{"id":5975,"date":"2026-06-17T15:00:47","date_gmt":"2026-06-17T07:00:47","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/06\/17\/huggingface-ceo%e5%8a%9b%e8%8d%90%ef%bc%8cbengio%e5%9b%a2%e9%98%9f%e4%b9%9f%e6%8a%bc%e6%b3%a8%ef%bc%9a%e8%bf%99%e4%b8%aa1500%e7%be%8e%e5%85%83%e8%ae%ad%e5%87%ba%e7%9a%84hrm%e6%a8%a1%e5%9e%8b%ef%bc%8c\/"},"modified":"2026-06-17T15:00:47","modified_gmt":"2026-06-17T07:00:47","slug":"huggingface-ceo%e5%8a%9b%e8%8d%90%ef%bc%8cbengio%e5%9b%a2%e9%98%9f%e4%b9%9f%e6%8a%bc%e6%b3%a8%ef%bc%9a%e8%bf%99%e4%b8%aa1500%e7%be%8e%e5%85%83%e8%ae%ad%e5%87%ba%e7%9a%84hrm%e6%a8%a1%e5%9e%8b%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/06\/17\/huggingface-ceo%e5%8a%9b%e8%8d%90%ef%bc%8cbengio%e5%9b%a2%e9%98%9f%e4%b9%9f%e6%8a%bc%e6%b3%a8%ef%bc%9a%e8%bf%99%e4%b8%aa1500%e7%be%8e%e5%85%83%e8%ae%ad%e5%87%ba%e7%9a%84hrm%e6%a8%a1%e5%9e%8b%ef%bc%8c\/","title":{"rendered":"HuggingFace CEO\u529b\u8350\uff0cBengio\u56e2\u961f\u4e5f\u62bc\u6ce8\uff1a\u8fd9\u4e2a1500\u7f8e\u5143\u8bad\u51fa\u7684HRM\u6a21\u578b\uff0c\u51ed\u4ec0\u4e48\u706b\u4e86\uff1f"},"content":{"rendered":"
\"HuggingFace<\/div><\/figure>\n
\"HuggingFace<\/div><\/figure>\n
\"HuggingFace<\/div><\/figure>\n
\"HuggingFace<\/div><\/figure>\n

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u597d\u5bb6\u4f19\uff0c\u8fd9\u6b21\u4e0d\u662f\u6a21\u578b\u5708\u81ea\u55e8\u3002<\/p>\n

\u4e00\u4e2a\u8bad\u7ec3\u6210\u672c\u7ea61500\u7f8e\u5143\u3001\u53c2\u6570\u91cf\u7ea61B\u3001\u4ece\u96f6\u5f00\u59cb\u9884\u8bad\u7ec3\u7684\u5c0f\u6a21\u578b\uff0c\u628aHRM\u63a8\u5230\u4e86\u4e0b\u4e00\u4ee3\u63a8\u7406\u67b6\u6784\u8ba8\u8bba\u7684\u4e2d\u5fc3\u3002<\/p>\n

HuggingFace\u8054\u5408\u521b\u59cb\u4eba\u517cCEO Clem Delangue\u4eb2\u81ea\u8f6c\u53d1\u63a8\u8350\u3002<\/p>\n

\u56fe\u7075\u5956\u5f97\u4e3bYoshua Bengio\u4f5c\u4e3a\u5171\u540c\u4f5c\u8005\u53c2\u4e0e\u7684\u65b0\u8bba\u6587\uff0c\u4e5f\u8d70\u5411\u4e86\u540c\u4e00\u6761latent recursive reasoning\u8def\u7ebf\u3002<\/p>\n

\u66f4\u53cd\u5e38\u7684\u662f\uff0c\u5b83\u4e0d\u662f\u84b8\u998f\uff0c\u4e0d\u662f\u5fae\u8c03\uff0c\u4e5f\u4e0d\u662f\u5728\u5df2\u6709\u5927\u6a21\u578b\u80fd\u529b\u4e0a\u5957\u58f3\u3002<\/p>\n

\u5b83\u5c31\u662fSapient Intelligence\u53d1\u5e03\u7684HRM-Text\u3002<\/p>\n

\u5982\u679c\u53ea\u770b\u53c2\u6570\u91cf\uff0c\u5b83\u5f88\u5bb9\u6613\u88ab\u5199\u6210\u4e00\u4e2a\u719f\u6089\u7684\u6545\u4e8b\uff1a\u201c\u5c0f\u6a21\u578b\u53c8\u8d62\u4e86\u3002\u201d<\/p>\n

\u4f46HRM-Text\u771f\u6b63\u503c\u5f97\u6ce8\u610f\u7684\u5730\u65b9\uff0c\u4e0d\u662f\u5c0f\uff0c\u4e5f\u4e0d\u662f\u4fbf\u5b9c\u3002\u800c\u662f\u5b83\u80cc\u540e\u90a3\u5957HRM\u67b6\u6784\uff0c\u6b63\u5728\u95ee\u4e00\u4e2a\u66f4\u5e95\u5c42\u7684\u95ee\u9898\uff1a<\/p>\n

\u6a21\u578b\u5230\u5e95\u9700\u8981\u8bb0\u4f4f\u5168\u4e16\u754c\uff0c\u8fd8\u662f\u9700\u8981\u5b66\u4f1a\u5982\u4f55\u601d\u8003\u3001\u5982\u4f55\u67e5\u627e\u3001\u5982\u4f55\u9a8c\u8bc1\u3001\u5982\u4f55\u884c\u52a8\uff1f<\/p>\n

\u8fc7\u53bb\u51e0\u5e74\uff0c\u5927\u6a21\u578b\u884c\u4e1a\u7684\u9ed8\u8ba4\u7b54\u6848\u5f88\u7b80\u5355\uff1a\u53c2\u6570\u66f4\u591a\uff0c\u6570\u636e\u66f4\u591a\uff0c\u8bad\u7ec3\u66f4\u4e45\uff0cToken\u66f4\u957f\u3002<\/p>\n

HRM\u8d70\u7684\u662f\u53e6\u4e00\u6761\u8def\u3002<\/p>\n

\u5b83\u4e0d\u662f\u7ee7\u7eed\u628a\u6a21\u578b\u505a\u6210\u4e00\u4e2a\u8d8a\u6765\u8d8a\u5927\u7684\u77e5\u8bc6\u4ed3\u5e93\uff0c\u800c\u662f\u8bd5\u56fe\u628a\u6a21\u578b\u505a\u6210\u4e00\u4e2a\u66f4\u5f3a\u7684\u63a8\u7406\u6838\u5fc3\u3002<\/p>\n

\u5927\u6a21\u578b\u50cf\u4e00\u4e2a\u80cc\u7740\u56fe\u4e66\u9986\u7684\u5b66\u751f\uff0cHRM\u66f4\u50cf\u4e00\u4e2a\u4f1a\u89e3\u9898\u3001\u4f1a\u67e5\u8d44\u6599\u3001\u4f1a\u590d\u76d8\u3001\u4f1a\u884c\u52a8\u7684\u4eba\u3002<\/p>\n

\u5f53\u7136\uff0c\u771f\u6b63\u8ba9\u6280\u672f\u5708\u8ba4\u771f\u8ba8\u8bbaHRM-Text\u7684\uff0c\u4e0d\u662f\u4e00\u6b21\u8f6c\u53d1\uff0c\u800c\u662f\u4e00\u7ec4\u5f88\u53cd\u5e38\u7684\u6570\u5b57\u3002<\/p>\n

\u4e00\u4e2a\u7ea61B\u53c2\u6570\u6a21\u578b\uff0c\u5728MATH\u4e0a\u62ff\u523056.2\uff0c\u5728GSM8K\u4e0a\u62ff\u523084.5\uff0c\u5728ARC-Challenge\u4e0a\u62ff\u523081.9\uff0c\u5728DROP\u4e0a\u62ff\u523082.2\u3002<\/p>\n

\u8bad\u7ec3\u6210\u672c\u7ea61500\u7f8e\u5143\uff0c16\u5757H100\u8dd1\u4e86\u4e0d\u5230\u4e24\u5929\u3002<\/p>\n

\u6ca1\u6709post-training\uff0c\u6ca1\u6709RLHF\uff0c\u4e5f\u6ca1\u6709\u4f9d\u8d56\u663e\u5f0f\u601d\u7ef4\u94fe\u6570\u636e\u3002\u56e2\u961f\u540c\u6b65\u5f00\u653e\u4e86\u8bba\u6587\u3001\u6a21\u578b\u6743\u91cd\u548c\u9884\u8bad\u7ec3\u4ee3\u7801\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0cHRM-Text\u4e0d\u662f\u5728\u73b0\u6709\u5927\u6a21\u578b\u80fd\u529b\u4e0a\u505a\u5305\u88c5\uff0c\u800c\u662f\u5728\u57fa\u7840\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u76f4\u63a5\u9a8c\u8bc1\u4e00\u79cd\u65b0\u7684\u67b6\u6784\u8def\u7ebf\u3002<\/p>\n

