{"id":3723,"date":"2026-04-11T15:00:13","date_gmt":"2026-04-11T07:00:13","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/04\/11\/%e5%88%98%e5%a3%ae%e9%99%88%e4%b8%b9%e7%90%a6%e6%96%b0%e4%bd%9c%ef%bc%9a%e5%bc%80%e6%ba%90%e9%80%9a%e7%94%a8%e8%a7%86%e8%a7%89%e6%8e%a8%e7%90%86rl%e6%a1%86%e6%9e%b6%ef%bc%8c0%e6%80%9d%e8%80%83\/"},"modified":"2026-04-11T15:00:13","modified_gmt":"2026-04-11T07:00:13","slug":"%e5%88%98%e5%a3%ae%e9%99%88%e4%b8%b9%e7%90%a6%e6%96%b0%e4%bd%9c%ef%bc%9a%e5%bc%80%e6%ba%90%e9%80%9a%e7%94%a8%e8%a7%86%e8%a7%89%e6%8e%a8%e7%90%86rl%e6%a1%86%e6%9e%b6%ef%bc%8c0%e6%80%9d%e8%80%83","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/04\/11\/%e5%88%98%e5%a3%ae%e9%99%88%e4%b8%b9%e7%90%a6%e6%96%b0%e4%bd%9c%ef%bc%9a%e5%bc%80%e6%ba%90%e9%80%9a%e7%94%a8%e8%a7%86%e8%a7%89%e6%8e%a8%e7%90%86rl%e6%a1%86%e6%9e%b6%ef%bc%8c0%e6%80%9d%e8%80%83\/","title":{"rendered":"\u5218\u58ee\u9648\u4e39\u7426\u65b0\u4f5c\uff1a\u5f00\u6e90\u901a\u7528\u89c6\u89c9\u63a8\u7406RL\u6846\u67b6\uff0c0\u601d\u8003\u6570\u636e\u5237\u65b0SOTA"},"content":{"rendered":"
\"\u5218\u58ee\u9648\u4e39\u7426\u65b0\u4f5c\uff1a\u5f00\u6e90\u901a\u7528\u89c6\u89c9\u63a8\u7406RL\u6846\u67b6\uff0c0\u601d\u8003\u6570\u636e\u5237\u65b0SOTA\"\/<\/div><\/figure>\n
\"\u5218\u58ee\u9648\u4e39\u7426\u65b0\u4f5c\uff1a\u5f00\u6e90\u901a\u7528\u89c6\u89c9\u63a8\u7406RL\u6846\u67b6\uff0c0\u601d\u8003\u6570\u636e\u5237\u65b0SOTA\"\/<\/div><\/figure>\n
\"\u5218\u58ee\u9648\u4e39\u7426\u65b0\u4f5c\uff1a\u5f00\u6e90\u901a\u7528\u89c6\u89c9\u63a8\u7406RL\u6846\u67b6\uff0c0\u601d\u8003\u6570\u636e\u5237\u65b0SOTA\"\/<\/div><\/figure>\n
\"\u5218\u58ee\u9648\u4e39\u7426\u65b0\u4f5c\uff1a\u5f00\u6e90\u901a\u7528\u89c6\u89c9\u63a8\u7406RL\u6846\u67b6\uff0c0\u601d\u8003\u6570\u636e\u5237\u65b0SOTA\"\/<\/div><\/figure>\n

\u9c7c\u7f8a \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u9002\u7528\u4e8e\u901a\u7528\u89c6\u89c9\u63a8\u7406\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u6846\u67b6\uff0c\u7ec8\u4e8e\u6709\u5f00\u6e90\u7248\u672c\u4e86\uff01<\/p>\n

\u6765\u81ea\u666e\u6797\u65af\u987f\u5218\u58ee\u56e2\u961f\uff0c\u9648\u4e39\u7426\u4ea6\u53c2\u4e0e\u5176\u4e2d\u3002<\/p>\n

