4f4e\u8fd1\u8ddd\u79bb\u78b0\u649e\u7387\uff0c\u7a33\u5b9a\u8f68\u8ff9\u751f\u6210\uff0c\u4e14\u4e0d\u635f\u5bb3\u63a8\u7406\u8d28\u91cf\u3002\u5982\u88689\u6240\u793a\uff0c\u5b8c\u6574\u5956\u52b1\u914d\u7f6e\uff08\u63a8\u7406+\u4e00\u81f4\u6027+\u5b89\u5168\uff09\u5b9e\u73b0\u6700\u4f4e\u8fd1\u8ddd\u79bb\u78b0\u649e\u7387\uff0c\u540c\u65f6\u4fdd\u6301ADE\u4e0e\u63a8\u7406-\u52a8\u4f5c\u4e00\u81f4\u6027\u7684\u63d0\u5347\u3002<\/p>\n\n\n\n<p><strong>\u6d88\u878d\u5b9e\u9a8c\uff1a\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u4e3b\u5e72\u7f51\u7edc\u9009\u62e9<\/strong><\/p>\n\n\n\n<p>\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u4e3b\u5e72\u7f51\u7edc\u7684\u9009\u62e9\u5bf9Alpamayo-R1\u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u672c\u8282\u4ece\u4e24\u4e2a\u4e92\u8865\u7ef4\u5ea6\u5c55\u5f00\u7814\u7a76\uff1a\u6a21\u578b\u89c4\u6a21\u7684\u5f71\u54cd\uff0c\u4ee5\u53ca\u7269\u7406\u667a\u80fd\uff08Physical AI\uff09\u5bfc\u5411\u9884\u8bad\u7ec3\u7684\u4ef7\u503c\u3002\u8fd9\u4e9b\u6d88\u878d\u5b9e\u9a8c\u5171\u540c\u8bc1\u660e\uff1a\u6a21\u578b\u5bb9\u91cf\u4e0e\u9886\u57df\u4e13\u7528\u9884\u8bad\u7ec3\u5747\u4e3a\u5b9e\u73b0\u4f18\u5f02\u9a7e\u9a76\u6027\u80fd\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u89c4\u6a21\u6d88\u878d<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"664\" height=\"286\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111414-1.png\" alt=\"\" class=\"wp-image-34695\" style=\"width:891px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111414-1.png 664w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111414-1-300x129.png 300w\" sizes=\"(max-width: 664px) 100vw, 664px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"419\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-151-1024x419.png\" alt=\"\" class=\"wp-image-34696\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-151-1024x419.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-151-300x123.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-151-768x314.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-151.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u6570\u636e\u89c4\u6a21\u6d88\u878d<\/strong><\/p>\n\n\n\n<p>\u4e0e\u6a21\u578b\u7f29\u653e\u4e92\u8865\uff0c\u6211\u4eec\u7814\u7a76\u5728\u67b6\u6784\u4e0e\u8bad\u7ec3\u9884\u7b97\u56fa\u5b9a\u65f6\uff0c\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u5bf9\u9a7e\u9a76\u6027\u80fd\u7684\u5f71\u54cd\u3002\u6211\u4eec\u57280.5B\u6a21\u578b\u4e0a\u8bad\u7ec3\u4e0d\u540c\u6570\u636e\u91cf\uff1a10\u4e07\u300120\u4e07\u300150\u4e07\u3001100\u4e07\u4e0e200\u4e07\u4e2a\u89c6\u9891\u7247\u6bb5\uff0c\u6240\u6709\u5b9e\u9a8c\u7684\u603b\u8bad\u7ec3\u6b65\u6570\u56fa\u5b9a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"483\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-152-1024x483.png\" alt=\"\" class=\"wp-image-34697\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-152-1024x483.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-152-300x141.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-152-768x362.