\u8fd9\u4e0d\u662f\u53c8\u4e00\u4e2a\u201c\u5c0f\u6a21\u578b\u9006\u88ad\u201d\u7684\u6545\u4e8b\u3002\u66f4\u51c6\u786e\u5730\u8bf4\uff0c\u5b83\u662f\u4e00\u6b21\u63a8\u7406\u6a21\u578b\u7684\u6362\u8111\u5b9e\u9a8c\uff1a<\/p>\n

\u4e0d\u8ba9\u6a21\u578b\u8bf4\u51fa\u66f4\u591a\u601d\u7ef4\u94fe\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u5728\u5f00\u53e3\u4e4b\u524d\uff0c\u5148\u5728\u8111\u5b50\u91cc\u60f3\u5b8c\u3002<\/p>\n

\u800c\u8fd9\u6761\u8def\u7ebf\uff0c\u5f88\u5feb\u4e5f\u51fa\u73b0\u5728\u4e86\u66f4\u9ad8\u5c42\u7ea7\u7684\u5b66\u672f\u8ba8\u8bba\u4e2d\u3002<\/p>\n

HRM-Text\u53d1\u5e03\u524d\u540e\uff0c\u56fe\u7075\u5956\u5f97\u4e3bYoshua Bengio\u4f5c\u4e3a\u5171\u540c\u4f5c\u8005\u53c2\u4e0e\u53d1\u5e03\u4e86\u300aGenerative Recursive Reasoning\u300b\u3002\u8bba\u6587\u63d0\u51fa\u7684GRAM\uff0c\u5728\u6838\u5fc3\u8ba1\u7b97\u7ed3\u6784\u4e0a\u9ad8\u5ea6\u590d\u7528\u4e86HRM\u7684\u5206\u5c42\u9012\u5f52\u9aa8\u67b6\uff1a\u540c\u6837\u662f\u9ad8\u5c42\u72b6\u6001\u3001\u4f4e\u5c42\u72b6\u6001\u3001\u53cc\u65f6\u95f4\u5c3a\u5ea6\u3001\u591a\u8f6e\u9012\u5f52\u66f4\u65b0\uff0c\u53ea\u662f\u5728\u6b64\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u52a0\u5165\u6982\u7387\u751f\u6210\u6a21\u5757\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0cSapient\u4e0d\u662f\u7b49\u884c\u4e1a\u7ed9\u51fa\u7b54\u6848\u4e4b\u540e\u518d\u8ffd\u968f\uff0c\u800c\u662f\u5148\u628a\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u629b\u4e86\u51fa\u6765\uff0c\u5e76\u7387\u5148\u62ff\u51fa\u4e86\u53ef\u8fd0\u884c\u3001\u53ef\u5f00\u6e90\u3001\u53ef\u9a8c\u8bc1\u7684\u6a21\u578b\u7cfb\u7edf\uff1a<\/p>\n

\u6a21\u578b\u80fd\u5426\u5728\u8f93\u51fa\u4e4b\u524d\uff0c\u901a\u8fc7\u6f5c\u7a7a\u95f4\u4e2d\u7684\u591a\u8f6e\u5206\u5c42\u9012\u5f52\u8ba1\u7b97\uff0c\u5b8c\u6210\u66f4\u6df1\u5c42\u7684\u5185\u90e8\u63a8\u7406\uff1f<\/p>\n

HRM-Text\u7684\u95ee\u9898\u56e0\u6b64\u4e0d\u53ea\u662f\uff1a<\/p>\n

\u4e00\u4e2a1B\u6a21\u578b\u4e3a\u4ec0\u4e48\u80fd\u505a\u5230\u8fd9\u4e9bbenchmark\uff1f<\/p>\n

\u66f4\u5173\u952e\u7684\u95ee\u9898\u662f\uff1a<\/p>\n

Sapient\u662f\u5426\u63d0\u524d\u9a8c\u8bc1\u4e86\u4e00\u6761\u4e0b\u4e00\u4ee3\u63a8\u7406\u6a21\u578b\u503c\u5f97\u8ba4\u771f\u5bf9\u5f85\u7684\u65b0\u8def\u7ebf\uff1f<\/p>\n

\u73b0\u5728\u7684\u63a8\u7406\u6a21\u578b\uff0c\u5f88\u591a\u65f6\u5019\u50cf\u662f\u5728\u201c\u8fb9\u8bf4\u8fb9\u60f3\u201d\u3002<\/p>\n

Chain-of-Thought\u628a\u63a8\u7406\u8fc7\u7a0b\u5199\u6210\u4e00\u4e32token\uff0c\u8ba9\u6a21\u578b\u4e00\u6b65\u4e00\u6b65\u8f93\u51fa\u4e2d\u95f4\u8fc7\u7a0b\u3002<\/p>\n

\u8fd9\u5f53\u7136\u6709\u7528\uff0c\u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a<\/p>\n

Token\u8d8a\u6765\u8d8a\u957f\uff0c\u8d26\u5355\u8d8a\u6765\u8d8a\u9ad8\uff1b\u4e2d\u95f4\u4e00\u6b65\u9519\u4e86\uff0c\u540e\u9762\u5c31\u53ef\u80fd\u4e00\u8def\u9519\u4e0b\u53bb\uff1b\u66f4\u5173\u952e\u7684\u662f\uff0c\u63a8\u7406\u8fc7\u7a0b\u88ab\u7ed1\u5b9a\u5728\u8bed\u8a00\u8868\u9762\uff0c\u6a21\u578b\u5f88\u5bb9\u6613\u5b66\u5230\u201c\u50cf\u63a8\u7406\u7684\u6587\u672c\u201d\uff0c\u5374\u4e0d\u4e00\u5b9a\u771f\u7684\u638c\u63e1\u4e86\u201c\u63a8\u7406\u7684\u7ed3\u6784\u201d\u3002<\/p>\n

HRM\u95ee\u7684\u662f\u4e00\u4e2a\u66f4\u6fc0\u8fdb\u7684\u95ee\u9898\uff1a\u63a8\u7406\u4e3a\u4ec0\u4e48\u4e00\u5b9a\u8981\u5199\u51fa\u6765\uff1f<\/p>\n

\u4eba\u7c7b\u505a\u5f88\u591a\u9898\uff0c\u5e76\u4e0d\u662f\u628a\u8111\u5185\u6bcf\u4e00\u6b65\u90fd\u8bf4\u6210\u4e00\u53e5\u8bdd\u3002\u6211\u4eec\u4f1a\u5728\u8111\u5b50\u91cc\u53cd\u590d\u5c1d\u8bd5\u3001\u4fee\u6b63\u3001\u6392\u9664\u3001\u56de\u9000\uff0c\u6700\u540e\u624d\u8bf4\u51fa\u7b54\u6848\u3002<\/p>\n

HRM\u60f3\u505a\u7684\uff0c\u6b63\u662f\u8fd9\u4ef6\u4e8b\uff1a\u628a\u8349\u7a3f\u7eb8\u4ece\u5634\u4e0a\u62ff\u4e0b\u6765\uff0c\u653e\u56de\u6a21\u578b\u7684\u8111\u5b50\u91cc\u3002<\/p>\n

\u8fd9\u5c31\u662flatent reasoning\uff0c\u6f5c\u7a7a\u95f4\u63a8\u7406\u3002\u4e0d\u662f\u8ba9\u6a21\u578b\u8f93\u51fa\u66f4\u957f\u7684\u601d\u7ef4\u94fe\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u5728\u8f93\u51fa\u4e4b\u524d\uff0c\u5728\u5185\u90e8\u72b6\u6001\u91cc\u5b8c\u6210\u591a\u8f6e\u8ba1\u7b97\u3002<\/p>\n

\u8fd9\u4e5f\u662fSapient \u4ece\u4e00\u5f00\u59cb\u62bc\u6ce8HRM\u7684\u539f\u56e0\u3002<\/p>\n

Sapient\u62bc\u6ce8\u7684\u4ece\u6765\u4e0d\u662f\u201c\u5c0f\u6a21\u578b\u201d\uff0c\u800c\u662fHRM\uff08Hierarchical Reasoning Model\uff09\uff0c\u5206\u5c42\u63a8\u7406\u6a21\u578b\u3002<\/p>\n