\u9879\u76ee\u540dVero\uff0c\u57fa\u4e8e\u8fd9\u4e00\u65b9\u6848\u6784\u5efa\u7684\u89c6\u89c9\u63a8\u7406\u5668\uff0c\u80fd\u591f\u80dc\u4efb\u56fe\u8868\u3001\u79d1\u5b66\u3001\u7a7a\u95f4\u7406\u89e3\u548c\u5404\u79cd\u5f00\u653e\u89c6\u89c9\u4efb\u52a1\uff0c\u572830\u591a\u9879\u6d4b\u8bd5\u4e2d\u8fbe\u5230\u4e868B\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684SOTA\u3002<\/p>\n

\u5728\u6b64\u4e4b\u524d\uff0c\u5c3d\u7ba1GPT\u3001Gemini\u7b49\u6700\u5f3a\u5927\u6a21\u578b\u4eec\u5df2\u7ecf\u628a\u89c6\u89c9\u63a8\u7406\u73a9\u51fa\u4e86\u82b1\uff0c\u4f46\u5176\u80cc\u540e\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6848\u8fd8\u662f\u5404\u5927\u5382\u5546\u7684\u201c\u72ec\u95e8\u79d8\u7c4d\u201d\uff0c\u5f00\u6e90\u65b9\u6848\u4eec\u5927\u591a\u53ea\u80fd\u8986\u76d6\u7279\u5b9a\u89c6\u89c9\u4efb\u52a1\u3002<\/p>\n

\u800cVero\u7684\u51fa\u73b0\uff0c\u7528\u9879\u76ee\u8d1f\u8d23\u4eba\u5218\u58ee\u7684\u8bdd\u8bf4\uff0c\u8bc1\u660e\u4e86\u201c\u5373\u4f7f\u5728\u5b66\u672f\u73af\u5883\u4e0b\uff0c\u53ea\u8981\u6709\u5408\u9002\u7684\u4eba\u624d\u548c\u6295\u5165\uff0c\u6211\u4eec\u4e5f\u80fd\u591f\u8ffd\u8d76\u4e0a\u9876\u5c16\u5de5\u4e1a\u754c\u56e2\u961f\u6240\u53d6\u5f97\u7684\u90e8\u5206\u6210\u5c31\u201d\u3002<\/p>\n

\u60f3\u8981\u6253\u9020\u5168\u80fd\u578b\u7684\u770b\u56fe\u63a8\u7406\u201c\u9ad8\u624b\u201d\u6a21\u578b\uff0c\u901a\u5e38\u4f1a\u9047\u5230\u4e24\u7c7b\u95ee\u9898\u3002<\/p>\n

\u5176\u4e00\uff0c\u662f\u57fa\u4e8e\u5f00\u6e90RL\u65b9\u6848\uff0cVLM\u5f80\u5f80\u53ea\u64c5\u957f\u67d0\u4e00\u79cd\u4efb\u52a1\uff0c\u6bd4\u5982\u6570\u5b66\u9898\u3001\u56fe\u8868\uff0c\u6362\u4e2a\u4efb\u52a1\u5c31\u6293\u778e\u3002<\/p>\n

\u5176\u4e8c\uff0c\u5982\u679c\u62ff\u591a\u79cd\u4efb\u52a1\u4e00\u8d77\u8bad\u7ec3VLM\uff0c\u6a21\u578b\u8fd8\u5bb9\u6613\u51fa\u73b0\u8d8a\u5b66\u8d8a\u4e71\u3001\u8d8a\u5b66\u8d8a\u5d29\u7684\u73b0\u8c61\u3002<\/p>\n