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-152.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5982\u56fe13\u6240\u793a\uff0c\u6027\u80fd\u968f\u6570\u636e\u89c4\u6a21\u589e\u5927\u800c\u6301\u7eed\u63d0\u5347\uff0c\u8bc1\u660e\u6570\u636e\u591a\u6837\u6027\u5bf9\u81ea\u52a8\u9a7e\u9a76\u7684\u4ef7\u503c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>10\u4e07\u6837\u672c\u6a21\u578b\u5b58\u5728\u660e\u663e\u8fc7\u62df\u5408\uff08\u65e0\u65e9\u505c\u65f61.111\u7c73\uff0c\u65e9\u505c\u540e1.016\u7c73\uff09\uff1b<\/li>\n\n\n\n<li>\u6269\u5c55\u81f350\u4e07\u6837\u672c\u65f6\uff0cminADE\u8fbe0.880\u7c73\uff0c\u8f8310\u4e07\u6837\u672c\u63d0\u534713.4%\uff1b<\/li>\n\n\n\n<li>200\u4e07\u6837\u672c\u6a21\u578b\u5b9e\u73b0\u6700\u4f73\u6027\u80fd\uff080.874\u7c73\uff09\uff0c\u8f8310\u4e07\u6837\u672c\u63d0\u534714.0%\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u4e0e\u6a21\u578b\u89c4\u6a21\u6d88\u878d\u5171\u540c\u8bc1\u660e\uff1a\u6a21\u578b\u5bb9\u91cf\u4e0e\u6570\u636e\u89c4\u6a21\u5747\u4e3a\u63d0\u5347\u9a7e\u9a76\u6027\u80fd\u7684\u6709\u6548\u7ef4\u5ea6\uff0c\u4e8c\u8005\u5728\u5b9e\u73b0\u7a33\u5065\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e2d\u5177\u6709\u4e92\u8865\u4f5c\u7528\u3002<\/p>\n\n\n\n<p><strong>Cosmos-Reason\u7684\u7269\u7406\u667a\u80fd\u80fd\u529b<\/strong><\/p>\n\n\n\n<p>\u4e0a\u8ff0\u7f29\u653e\u5b9e\u9a8c\u867d\u8bc1\u5b9e\u6a21\u578b\u5bb9\u91cf\u7684\u91cd\u8981\u6027\uff0c\u4f46\u672a\u56de\u7b54\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5728\u6a21\u578b\u89c4\u6a21\u56fa\u5b9a\u65f6\uff0c\u9886\u57df\u4e13\u7528\u9884\u8bad\u7ec3\u662f\u5426\u6709\u4ef7\u503c\uff1f\u5982\u524d\u6587\u6240\u8ff0\uff0cAlpamayo-R1\u91c7\u7528Cosmos-Reason\u4f5c\u4e3a\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u4e3b\u5e72\u7f51\u7edc\u2014\u2014\u8be5\u6a21\u578b\u901a\u8fc7\u7269\u7406\u667a\u80fd\u6570\u636e\uff08\u542b\u9a7e\u9a76\u573a\u666f\uff09\u8fdb\u884c\u540e\u8bad\u7ec3\u3002\u4e3a\u9a8c\u8bc1\u8fd9\u4e00\u67b6\u6784\u9009\u62e9\u7684\u5408\u7406\u6027\uff0c\u5e76\u8bc1\u660e\u7269\u7406\u667a\u80fd\u5bfc\u5411\u9884\u8bad\u7ec3\u80fd\u5728\u201c\u4ec5\u7f29\u653e\u201d\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u63d0\u5347\u9a7e\u9a76\u4e13\u5c5e\u7406\u89e3\u80fd\u529b\uff0c\u6211\u4eec\u5c06Cosmos-Reason\u4e0e\u540c\u89c4\u6a21\uff087B\uff09\u901a\u7528\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u5728\u516c\u5f00\u9a7e\u9a76\u57fa\u51c6\u4e0a\u8fdb\u884c\u5bf9\u6bd4\u3002<\/p>\n\n\n\n<p><strong>LingoQA\u57fa\u51c6\u8bc4\u4f30\uff1a<\/strong><\/p>\n\n\n\n<p>\u886810\u5c55\u793a\u5728LingoQA\u57fa\u51c6\u4e0a\u7684\u96f6\u6837\u672c\u8bc4\u4f30\u7ed3\u679c\u2014\u2014\u8be5\u57fa\u51c6\u7528\u4e8e\u8bc4\u4f30\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u7684\u9a7e\u9a76\u573a\u666f\u7406\u89e3\u80fd\u529b\u3002\u6211\u4eec\u7684Cosmos-Reason-7B\u6a21\u578b\u51c6\u786e\u7387\u8fbe66.2%\uff0c\u4f18\u4e8e\u6240\u6709\u5bf9\u6bd4\u57fa\u51c6\uff0c\u5305\u62ecGPT-4V