\u5728\u5927\u591a\u6570\u56e2\u961f\u4ecd\u7136\u56f4\u7ed5Transformer\u505a\u53c2\u6570\u3001\u6570\u636e\u548c\u8bad\u7ec3\u6280\u5de7\u4f18\u5316\u65f6\uff0cSapient\u9009\u62e9\u628a\u95ee\u9898\u63a8\u5230\u66f4\u5e95\u5c42\uff1a<\/p>\n

\u5982\u679c\u667a\u80fd\u4e0d\u662f\u53ea\u6765\u81ea\u89c4\u6a21\u6269\u5f20\uff0c\u800c\u662f\u6765\u81ea\u8ba1\u7b97\u8fc7\u7a0b\u7684\u7ec4\u7ec7\u65b9\u5f0f\uff0c\u90a3\u4e48\u6a21\u578b\u67b6\u6784\u672c\u8eab\u662f\u5426\u5e94\u8be5\u88ab\u91cd\u65b0\u8bbe\u8ba1\uff1f<\/p>\n

HRM\u7684\u6838\u5fc3\u601d\u60f3\uff0c\u662f\u8ba9\u6a21\u578b\u5728\u8f93\u51fa\u4e4b\u524d\uff0c\u80fd\u591f\u5728\u6f5c\u7a7a\u95f4\u4e2d\u8fdb\u884c\u591a\u8f6e\u3001\u5206\u5c42\u3001\u9012\u5f52\u7684\u72b6\u6001\u66f4\u65b0\u3002<\/p>\n

2025\u5e74\uff0cSapient\u63a8\u51faHRM-Symbolic\u3002<\/p>\n

\u8fd9\u4e2a\u6a21\u578b\u4e3b\u8981\u9762\u5411\u6570\u72ec\u3001\u8ff7\u5bab\u3001ARC-AGI\u7b49\u5c01\u95ed\u3001\u53ef\u9a8c\u8bc1\u3001\u5f3a\u63a8\u7406\u4efb\u52a1\u3002\u8fd9\u7c7b\u4efb\u52a1\u6709\u660e\u786e\u89c4\u5219\u3001\u660e\u786e\u72b6\u6001\u7a7a\u95f4\u3001\u53ef\u9a8c\u8bc1\u7b54\u6848\uff0c\u5bf9\u7ec4\u5408\u641c\u7d22\u548c\u591a\u6b65\u63a8\u7406\u8981\u6c42\u6781\u9ad8\u3002<\/p>\n

\u56e0\u6b64\uff0c\u5b83\u4eec\u975e\u5e38\u9002\u5408\u56de\u7b54\u7b2c\u4e00\u4e2a\u95ee\u9898\uff1a<\/p>\n

\u5206\u5c42\u9012\u5f52\u63a8\u7406\u8fd9\u6761\u67b6\u6784\u8def\u7ebf\uff0c\u5230\u5e95\u80fd\u4e0d\u80fd\u884c\uff1f<\/p>\n

HRM\u7684\u539f\u59cb\u8bba\u6587\u91cc\uff0c\u4e00\u4e2a27M\u53c2\u6570\u6a21\u578b\u5728\u6ca1\u6709\u9884\u8bad\u7ec3\u3001\u6ca1\u6709CoT\u6570\u636e\u3001\u53ea\u7528\u7ea61000\u4e2a\u8bad\u7ec3\u6837\u672c\u7684\u60c5\u51b5\u4e0b\uff0c\u5728Sudoku-Extreme\u3001Maze-Hard\u548cARC-AGI\u7b49\u5f3a\u63a8\u7406\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u975e\u5e38\u7a81\u51fa\u7684\u7ed3\u679c\u3002<\/p>\n

\u8fd9\u4e00\u6b65\u5148\u56de\u7b54\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a<\/p>\n

\u5728\u5c01\u95ed\u3001\u53ef\u9a8c\u8bc1\u3001\u5f3a\u63a8\u7406\u4efb\u52a1\u91cc\uff0cHRM\u8fd9\u6761\u8def\u7ebf\u80fd\u4e0d\u80fd\u884c\uff1f<\/p>\n

\u7b54\u6848\u662f\uff1a\u80fd\u3002<\/p>\n

\u4f46\u8fd9\u8fd8\u4e0d\u591f\uff0c\u56e0\u4e3a\u6570\u72ec\u4e0d\u662f\u8bed\u8a00\uff0c\u8ff7\u5bab\u4e5f\u4e0d\u662f\u5f00\u653e\u4e16\u754c\u3002<\/p>\n

\u4e8e\u662fHRM-Text\u56de\u7b54\u4e86\u7b2c\u4e8c\u4e2a\u66f4\u96be\u7684\u95ee\u9898\uff1a<\/p>\n

\u5f53\u4efb\u52a1\u8fdb\u5165\u81ea\u7136\u8bed\u8a00\u4e16\u754c\uff0cHRM\u8fd8\u884c\u4e0d\u884c\uff1f<\/p>\n

\u8fd9\u6bd4\u7b80\u5355\u653e\u5927\u6a21\u578b\u66f4\u96be\u3002<\/p>\n

\u56e0\u4e3a\u8bed\u8a00\u4e0d\u662f\u6570\u72ec\u3002\u8bed\u8a00\u66f4\u5f00\u653e\u3001\u66f4\u6a21\u7cca\u3001\u66f4\u77e5\u8bc6\u5bc6\u96c6\uff0c\u8f93\u51fa\u5f62\u5f0f\u66f4\u7075\u6d3b\uff0c\u8bad\u7ec3\u4e5f\u66f4\u5bb9\u6613\u4e0d\u7a33\u5b9a\u3002<\/p>\n

\u6240\u4ee5HRM-Text\u7684\u610f\u4e49\uff0c\u4e0d\u662f\u628aHRM-Symbolic\u653e\u5927\u4e00\u70b9\u800c\u5df2\u3002<\/p>\n

\u5b83\u662f\u5728\u9a8c\u8bc1\u5206\u5c42\u9012\u5f52\u63a8\u7406\u8fd9\u5957\u67b6\u6784\uff0c\u80fd\u4e0d\u80fd\u8fdb\u5165\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n

\u4eceHRM-Symbolic\u5230HRM-Text\uff0cSapient\u505a\u7684\u4e0d\u662f\u4e00\u6b21\u6a21\u578b\u53d1\u5e03\uff0c\u800c\u662f\u4e00\u6761\u6280\u672f\u8def\u7ebf\u7684\u8fde\u7eed\u63a8\u8fdb\uff1a<\/p>\n

\u5148\u5728\u5c01\u95ed\u63a8\u7406\u4efb\u52a1\u4e2d\u9a8c\u8bc1\u67b6\u6784\u5047\u8bbe\uff0c\u518d\u628a\u67b6\u6784\u6269\u5c55\u5230\u5f00\u653e\u8bed\u8a00\u73af\u5883\uff0c\u540c\u6b65\u5f00\u653e\u8bba\u6587\u3001\u4ee3\u7801\u3001\u6a21\u578b\u6743\u91cd\u548c\u8bad\u7ec3\u65b9\u6cd5\uff0c\u8ba9\u8fd9\u6761\u8def\u7ebf\u53ef\u4ee5\u88ab\u590d\u73b0\u3001\u8d28\u7591\u3001\u6bd4\u8f83\u548c\u7ee7\u7eed\u9a8c\u8bc1\u3002<\/p>\n

\u8fd9\u4e5f\u662fSapient\u5e94\u8be5\u88ab\u653e\u5230\u66f4\u91cd\u8981\u4f4d\u7f6e\u7684\u539f\u56e0\u3002<\/p>\n

\u5b83\u4e0d\u662f\u5728\u8ffd\u968f\u884c\u4e1a\u5df2\u6709\u7684\u7b54\u6848\uff0c\u800c\u662f\u5728\u63d0\u524d\u63d0\u51fa\u95ee\u9898\uff0c\u5e76\u628a\u4e00\u4e2a\u539f\u672c\u53ef\u80fd\u505c\u7559\u5728\u7406\u8bba\u8ba8\u8bba\u4e2d\u7684\u65b9\u5411\uff0c\u63a8\u8fdb\u6210\u4e86\u53ef\u8fd0\u884c\u3001\u53ef\u5f00\u6e90\u3001\u53ef\u9a8c\u8bc1\u7684\u6a21\u578b\u7cfb\u7edf\u3002<\/p>\n