Vero\u56e2\u961f\u53d1\u73b0\uff0c\u80cc\u540e\u7684\u539f\u56e0\u5728\u4e8e\uff0c\u4e0d\u540c\u7684\u89c6\u89c9\u4efb\u52a1\u4f1a\u653e\u5927\u4e0d\u540c\u7684\u63a8\u7406\u7b56\u7565\uff0c\u6bd4\u5982\u56fe\u8868QA\u9700\u8981\u6570\u503c\u63d0\u53d6\u548c\u6bd4\u8f83\uff0c\u800c\u5b9a\u4f4d\u4efb\u52a1\u5219\u9700\u8981\u7a7a\u95f4\u626b\u63cf\u548c\u7ed1\u5b9a\u3002<\/p>\n

\u9488\u5bf9\u8fd9\u4e9b\u95ee\u9898\uff0cVero\u56e2\u961f\u4e3b\u8981\u505a\u4e86\u4e09\u4ef6\u4e8b\u3002<\/p>\n

\u9996\u5148\uff0c\u7814\u7a76\u4eba\u5458\u4ece59\u4e2a\u6570\u636e\u96c6\u4e2d\u7cbe\u5fc3\u6311\u9009\u3001\u8fc7\u6ee4\u5e76\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b60\u4e07\u9ad8\u8d28\u91cf\u6837\u672c\u7684\u591a\u6837\u5316\u8bad\u7ec3\u96c6\u3002<\/p>\n

\u8fd9\u4e9b\u6837\u672c\u88ab\u5206\u4e3a\u516d\u7c7b\uff1a<\/p>\n

\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u5355\u4efb\u52a1RL\u8bad\u7ec3\u51fa\u6765\u7684\u6a21\u578b\u65e0\u6cd5\u5b9e\u73b0\u53ef\u9760\u7684\u6cdb\u5316\uff0c\u9488\u5bf9\u67d0\u4e00\u7c7b\u522b\u7684\u8bad\u7ec3\u5f80\u5f80\u4f1a\u964d\u4f4e\u6a21\u578b\u5728\u5176\u4ed6\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n

\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5728\u5e7f\u6cdb\u4e14\u5747\u8861\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884cRL\u8bad\u7ec3\uff0c \u6a21\u578b\u80fd\u591f\u5b66\u5230\u901a\u7528\u7684\u89c6\u89c9\u63a8\u7406\u6a21\u5f0f\uff0c\u907f\u514d\u4e86\u5728\u5355\u4e00\u4efb\u52a1\u4e0a\u8bad\u7ec3\u5bfc\u81f4\u7684\u80fd\u529b\u9000\u5316\u3002<\/p>\n

\u5728\u89c6\u89c9\u63a8\u7406\u4e2d\uff0c\u4e0d\u540c\u4efb\u52a1\u7684\u7b54\u6848\u683c\u5f0f\u4e4b\u95f4\u5176\u5b9e\u5b58\u5728\u5f88\u5927\u7684\u5dee\u5f02\u3002<\/p>\n

\u4e3a\u6b64\uff0cVero\u63d0\u51fa\u4e86\u4efb\u52a1\u8def\u7531\u5956\u52b1\u673a\u5236\uff1a\u8bbe\u8ba1\u4e86\u4e00\u5957\u591a\u8def\u5956\u52b1\u7cfb\u7edf\uff0c\u80fd\u6839\u636e\u4efb\u52a1\u7c7b\u578b\u7684\u4e0d\u540c\uff0c\u81ea\u52a8\u628a\u8f93\u51fa\u8def\u7531\u7ed9\u76f8\u5e94\u7684\u9a8c\u8bc1\u5668\uff0c\u6765\u5206\u522b\u8ba1\u7b97\u5956\u52b1\u3002<\/p>\n