\uff0859.6%\uff09\u3001Qwen2-VL-7B\uff0852.6%\uff09\u3001Qwen2.5-VL-7B\uff0862.2%\uff09\u3001InternVL3.5-8B\uff0858.6%\uff09\u4e0eDeepSeek-VL-7B\uff0846.4%\uff09\u3002\u8fd9\u4e00\u63d0\u5347\u8bc1\u660e\uff1a\u7269\u7406\u667a\u80fd\u5bfc\u5411\u6709\u76d1\u7763\u5fae\u8c03\u80fd\u663e\u8457\u589e\u5f3a\u6a21\u578b\u5728\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u4e2d\u7684\u7406\u89e3\u80fd\u529b\uff0c\u8865\u5145\u56fe12\u6240\u793a\u7684\u6a21\u578b\u7f29\u653e\u6536\u76ca\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"373\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-153-1024x373.png\" alt=\"\" class=\"wp-image-34698\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-153-1024x373.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-153-300x109.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-153-768x279.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-153.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u8f68\u8ff9\u89e3\u7801\u7b56\u7565\u5bf9\u6bd4:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"670\" height=\"440\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111415.png\" alt=\"\" class=\"wp-image-34699\" style=\"width:891px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111415.png 670w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111415-300x197.png 300w\" sizes=\"(max-width: 670px) 100vw, 670px\" \/><\/figure>\n\n\n\n<p><strong>\u6d88\u878d\u5b9e\u9a8c\uff1a\u52a8\u4f5c\u6a21\u6001\u6ce8\u5165<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"666\" height=\"205\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111416.png\" alt=\"\" class=\"wp-image-34700\" style=\"width:890px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111416.png 666w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111416-300x92.png 300w\" sizes=\"(max-width: 666px) 100vw, 666px\" \/><\/figure>\n\n\n\n<p><strong>\u6d88\u878d\u5b9e\u9a8c\uff1a\u9ad8\u6548\u89c6\u89c9\u7f16\u7801<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"665\" height=\"81\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/111417.png\" alt=\"\" class=\"wp-image-34701\" style=\"width:891px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111417.png 665w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/111417-300x37.png 300w\" sizes=\"(max-width: 665px) 100vw, 665px\" \/><\/figure>\n\n\n\n<p>\u5982\u886812\u6240\u793a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e09\u5e73\u9762\u591a\u6444\u50cf\u5934tokenizer\uff08Ivanovic et al., 2025\uff09<\/strong>\uff1a\u4ec5\u589e\u52a06.3M\u53c2\u6570\uff0ctoken\u6570\u91cf\u51cf\u5c113.6\u500d\uff08\u4ece160\u4e2a\/\u56fe\u50cf\u964d\u81f345\u4e2a\/\u56fe\u50cf\uff09\uff0c\u4e14minADE\u4e0e\u57fa\u51c6\u57fa\u672c\u6301\u5e73\uff1b<\/li>\n\n\n\n<li><strong>Flex\uff08Yang et al., 2025\uff09<\/strong>\uff1a\u5b9e\u73b0\u66f4\u663e\u8457\u7684token\u538b\u7f29\u2014\u2014\u6700\u9ad8\u8fbe20\u500d\uff08\u4ece160\u4e2a\/\u56fe\u50cf\u964d\u81f38\u4e2a\/\u56fe\u50cf\uff09\uff0c\u4ec5\u589e\u52a061.6M\u53c2\u6570\uff0c\u4e14\u9a7e\u9a76\u8d28\u91cf\u4e0e\u57fa\u51c6\u6301\u5e73\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"510\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-154-1024x510.png\" alt=\"\" class=\"wp-image-34702\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-154-1024x510.