\u6807\u51c6Transformer\u66f4\u50cf\u4e00\u6761\u6d41\u6c34\u7ebf\uff0c\u8f93\u5165\u8fdb\u6765\uff0c\u4e00\u5c42\u4e00\u5c42\u5f80\u524d\u8d70\uff0c\u6bcf\u4e00\u5c42\u5904\u7406\u4e00\u6b21\uff0c\u6700\u540e\u8f93\u51fa\u3002<\/p>\n

\u589e\u52a0\u80fd\u529b\u7684\u4e00\u79cd\u76f4\u63a5\u65b9\u5f0f\uff0c\u5c31\u662f\u589e\u52a0\u5c42\u6570\u3001\u53c2\u6570\u548c\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n

HRM\u7684\u601d\u8def\u4e0d\u4e00\u6837\uff0c\u5b83\u5728\u6a21\u578b\u5185\u90e8\u653e\u4e86\u4e24\u4e2a\u4ee5\u4e0d\u540c\u8282\u594f\u5de5\u4f5c\u7684\u6a21\u5757\uff1a<\/p>\n

\u4e00\u4e2a\u662f\u9ad8\u5c42\u6a21\u5757H\uff0c\u4e00\u4e2a\u662f\u4f4e\u5c42\u6a21\u5757L\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u4e24\u4e2a\u8111\u533a\u3002<\/p>\n

H\u662f\u6218\u7565\u8111\u3002\u5b83\u66f4\u65b0\u5f97\u6162\uff0c\u8d1f\u8d23\u628a\u63e1\u6574\u4f53\u65b9\u5411\u3001\u7ef4\u6301\u957f\u671f\u4e0a\u4e0b\u6587\u3001\u51b3\u5b9a\u5f53\u524d\u5e94\u8be5\u5f80\u54ea\u91cc\u60f3\u3002<\/p>\n

L\u662f\u6267\u884c\u8111\u3002\u5b83\u66f4\u65b0\u5f97\u5feb\uff0c\u8d1f\u8d23\u5c40\u90e8\u8ba1\u7b97\u3001\u7ec6\u8282\u4fee\u6b63\u3001\u4e00\u6b65\u6b65\u628a\u95ee\u9898\u5f80\u524d\u63a8\u3002<\/p>\n

\u5173\u952e\u5728\u4e8e\uff0cH\u548cL\u4e0d\u662f\u4e24\u4e2a\u5916\u90e8Agent\uff0c\u4e5f\u4e0d\u662f\u4e24\u4e2a\u6a21\u578b\u4e92\u76f8\u53d1\u6d88\u606f\u3002\u5b83\u4eec\u5728\u540c\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u91cc\uff0c\u5728\u540c\u4e00\u4e2a\u6f5c\u7a7a\u95f4\u4e2d\uff0c\u53cd\u590d\u66f4\u65b0\u540c\u4e00\u4efd\u5185\u90e8\u72b6\u6001\u3002\u8fd9\u5c31\u662fHRM\u548c\u666e\u901a\u201c\u591a\u667a\u80fd\u4f53\u5957\u58f3\u201d\u7684\u533a\u522b\u3002<\/p>\n

\u666e\u901a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5f88\u591a\u65f6\u5019\u662f\u51e0\u4e2aLLM\u7528\u81ea\u7136\u8bed\u8a00\u4e92\u76f8\u804a\u5929\u3002HRM\u5219\u662f\u5728\u6a21\u578b\u5185\u90e8\u5b8c\u6210\u5206\u5c42\u9012\u5f52\u8ba1\u7b97\u3002<\/p>\n

\u53ef\u4ee5\u6253\u4e2a\u6bd4\u65b9\uff1a\u6807\u51c6Transformer\u50cf\u4e00\u7bc7\u6587\u7ae0\u4f9d\u6b21\u4ea4\u7ed930\u4e2a\u7f16\u8f91\uff0c\u6bcf\u4e2a\u4eba\u53ea\u6539\u4e00\u6b21\u3002HRM\u66f4\u50cf\u4e24\u7ec4\u7f16\u8f91\u53cd\u590d\u6253\u78e8\u540c\u4e00\u4efd\u7a3f\u5b50\uff1a\u4e00\u7ec4\u5feb\u901f\u6539\u7ec6\u8282\uff0c\u4e00\u7ec4\u6162\u6162\u628a\u63e1\u6574\u4f53\u65b9\u5411\u3002\u6700\u540e\u8f93\u51fa\u4e4b\u524d\uff0c\u6a21\u578b\u5df2\u7ecf\u5728\u8111\u5185\u5b8c\u6210\u4e86\u591a\u8f6e\u4fee\u6b63\u3002<\/p>\n

\u8fd9\u4e5f\u662fHRM-Text\u548c\u666e\u901a\u5c0f\u6a21\u578b\u6700\u5927\u7684\u533a\u522b\uff1a<\/p>\n

\u5b83\u4e0d\u662f\u53ea\u9760\u53c2\u6570\u6570\u91cf\u83b7\u5f97\u80fd\u529b\uff0c\u800c\u662f\u8ba9\u6709\u9650\u53c2\u6570\u53c2\u4e0e\u66f4\u6df1\u7684\u6709\u6548\u8ba1\u7b97\u3002<\/p>\n

HuggingFace\u6a21\u578b\u5361\u4e5f\u628aHRM-Text\u63cf\u8ff0\u4e3aH\/L\u53cc\u65f6\u95f4\u5c3a\u5ea6\u9012\u5f52\u67b6\u6784\uff1a\u9ad8\u5c42slow\u3001\u4f4e\u5c42fast\uff0c\u5728\u540c\u4e00\u8f93\u5165embedding\u4e0a\u53cd\u590d\u8fed\u4ee3\uff0c\u4ece\u800c\u5728\u6709\u9650\u53c2\u6570\u91cf\u4e0b\u83b7\u5f97\u66f4\u6df1\u7684\u6709\u6548\u8ba1\u7b97\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0cHRM-Text\u4e0d\u662f\u5728\u6a21\u578b\u5916\u9762\u62fc\u63a5\u4e00\u4e2a\u89c4\u5212\u5668\uff0c\u800c\u662f\u628a\u5206\u5c42\u9012\u5f52\u8ba1\u7b97\u5185\u5efa\u8fdb\u6a21\u578b\u672c\u8eab\u3002<\/p>\n

\u5b83\u6539\u53d8\u7684\u662f\u6a21\u578b\u201c\u600e\u4e48\u7b97\u201d\u3002<\/p>\n

\u53c2\u6570\u6ca1\u6709\u65e0\u9650\u53d8\u5927\uff0c\u4f46\u8ba1\u7b97\u8fc7\u7a0b\u53d8\u6df1\u4e86\u3002\u8fd9\u5c31\u50cf\u4e00\u4e2a\u4eba\u4e0d\u662f\u591a\u80cc\u51e0\u672c\u4e66\uff0c\u800c\u662f\u5b66\u4f1a\u4e86\u5728\u8111\u5b50\u91cc\u591a\u8f6c\u51e0\u5708\u3002<\/p>\n

\u5982\u679c\u628aHRM-Text\u8bb2\u5f97\u592a\u6280\u672f\uff0c\u5f88\u5bb9\u6613\u53d8\u6210\u8bba\u6587\u6458\u8981\u3002<\/p>\n

\u4f46\u5b83\u771f\u6b63\u505a\u5bf9\u7684\u4e8b\uff0c\u53ef\u4ee5\u7528\u4e09\u53e5\u8bdd\u8bb2\u6e05\u695a\u3002<\/p>\n

\u7b2c\u4e00\uff0c\u5b83\u6539\u53d8\u4e86\u6a21\u578b\u201c\u600e\u4e48\u7b97\u201d\u3002<\/p>\n

HRM-Text\u4e0d\u662f\u7b80\u5355\u5806\u66f4\u591a\u5c42\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u5728\u8f93\u51fa\u524d\u505a\u591a\u8f6e\u5185\u90e8\u9012\u5f52\u8ba1\u7b97\u3002\u53c2\u6570\u6ca1\u6709\u65e0\u9650\u53d8\u5927\uff0c\u4f46\u8ba1\u7b97\u8fc7\u7a0b\u53d8\u6df1\u4e86\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u5b83\u6539\u53d8\u4e86\u6a21\u578b\u201c\u5b66\u4ec0\u4e48\u201d\u3002<\/p>\n

\u5927\u591a\u6570\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u65f6\uff0c\u4f1a\u9884\u6d4b\u6574\u4e2a\u6587\u672c\u5e8f\u5217\u91cc\u7684\u6bcf\u4e00\u4e2atoken\u3002<\/p>\n

\u95ee\u9898\u3001\u63d0\u793a\u3001\u4e0a\u4e0b\u6587\u3001\u7b54\u6848\uff0c\u7edf\u7edf\u8981\u9884\u6d4b\u3002<\/p>\n