\u6bd4\u5982\uff0c\u5bf9\u4e8e\u9009\u62e9\u9898\uff0c\u8bc4\u5206\u6807\u51c6\u662f\u9009\u9879\u9009\u5f97\u662f\u5426\u6b63\u786e\uff1b\u5bf9\u4e8e\u6570\u5b66\u9898\uff0c\u5219\u9700\u8981\u6570\u5b66\u6821\u9a8c\uff1b\u5bf9\u4e8e\u5f00\u653e\u63cf\u8ff0\uff0cVero\u4f1a\u5f15\u5165\u53e6\u4e00\u4e2a\u5927\u6a21\u578b\u4f5c\u4e3a\u88c1\u5224\uff0c\u6765\u8bc4\u4f30\u56de\u7b54\u7684\u8d28\u91cf\u3002<\/p>\n

\u76f8\u6bd4\u4e8e\u95ed\u6e90\u6a21\u578b\u4f9d\u8d56\u4e8e\u79c1\u6709\u201cThinking\u201d\u6570\u636e\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6848\uff0cVero\u63d0\u51fa\uff1a<\/p>\n

\u53ea\u8981\u62e5\u6709\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u8fc7\u6ee4\u3001\u5747\u8861\u7684\u4efb\u52a1\u6df7\u5408\uff0c\u4ee5\u53ca\u7cbe\u786e\u7684\u8def\u7531\u5956\u52b1\uff0c\u4ec5\u4ec5\u901a\u8fc7\u5355\u9636\u6bb5\u5f3a\u5316\u5b66\u4e60\uff0c\u5c31\u80fd\u6fc0\u53d1\u57fa\u7840\u6a21\u578b\u7684\u901a\u7528\u89c6\u89c9\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5728\u6ca1\u6709\u5f15\u5165\u4efb\u4f55\u79c1\u6709\u201c\u601d\u8003\u201d\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u57fa\u4e8eVero\u8bad\u7ec3\u7684\u6a21\u578b\u572830\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u768423\u9879\u4e0a\uff0c\u8d85\u8d8a\u4e86\u7ecf\u8fc7\u4e13\u95e8\u5fae\u8c03\u7684Qwen3-VL-8B-Thinking\u3002<\/p>\n

\u7814\u7a76\u56e2\u961f\u7684\u6d88\u878d\u5b9e\u9a8c\u8fd8\u8868\u660e\uff1a<\/p>\n

\u5e7f\u6cdb\u7684\u6570\u636e\u8986\u76d6\u662f\u89c6\u89c9\u63a8\u7406\u5f3a\u5316\u5b66\u4e60Scaling\u7684\u4e3b\u8981\u9a71\u52a8\u529b\u3002<\/p>\n

\u76ee\u524d\uff0cVero\u7684\u6240\u6709\u6570\u636e\u3001\u4ee3\u7801\u3001\u6a21\u578b\u5747\u5df2\u5f00\u6e90\u3002<\/p>\n

Vero\u7684\u4e24\u4f4d\u901a\u8baf\u4f5c\u8005\u662fGabriel Sarch\u548cLinrong Cai\u3002<\/p>\n

Gabriel Sarch\u535a\u58eb\u6bd5\u4e1a\u4e8eCMU\uff0c\u76ee\u524d\u662f\u666e\u6797\u65af\u987f\u5927\u5b66PLI\uff08Princeton Language and Intelligence\uff09\u7684\u535a\u58eb\u540e\u7814\u7a76\u5458\u2014\u2014<\/p>\n

\u8bba\u6587\u7684\u4f5c\u8005\u4e4b\u4e00\u9648\u4e39\u7426\uff0c\u73b0\u5728\u4e5f\u662fPLI\u7684\u526f\u4e3b\u4efb\u3002<\/p>\n