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-154-300x149.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-154-768x383.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-154.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Alpamayo-R1\u9ed8\u8ba4\u91c7\u7528\u5355\u56fe\u50cftokenization\uff0c\u539f\u56e0\u5728\u4e8e\u6700\u4f18\u7f16\u7801\u7b56\u7565\u9700\u6839\u636e\u6444\u50cf\u5934\u6570\u91cf\u3001\u65f6\u5e8f\u5e27\u6570\u4e0e\u6444\u50cf\u5934\u5206\u8fa8\u7387\u52a8\u6001\u8c03\u6574\uff1a\u4f8b\u5982\uff0c\u6444\u50cf\u5934\u6570\u91cf\u5c11\u3001\u5386\u53f2\u77ed\u65f6\u57df\u573a\u666f\u66f4\u9002\u5408\u5355\u56fe\u50cftokenization\uff1b\u6444\u50cf\u5934\u6570\u91cf\u591a\u3001\u5386\u53f2\u77ed\u65f6\u57df\u573a\u666f\u66f4\u9002\u5408\u4e09\u5e73\u9762\uff1b\u6444\u50cf\u5934\u6570\u91cf\u591a\u3001\u5386\u53f2\u957f\u65f6\u57df\u573a\u666f\u5219\u66f4\u9002\u5408Flex\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u8f66\u9053\u8def\u6d4b\u8bd5<\/strong><\/p>\n\n\n\n<p>\u4e3a\u9a8c\u8bc1AR1\u7684\u771f\u5b9e\u4e16\u754c\u90e8\u7f72\u80fd\u529b\uff0c\u6211\u4eec\u5c06\u6a21\u578b\u90e8\u7f72\u4e8e\u6d4b\u8bd5\u8f66\u8f86\uff0c\u5728\u57ce\u5e02\u9a7e\u9a76\u73af\u5883\u4e2d\u5f00\u5c55\u9053\u8def\u6d4b\u8bd5\u3002\u8f66\u8f86\u6210\u529f\u5b8c\u6210\u590d\u6742\u57ce\u5e02\u573a\u666f\u7684\u65e0\u4eba\u5de5\u5e72\u9884\u5bfc\u822a\uff0c\u8bc1\u660e\u6a21\u578b\u80fd\u5904\u7406\u4eff\u771f\u4e4b\u5916\u7684\u771f\u5b9e\u9a7e\u9a76\u6761\u4ef6\u3002\u56fe14\u5c55\u793a\u4e00\u4e2a\u8def\u53e3\u573a\u666f\uff1aAR1\u51c6\u786e\u8bc6\u522b\u4ea4\u901a\u72b6\u51b5\uff0c\u751f\u6210\u6e05\u6670\u7b80\u6d01\u7684\u63a8\u7406\u8f68\u8ff9\uff0c\u5e76\u6267\u884c\u76f8\u5e94\u9a7e\u9a76\u52a8\u4f5c\u3002\u8fd9\u4e9b\u6d4b\u8bd5\u8bc1\u5b9e\uff1a\u4eff\u771f\u4e2d\u7684\u6027\u80fd\u63d0\u5347\u80fd\u6210\u529f\u8fc1\u79fb\u5230\u771f\u5b9e\u4e16\u754c\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"402\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-155-1024x402.png\" alt=\"\" class=\"wp-image-34703\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-155-1024x402.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-155-300x118.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-155-768x302.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/11\/\u56fe\u7247-155.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u5b9e\u65f6\u63a8\u7406\u6027\u80fd:<\/strong><\/p>\n\n\n\n<p>\u5b9e\u8f66\u90e8\u7f72\u7684\u5173\u952e\u8981\u6c42\u662f<strong>\u5b9e\u65f6\u63a8\u7406\u80fd\u529b<\/strong>\u3002\u6211\u4eec\u5728NVIDIA RTX 6000 Pro 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of Causation, 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