HRM-Text\u66f4\u76f4\u63a5\uff0c\u5b83\u7528instruction-response\u6570\u636e\u4ece\u96f6\u8bad\u7ec3\uff0c\u4f46\u53ea\u5bf9\u56de\u7b54\u90e8\u5206\u8ba1\u7b97\u635f\u5931\u3002<\/p>\n

\u8fd9\u4e0d\u610f\u5473\u7740\u6307\u4ee4\u90e8\u5206\u6ca1\u6709\u7528\u3002\u6307\u4ee4\u4ecd\u7136\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u53c2\u4e0e\u6ce8\u610f\u529b\u8ba1\u7b97\uff0c\u56de\u7b54\u90e8\u5206\u7684\u635f\u5931\u4e5f\u4f1a\u53cd\u5411\u5f71\u54cd\u6a21\u578b\u5982\u4f55\u7406\u89e3\u6307\u4ee4\u3002<\/p>\n

\u4f46\u6a21\u578b\u4e0d\u518d\u88ab\u8981\u6c42\u5b66\u4e60\u201c\u9884\u6d4b\u9898\u76ee\u672c\u8eab\u201d\uff0c\u800c\u662f\u628a\u8bad\u7ec3\u4fe1\u53f7\u66f4\u96c6\u4e2d\u5730\u7528\u4e8e\u751f\u6210\u7b54\u6848\u3001\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

\u76f4\u89c2\u7406\u89e3\u5c31\u662f\uff0c\u8001\u5e08\u6279\u5377\u5b50\u65f6\uff0c\u4e0d\u518d\u7ed9\u201c\u6284\u9898\u201d\u6253\u5206\uff0c\u53ea\u770b\u4f60\u7b54\u5f97\u5bf9\u4e0d\u5bf9\u3002\u8fd9\u6837\u8bad\u7ec3\u4fe1\u53f7\u4f1a\u66f4\u96c6\u4e2d\u5730\u843d\u5728\u4efb\u52a1\u5b8c\u6210\u4e0a\uff0c\u800c\u4e0d\u662f\u5e73\u5747\u5206\u6563\u5728\u6574\u6bb5\u6587\u672c\u91cc\u3002<\/p>\n

\u8fd9\u80cc\u540e\u914d\u5957\u7684\u662fPrefixLM attention mask\u3002<\/p>\n

\u6307\u4ee4\u90e8\u5206\u53ef\u4ee5\u5145\u5206\u6574\u5408\u4e0a\u4e0b\u6587\uff1b\u56de\u7b54\u90e8\u5206\u518d\u6309\u56e0\u679c\u751f\u6210\u65b9\u5f0f\u8f93\u51fa\u3002\u7ed3\u679c\u5c31\u662f\uff0c\u5728decoder-only\u7684\u5b9e\u73b0\u91cc\uff0c\u505a\u51fa\u4e86\u4e00\u79cd\u8fd1\u4f3cencoder-decoder\u7684\u6548\u679c\u3002<\/p>\n

\u8fd9\u90e8\u5206\u7684\u5173\u952e\u4e0d\u662f\u201c\u5c11\u9884\u6d4b\u4e00\u4e9btoken\u201d\u8fd9\u4e48\u7b80\u5355\uff0c\u800c\u662f\u8bad\u7ec3\u4fe1\u53f7\u88ab\u91cd\u65b0\u5206\u914d\u4e86\u3002\u6a21\u578b\u66f4\u96c6\u4e2d\u5730\u5b66\u4e60\u5982\u4f55\u5b8c\u6210\u4efb\u52a1\uff0c\u800c\u4e0d\u662f\u5e73\u5747\u5730\u5b66\u4e60\u6574\u4e2a\u6587\u672c\u5e8f\u5217\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u5b83\u89e3\u51b3\u4e86\u9012\u5f52\u8bad\u7ec3\u5bb9\u6613\u5d29\u7684\u95ee\u9898\u3002<\/p>\n

\u9012\u5f52\u67b6\u6784\u4e0d\u662f\u65b0\u6982\u5ff5\u3002<\/p>\n

\u96be\u70b9\u5728\u4e8e\uff0c\u5faa\u73af\u8d8a\u6df1\uff0c\u8bad\u7ec3\u8d8a\u5bb9\u6613\u4e0d\u7a33\u5b9a\u3002\u540c\u4e00\u7ec4\u6a21\u5757\u88ab\u53cd\u590d\u8c03\u7528\u540e\uff0c\u6fc0\u6d3b\u503c\u65b9\u5dee\u53ef\u80fd\u7d2f\u79ef\uff0c\u68af\u5ea6\u4e5f\u66f4\u5bb9\u6613\u6d88\u5931\u6216\u7206\u70b8\u3002<\/p>\n

HRM-Text\u5f15\u5165MagicNorm\u548cwarmup deep credit assignment\uff0c\u8ba9\u6a21\u578b\u5728\u591a\u8f6e\u9012\u5f52\u4e2d\u4fdd\u6301\u6fc0\u6d3b\u7a33\u5b9a\uff0c\u5e76\u9010\u6b65\u52a0\u6df1\u4fe1\u7528\u5206\u914d\u3002<\/p>\n

\u901a\u4fd7\u8bb2\uff0c\u4e0d\u662f\u4e00\u4e0a\u6765\u5c31\u8ba9\u6a21\u578b\u4e3a\u6240\u6709\u6df1\u5c42\u9012\u5f52\u6b65\u9aa4\u8d1f\u8d23\u3002\u800c\u662f\u5148\u8ba9\u5b83\u5b66\u4f1a\u77ed\u8def\u5f84\u4e0a\u7684\u5185\u90e8\u8ba1\u7b97\uff0c\u518d\u6162\u6162\u628a\u8d23\u4efb\u6269\u5c55\u5230\u66f4\u6df1\u7684\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n

\u8fd9\u8bf4\u660eHRM-Text\u4e0d\u662f\u7b80\u5355\u628a\u540c\u4e00\u5c42\u91cd\u590d\u8dd1\u51e0\u904d\uff0c\u800c\u662f\u5728\u7cfb\u7edf\u6027\u89e3\u51b3\u9012\u5f52\u8ba1\u7b97\u5982\u4f55\u8fdb\u5165\u8bed\u8a00\u6a21\u578b\u7684\u95ee\u9898\u3002<\/p>\n

\u8fd9\u4e09\u4ef6\u4e8b\u5408\u8d77\u6765\uff0c\u624d\u662fHRM-Text\u7684\u6838\u5fc3\uff1a<\/p>\n

\u6240\u4ee5HRM-Text\u4e0d\u662f\u4e00\u4e2a\u5355\u70b9trick\uff0c\u5b83\u662f\u4e00\u5957\u65b0\u7684\u57fa\u7840\u6a21\u578b\u8bbe\u8ba1\u65b9\u6cd5\uff0c\u628a\u5185\u90e8\u8ba1\u7b97\u6df1\u5ea6\u3001\u4efb\u52a1\u5b8c\u6210\u76ee\u6807\u548c\u7a33\u5b9a\u9012\u5f52\u8bad\u7ec3\u653e\u5728\u540c\u4e00\u4e2a\u7cfb\u7edf\u91cc\u5171\u540c\u8bbe\u8ba1\u3002<\/p>\n

\u5149\u8bf4\u4e0d\u7ec3\u5047\u628a\u5f0f\uff0cHRM-Text\u7684\u51e0\u4e2a\u6539\u52a8\u53e0\u52a0\u540e\uff0c\u5e26\u6765\u4e86\u660e\u663e\u63d0\u5347\u3002<\/p>\n

\u5728\u76f8\u540c\u8bad\u7ec3FLOPs\u6761\u4ef6\u4e0b\uff0cARC-Challenge\u4ece51.9\u63d0\u5347\u523081.9\uff1bMATH\u4ece35.4\u63d0\u5347\u523056.2\uff1bGSM8K\u4ece48.4\u63d0\u5347\u523084.5\u3002<\/p>\n

\u8fd9\u8bf4\u660eHRM-Text\u7684\u8868\u73b0\u4e0d\u662f\u6765\u81ea\u67d0\u4e2a\u5355\u70b9trick\uff0c\u800c\u662f\u67b6\u6784\u3001\u8bad\u7ec3\u76ee\u6807\u548c\u8bad\u7ec3\u65b9\u6cd5\u5171\u540c\u4f5c\u7528\u7684\u7ed3\u679c\u3002<\/p>\n