Linrong Cai\uff0c\u5929\u6d25\u7b2c\u4e00\u4e2d\u5b66\u6821\u53cb\u3002\u672c\u79d1\u6bd5\u4e1a\u4e8e\u5a01\u65af\u5eb7\u661f\u5927\u5b66\u9ea6\u8fea\u900a\u5206\u6821\uff0c\u76ee\u524d\u6b63\u5728\u653b\u8bfb\u666e\u6797\u65af\u987f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e13\u4e1a\u7855\u58eb\u5b66\u4f4d\uff0c\u5e08\u4ece\u5218\u58ee\u3002\u540c\u65f6Gabriel Sarch\u4e5f\u662f\u4ed6\u7684mentor\u3002\u4ed6\u7684\u7814\u7a76\u65b9\u5411\u662f\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u63a8\u7406\u3002<\/p>\n

\u5218\u58ee\u5219\u662fVero\u7684\u9879\u76ee\u8d1f\u8d23\u4eba\u3002\u5218\u58ee\u672c\u79d1\u6bd5\u4e1a\u4e8e\u6e05\u534e\u59da\u73ed\uff0c\u540e\u4e8e\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\uff0c\u73b0\u5728\u662f\u666e\u6797\u65af\u987f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u52a9\u7406\u6559\u6388\u3002<\/p>\n

\u5728CVPR 2017\u4e0a\uff0c\u5218\u58ee\u7684\u4e00\u4f5c\u8bba\u6587DenseNet\u83b7\u5f97\u4e86\u6700\u4f73\u8bba\u6587\u5956\u3002ConvNeXt\u5219\u662f\u4ed6\u5728Meta FAIR\u4efb\u9ad8\u7ea7\u7814\u7a76\u79d1\u5b66\u5bb6\u671f\u95f4\uff0c\u548c\u8c22\u8d5b\u5b81\u5408\u4f5c\u53d1\u8868\u7684\u6210\u679c\u3002<\/p>\n

\u5728Meta\u671f\u95f4\uff0c\u5218\u58ee\u548c\u4f55\u607a\u660e\u3001LeCun\u7b49\u4ea6\u6709\u6df1\u5ea6\u5408\u4f5c\u3002<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/vero-reasoning.github.io\/<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

\u9c7c\u7f8a \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u9002\u7528\u4e8e\u901a\u7528\u89c6\u89c9\u63a8\u7406\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u6846\u67b6\uff0c\u7ec8\u4e8e\u6709\u5f00\u6e90\u7248\u672c\u4e86\uff01<\/p>\n

\u6765\u81ea\u666e\u6797\u65af\u987f\u5218\u58ee\u56e2\u961f\uff0c\u9648\u4e39\u7426\u4ea6\u53c2\u4e0e\u5176\u4e2d\u3002<\/p>\n

\u9879\u76ee\u540dVero\uff0c\u57fa\u4e8e\u8fd9\u4e00\u65b9\u6848\u6784\u5efa\u7684\u89c6\u89c9\u63a8\u7406\u5668\uff0c\u80fd\u591f\u80dc\u4efb\u56fe\u8868\u3001\u79d1\u5b66\u3001\u7a7a\u95f4\u7406\u89e3\u548c\u5404\u79cd\u5f00\u653e\u89c6\u89c9\u4efb\u52a1\uff0c\u572830\u591a\u9879\u6d4b\u8bd5\u4e2d\u8fbe\u5230\u4e868B\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684SOTA\u3002<\/p>\n

\u5728\u6b64\u4e4b\u524d\uff0c\u5c3d\u7ba1GPT\u3001Gemini\u7b49\u6700\u5f3a\u5927\u6a21\u578b\u4eec\u5df2\u7ecf\u628a\u89c6\u89c9\u63a8\u7406\u73a9\u51fa\u4e86\u82b1\uff0c\u4f46\u5176\u80cc\u540e\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6848\u8fd8\u662f\u5404\u5927\u5382\u5546\u7684\u201c\u72ec\u95e8\u79d8\u7c4d\u201d\uff0c<\/p>\n","protected":false},"author":1,"featured_media":3719,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[666,667],"class_list":["post-3723","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-666","tag-667"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/3723","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=3723"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/3723\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/3719"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=3723"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=3723"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=3723"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}