\u5b83\u771f\u6b63\u505a\u5bf9\u7684\uff0c\u662f\u628a\u6a21\u578b\u201c\u600e\u4e48\u7b97\u201d\u3001\u201c\u5b66\u4ec0\u4e48\u201d\u3001\u201c\u5982\u4f55\u7a33\u5b9a\u8bad\u7ec3\u201d\u653e\u5728\u4e00\u8d77\u91cd\u65b0\u8bbe\u8ba1\u3002<\/p>\n

\u8fd9\u4e5f\u662fSapient\u8fd9\u5957\u8def\u7ebf\u548c\u666e\u901a\u5c0f\u6a21\u578b\u8def\u7ebf\u6700\u5927\u7684\u533a\u522b\uff1a<\/p>\n

\u5b83\u4e0d\u662f\u5355\u7eaf\u628a\u6a21\u578b\u505a\u5c0f\uff0c\u800c\u662f\u91cd\u65b0\u5b9a\u4e49\u4e86\u6709\u9650\u53c2\u6570\u5982\u4f55\u53c2\u4e0e\u66f4\u6df1\u5c42\u7684\u5185\u90e8\u8ba1\u7b97\u3002<\/p>\n

\u6570\u636e\u91cf\u4e0a\uff0cHRM-Text\u4ec5\u4f7f\u7528\u7ea640B unique tokens\u8bad\u7ec3\u3002\u8003\u8651\u91cd\u590d\u91c7\u6837\u540e\uff0c\u5b9e\u9a8c\u8868\u4e2d\u7684\u603b\u8bad\u7ec3\u91cf\u7ea660B tokens\u3002<\/p>\n

\u5bf9\u6bd4\u4e0b\u6765\uff0cLlama 3.2 3B\u4f7f\u7528\u7ea69T tokens\uff0c\u662f\u5b83\u7684225\u500d\uff1bQwen3\u7cfb\u52172B\u4f7f\u7528\u7ea636T tokens\uff0c\u66f4\u662f\u8fbe\u5230\u7ea6900\u500d\u91cf\u7ea7\u3002<\/p>\n

\u4f46\u5728\u591a\u4e2areasoning-heavy benchmarks\u4e0a\uff0cHRM-Text\u5df2\u7ecf\u53ef\u4ee5\u548c\u4e00\u62792B\u52307B\u7684\u4e3b\u6d41\u5f00\u6e90\u6a21\u578b\u653e\u5230\u540c\u4e00\u5f20\u8868\u91cc\u6bd4\u8f83\u3002<\/p>\n

\u8fd9\u624d\u662fHRM-Text\u771f\u6b63\u53cd\u5e38\u7684\u5730\u65b9\uff1a<\/p>\n

\u5b83\u4e0d\u662f\u7528\u66f4\u591a\u53c2\u6570\u3001\u66f4\u957f\u8bad\u7ec3\u3001\u66f4\u5927\u6570\u636e\uff0c\u628a\u65e7\u8def\u7ebf\u7ee7\u7eed\u5f80\u524d\u63a8\u4e00\u70b9\u3002\u5b83\u662f\u7528\u65b0\u7684\u8ba1\u7b97\u7ed3\u6784\uff0c\u628a\u6709\u9650\u53c2\u6570\u7684\u6709\u6548\u8ba1\u7b97\u6df1\u5ea6\u91cd\u65b0\u62c9\u8d77\u6765\u3002<\/p>\n

\u5f53\u7136\uff0cHRM-Text\u8fd9\u6837\u7684\u7ed3\u679c\uff0c\u4e00\u5b9a\u4f1a\u5f15\u53d1\u5916\u754c\u5bf9\u8bad\u7ec3\u6570\u636e\u548c\u8bc4\u6d4b\u6570\u636e\u6c61\u67d3\u7684\u5173\u6ce8\u3002Sapient\u5bf9\u6b64\u505a\u4e86\u7cfb\u7edf\u9a8c\u8bc1\u3002<\/p>\n

HRM-Text\u53ea\u4f7f\u7528\u516c\u5f00\u4e14\u53ef\u8ffd\u6eaf\u6765\u6e90\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u9488\u5bf9\u8bc4\u6d4b\u96c6\u8fdb\u884c\u4e86\u4e25\u683c\u7684\u6570\u636e\u6c61\u67d3\u5206\u6790\u3002\u5728\u66f4\u4e25\u683c\u7684clean split\u6761\u4ef6\u4e0b\uff0c\u6a21\u578b\u4ecd\u7136\u4fdd\u6301\u4f18\u52bf\u7ed3\u679c\u3002<\/p>\n

\u8fd9\u8bf4\u660e\u5b83\u7684\u8868\u73b0\u4e0d\u662f\u6765\u81ea\u7b80\u5355\u7684\u6d4b\u8bd5\u96c6\u6cc4\u6f0f\uff0c\u800c\u662f\u6765\u81ea\u67b6\u6784\u548c\u8bad\u7ec3\u65b9\u6cd5\u672c\u8eab\u7684\u63d0\u5347\u3002<\/p>\n

\u4e5f\u6b63\u56e0\u6b64\uff0cHRM-Text\u7684\u610f\u4e49\u4e0d\u662f\u201c1B\u6a21\u578b\u5df2\u7ecf\u8d62\u4e86\u201d\u3002<\/p>\n

\u800c\u662f\u5b83\u8ba9\u884c\u4e1a\u770b\u5230\u4e86\uff1a\u6a21\u578b\u80fd\u529b\u589e\u957f\uff0c\u9664\u4e86\u53c2\u6570\u3001\u6570\u636e\u548c\u7b97\u529b\u4e4b\u5916\uff0c\u4e5f\u8bb8\u8fd8\u6709\u53e6\u4e00\u4e2a\u66f4\u5e95\u5c42\u7684\u53d8\u91cf\u2014\u2014\u8ba1\u7b97\u7ed3\u6784\u3002<\/p>\n

HRM-Text\u53d1\u5e03\u524d\u540e\uff0c\u8fd8\u6709\u4e00\u4e2a\u5f88\u503c\u5f97\u6ce8\u610f\u7684\u4fe1\u53f7\u3002<\/p>\n

\u56fe\u7075\u5956\u5f97\u4e3bYoshua Bengio\u4f5c\u4e3a\u5171\u540c\u4f5c\u8005\u53c2\u4e0e\u4e86Generative Recursive Reasoning Models\uff0c\u4e5f\u5c31\u662fGRAM\u3002<\/p>\n

\u8fd9\u7bc7\u8bba\u6587\u4e0d\u662f\u7ee7\u7eed\u5728\u4f20\u7edfTransformer\u4e0a\u5806\u89c4\u6a21\uff0c\u800c\u662f\u628arecursive reasoning\u3001latent reasoning\u548cgenerative modeling\u653e\u5230\u4e86\u4e00\u8d77\u3002<\/p>\n

\u66f4\u51c6\u786e\u5730\u8bf4\uff0cGRAM\u4e0d\u662f\u6cdb\u6cdb\u610f\u4e49\u4e0a\u7684\u201c\u76f8\u4f3c\u65b9\u5411\u201d\uff0c\u800c\u662f\u5728\u6838\u5fc3\u8ba1\u7b97\u9aa8\u67b6\u4e0a\u9ad8\u5ea6\u590d\u7528\u4e86HRM\u7684\u8bbe\u8ba1\u3002<\/p>\n

\u5bf9\u6bd4\u4e24\u8005\u7ed3\u6784\u53ef\u4ee5\u770b\u5230\uff0cHRM \u4e2d\u6700\u5173\u952e\u7684\u51e0\u4e2a\u5143\u7d20\uff0c\u5728GRAM\u4e2d\u51e0\u4e4e\u90fd\u80fd\u627e\u5230\u5bf9\u5e94\u5173\u7cfb\u3002<\/p>\n

\u7b2c\u4e00\uff0c\u9ad8\u5c42\u72b6\u6001\u3002<\/p>\n

HRM \u6709\u9ad8\u5c42\u6a21\u5757H\uff0c\u7528\u4e8e\u7ef4\u6301\u66f4\u6162\u3001\u66f4\u7a33\u5b9a\u3001\u66f4\u5168\u5c40\u7684\u8bed\u4e49\u72b6\u6001\u3002<\/p>\n

GRAM\u4e2d\u540c\u6837\u5b58\u5728high-level latent state\/high-level recurrent state\uff0c\u7528\u4e8e\u5efa\u6a21\u66f4\u9ad8\u5c42\u7ea7\u7684\u63a8\u7406\u72b6\u6001\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u4f4e\u5c42\u72b6\u6001\u3002<\/p>\n

HRM\u6709\u4f4e\u5c42\u6a21\u5757L\uff0c\u7528\u4e8e\u5feb\u901f\u66f4\u65b0\u5c40\u90e8\u8ba1\u7b97\u548c\u7ec6\u8282\u72b6\u6001\u3002<\/p>\n

GRAM\u4e2d\u4e5f\u6709low-level latent state\/low-level recurrent state\uff0c\u7528\u4e8e\u627f\u62c5\u66f4\u7ec6\u7c92\u5ea6\u7684\u9012\u5f52\u66f4\u65b0\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u53cc\u65f6\u95f4\u5c3a\u5ea6\u3002<\/p>\n

HRM\u7684\u6838\u5fc3\u662fH\/L\u53cc\u65f6\u95f4\u5c3a\u5ea6\uff1a\u4f4e\u5c42\u6a21\u5757\u591a\u6b21\u66f4\u65b0\uff0c\u9ad8\u5c42\u6a21\u5757\u8f83\u6162\u66f4\u65b0\u3002<\/p>\n

GRAM\u540c\u6837\u91c7\u7528\u9ad8\u4f4e\u5c42\u72b6\u6001\u4e4b\u95f4\u7684\u9012\u5f52\u4ea4\u4e92\uff0c\u5f62\u6210\u5206\u5c42\u3001\u591a\u6b65\u7684\u5185\u90e8\u8ba1\u7b97\u8fc7\u7a0b\u3002<\/p>\n

\u7b2c\u56db\uff0c\u6f5c\u7a7a\u95f4\u9012\u5f52\u3002<\/p>\n

HRM\u4e0d\u662f\u901a\u8fc7\u5916\u90e8\u6587\u672c\u94fe\u6761\u5b8c\u6210\u63a8\u7406\uff0c\u800c\u662f\u5728\u6f5c\u7a7a\u95f4\u4e2d\u53cd\u590d\u66f4\u65b0\u5185\u90e8\u72b6\u6001\u3002<\/p>\n

GRAM\u4e5f\u628a\u63a8\u7406\u8fc7\u7a0b\u653e\u5728latent space\u4e2d\u8fdb\u884c\u9012\u5f52\u751f\u6210\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u4f9d\u8d56\u663e\u5f0f\u6587\u672cCoT\u3002<\/p>\n

\u7b2c\u4e94\uff0c\u8f93\u51fa\u524d\u7684\u5185\u90e8\u8ba1\u7b97\u3002<\/p>\n

HRM\u5f3a\u8c03\u6a21\u578b\u5728\u8f93\u51fa\u524d\u5148\u8fdb\u884c\u591a\u8f6e\u5185\u90e8\u8ba1\u7b97\uff0cGRAM\u540c\u6837\u5f3a\u8c03recursive reasoning\uff0c\u5373\u6a21\u578b\u5728\u751f\u6210\u524d\u901a\u8fc7\u9012\u5f52\u72b6\u6001\u66f4\u65b0\u5f62\u6210\u66f4\u6df1\u7684\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0cGRAM\u5e76\u4e0d\u662f\u53e6\u8d77\u7089\u7076\u3002\u5982\u679c\u53bb\u6389GRAM\u5916\u5c42\u65b0\u589e\u7684\u6982\u7387\u751f\u6210\u6a21\u5757\uff0c\u5b83\u7684\u5e95\u5c42\u8ba1\u7b97\u903b\u8f91\u4e0eHRM\u9ad8\u5ea6\u91cd\u5408\uff1a\u9ad8\u5c42\u72b6\u6001\u3001\u4f4e\u5c42\u72b6\u6001\u3001\u6f5c\u7a7a\u95f4\u9012\u5f52\u3001\u591a\u8f6e\u5185\u90e8\u66f4\u65b0\u3002<\/p>\n

\u8fd9\u4e0d\u662f\u7b80\u5355\u7684\u201c\u65b9\u5411\u76f8\u4f3c\u201d\uff0c\u800c\u662f\u6838\u5fc3\u67b6\u6784\u5047\u8bbe\u4e0a\u7684\u9ad8\u5ea6\u4e00\u81f4\u3002<\/p>\n

\u5f53\u7136\uff0cGRAM\u5e76\u4e0d\u53ea\u662f\u7b80\u5355\u91cd\u590dHRM\u3002<\/p>\n

\u5b83\u5728HRM\u7684\u786e\u5b9a\u6027\u9012\u5f52\u9aa8\u67b6\u4e4b\u4e0a\uff0c\u52a0\u5165\u4e86prior\u3001posterior\u3001decoder\u7b49\u6982\u7387\u751f\u6210\u6a21\u5757\uff0c\u628a\u539f\u672c\u7684\u5206\u5c42\u9012\u5f52\u63a8\u7406\u8fdb\u4e00\u6b65\u6269\u5c55\u6210\u6982\u7387\u5316\u3001\u591a\u8f68\u8ff9\u7684\u751f\u6210\u5f0f\u63a8\u7406\u6846\u67b6\u3002<\/p>\n

\u5982\u679c\u8bf4HRM\u5148\u63d0\u51fa\u5e76\u9a8c\u8bc1\u4e86\u201c\u9ad8\u5c42\u2014\u4f4e\u5c42\u53cc\u65f6\u95f4\u5c3a\u5ea6\u9012\u5f52\u63a8\u7406\u201d\u8fd9\u6761\u8def\u7ebf\uff0c\u90a3\u4e48GRAM\u66f4\u50cf\u662f\u5728\u8fd9\u4e2a\u9aa8\u67b6\u4e0a\u589e\u52a0\u4e86\u4e00\u5c42generative probabilistic wrapper\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u56f4\u7ed5\u591a\u4e2a\u6f5c\u5728\u63a8\u7406\u8f68\u8ff9\u8fdb\u884c\u751f\u6210\u548c\u91c7\u6837\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48GRAM\u7684\u51fa\u73b0\uff0c\u53cd\u800c\u8ba9HRM\u7684\u91cd\u8981\u6027\u66f4\u7a81\u51fa\u3002\u5b83\u4e0d\u662f\u7ed5\u5f00HRM\u53e6\u8d77\u7089\u7076\uff0c\u800c\u662f\u5728HRM\u5df2\u7ecf\u63d0\u51fa\u5e76\u9a8c\u8bc1\u7684\u5206\u5c42\u9012\u5f52\u9aa8\u67b6\u4e0a\u7ee7\u7eed\u52a0\u5165\u6982\u7387\u751f\u6210\u673a\u5236\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0cSapient\u5148\u628a\u201c\u9ad8\u5c42\u2014\u4f4e\u5c42\u53cc\u65f6\u95f4\u5c3a\u5ea6\u9012\u5f52\u63a8\u7406\u201d\u505a\u6210\u4e86\u53ef\u8fd0\u884c\u7cfb\u7edf\uff0cGRAM\u5219\u628a\u8fd9\u5957\u9aa8\u67b6\u8fdb\u4e00\u6b65\u5305\u88c5\u6210\u6982\u7387\u5316\u3001\u591a\u8f68\u8ff9\u7684\u751f\u6210\u5f0f\u63a8\u7406\u6846\u67b6\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0cSapient\u4e0d\u53ea\u662f\u53c2\u4e0e\u4e86\u4e0b\u4e00\u4ee3\u63a8\u7406\u6a21\u578b\u7684\u8ba8\u8bba\uff0c\u800c\u662f\u63d0\u524d\u7ed9\u51fa\u4e86\u4e00\u4e2a\u6b63\u5728\u88ab\u9876\u5c16\u7814\u7a76\u8005\u590d\u7528\u548c\u6269\u5c55\u7684\u57fa\u672c\u7ed3\u6784\u3002<\/p>\n

\u5728\u8fd9\u4e2a\u610f\u4e49\u4e0a\uff0cSapient\u7684HRM\u5df2\u7ecf\u4e0d\u53ea\u662f\u4e00\u4e2a\u6a21\u578b\u67b6\u6784\u540d\u8bcd\uff0c\u800c\u5f00\u59cb\u6210\u4e3a\u4e0b\u4e00\u4ee3\u63a8\u7406\u6a21\u578b\u7814\u7a76\u4e2d\u7684\u4e00\u4e2a\u53c2\u7167\u7cfb\u3002<\/p>\n

\u56e0\u6b64\uff0cSapien\u5728\u8fd9\u91cc\u7684\u4f4d\u7f6e\u4e0d\u5e94\u8be5\u88ab\u5199\u6210\u201c\u4e00\u4e2a\u88ab Bengio\u70b9\u8d5e\u7684\u5c0f\u6a21\u578b\u56e2\u961f\u201d\u3002\u66f4\u51c6\u786e\u7684\u5199\u6cd5\u662f\uff1a<\/p>\n

Sapient\u7387\u5148\u628aHRM\u8fd9\u5957\u5206\u5c42\u9012\u5f52\u63a8\u7406\u67b6\u6784\u505a\u6210\u4e86\u53ef\u8fd0\u884c\u3001\u53ef\u5f00\u6e90\u3001\u53ef\u9a8c\u8bc1\u7684\u6a21\u578b\u7cfb\u7edf\uff1b\u800cBengio\u53c2\u4e0e\u7684GRAM\uff0c\u5219\u8fdb\u4e00\u6b65\u8bf4\u660e\u8fd9\u5957\u67b6\u6784\u601d\u60f3\u5df2\u7ecf\u88ab\u5168\u7403\u9876\u5c16AI\u7814\u7a76\u8005\u770b\u89c1\uff0c\u5e76\u88ab\u5feb\u901f\u5438\u6536\u8fdb\u4e0b\u4e00\u4ee3\u63a8\u7406\u6a21\u578b\u7684\u7814\u7a76\u6846\u67b6\u4e2d\u3002<\/p>\n

\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cHRM-Text\u7684\u610f\u4e49\u4e0d\u53ea\u662f\u4e00\u4e2a1B\u6a21\u578b\u8dd1\u51fa\u4e86\u597d\u6210\u7ee9\uff0c\u800c\u662fSapient\u63d0\u524d\u62bc\u4e2d\u4e86\u4e00\u6761\u6b63\u5728\u88ab\u9876\u5c16\u7814\u7a76\u8ddf\u8fdb\u7684\u67b6\u6784\u8def\u7ebf\u3002<\/p>\n

\u5b83\u4e0d\u662f\u4e00\u4e2a\u5b64\u7acb\u7684\u5c0f\u6a21\u578b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u65e9\u671f\u4fe1\u53f7\uff1a<\/p>\n

AI\u63a8\u7406\u6b63\u5728\u4ece\u201c\u5199\u51fa\u601d\u7ef4\u94fe\u201d\uff0c\u8f6c\u5411\u201c\u5f62\u6210\u5185\u90e8\u601d\u7ef4\u7ed3\u6784\u201d\u3002<\/p>\n

\u4e0b\u4e00\u4ee3\u63a8\u7406\u6a21\u578b\uff0c\u4e0d\u5e94\u8be5\u53ea\u9760\u8f93\u51fa\u66f4\u957f\u7684\u6587\u5b57\u94fe\u6761\uff0c\u800c\u5e94\u8be5\u5728\u6f5c\u7a7a\u95f4\u4e2d\u8fdb\u884c\u66f4\u6df1\u7684\u5185\u90e8\u8ba1\u7b97\u3002<\/p>\n

HRM\u7684\u8d21\u732e\uff0c\u662f\u5148\u628a\u9ad8\u5c42\u2014\u4f4e\u5c42\u53cc\u65f6\u95f4\u5c3a\u5ea6\u9012\u5f52\u63a8\u7406\u505a\u6210\u4e86\u53ef\u8fd0\u884c\u3001\u53ef\u5f00\u6e90\u3001\u53ef\u9a8c\u8bc1\u7684\u6a21\u578b\u7cfb\u7edf\u3002GRAM\u5219\u8fdb\u4e00\u6b65\u628a\u8fd9\u79cd\u9012\u5f52\u6f5c\u7a7a\u95f4\u63a8\u7406\u63a8\u8fdb\u5230\u6982\u7387\u751f\u6210\u3001\u591a\u8f68\u8ff9\u91c7\u6837\u7684\u65b9\u5411\u3002<\/p>\n

\u5982\u679c\u8bf4HRM\u5148\u63d0\u51fa\u5e76\u9a8c\u8bc1\u4e86\u201c\u6a21\u578b\u5728\u8f93\u51fa\u524d\u8fdb\u884c\u5206\u5c42\u9012\u5f52\u63a8\u7406\u201d\u7684\u9aa8\u67b6\uff0c\u90a3\u4e48GRAM\u66f4\u50cf\u662f\u5728\u8fd9\u6761\u8def\u7ebf\u4e4b\u4e0a\u52a0\u5165\u4e86generative probabilistic wrapper\u3002<\/p>\n

\u8fd9\u4e5f\u662fHRM-Text\u8fd9\u6b21\u503c\u5f97\u88ab\u653e\u5230\u66f4\u91cd\u8981\u4f4d\u7f6e\u7684\u539f\u56e0\u3002<\/p>\n

\u5b83\u4e0d\u662f\u4e00\u4e2a\u5b64\u7acb\u7684\u5c0f\u6a21\u578b\uff0c\u5b83\u66f4\u50cf\u662f\u4e0b\u4e00\u4ee3\u63a8\u7406\u67b6\u6784\u6b63\u5728\u8f6c\u5411\u7684\u4fe1\u53f7\u3002<\/p>\n

1500\u7f8e\u5143\u5f53\u7136\u4e0d\u662f\u7ec8\u70b9\uff0c\u5b83\u4e5f\u4e0d\u610f\u5473\u7740\u57fa\u7840\u6a21\u578b\u7814\u53d1\u5df2\u7ecf\u53d8\u5f97\u7b80\u5355\u3002<\/p>\n

HRM-Text\u4ecd\u7136\u53ea\u662fProof of Concept\u3002<\/p>\n

\u5b83\u8fd8\u4e0d\u662f\u6210\u719f\u804a\u5929\u6a21\u578b\uff0c\u4e5f\u6ca1\u6709\u7ecf\u8fc7\u5b8c\u6574\u7684post-training\u3001RLHF\u6216\u5927\u89c4\u6a21\u4ea7\u54c1\u5316\u9a8c\u8bc1\u3002\u5b83\u5728\u77e5\u8bc6\u8986\u76d6\u3001\u771f\u5b9e\u5f00\u653e\u4efb\u52a1\u8868\u73b0\u3001\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u3001\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u3001\u89c4\u6a21\u5316\u80fd\u529b\u7b49\u65b9\u9762\uff0c\u90fd\u8fd8\u9700\u8981\u7ee7\u7eed\u68c0\u9a8c\u3002<\/p>\n

\u4f46\u8fd9\u4e2a\u6570\u5b57\u771f\u6b63\u523a\u75db\u884c\u4e1a\u7684\u5730\u65b9\u5728\u4e8e\uff1a\u5b83\u8ba9\u57fa\u7840\u6a21\u578b\u7814\u53d1\u91cd\u65b0\u51fa\u73b0\u4e86\u53e6\u4e00\u79cd\u53ef\u80fd\u6027\u3002<\/p>\n

\u8fc7\u53bb\u51e0\u5e74\uff0c\u57fa\u7840\u6a21\u578b\u8d8a\u6765\u8d8a\u50cf\u4e00\u9879\u91cd\u5de5\u4e1a\u3002\u66f4\u5927\u7684GPU\u96c6\u7fa4\uff0c\u66f4\u957f\u7684\u8bad\u7ec3\u5468\u671f\uff0c\u66f4\u590d\u6742\u7684\u6570\u636e\u5de5\u7a0b\u3002\u4e8e\u662f\u884c\u4e1a\u5f88\u5bb9\u6613\u5f62\u6210\u4e00\u79cd\u60ef\u6027\uff1a<\/p>\n

\u53ea\u6709\u5de8\u5934\u624d\u80fd\u63a2\u7d22\u57fa\u7840\u6a21\u578b\u3001\u53ea\u6709\u5de8\u989d\u7b97\u529b\u624d\u80fd\u9a8c\u8bc1\u65b0\u67b6\u6784\u3001\u53ea\u6709Scaling\u624d\u662f\u552f\u4e00\u6b63\u89e3\u3002<\/p>\n

HRM-Text\u7684\u51fa\u73b0\u4e0d\u662f\u5426\u5b9aScaling\uff0cScaling\u4ecd\u7136\u5f3a\u5927\u3002<\/p>\n

\u4f46\u5b83\u63d0\u9192\u884c\u4e1a\uff1aScaling\u4e0d\u662f\u552f\u4e00\u5165\u53e3\u3002<\/p>\n

\u5982\u679c\u6a21\u578b\u67b6\u6784\u672c\u8eab\u80fd\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\uff0c\u5982\u679c\u8bad\u7ec3\u76ee\u6807\u80fd\u66f4\u805a\u7126\uff0c\u5982\u679c\u6a21\u578b\u80fd\u628a\u77e5\u8bc6\u5b58\u50a8\u548c\u63a8\u7406\u80fd\u529b\u89e3\u8026\uff0c\u90a3\u4e48\u57fa\u7840\u6a21\u578b\u521b\u65b0\u5c31\u4e0d\u4e00\u5b9a\u53ea\u80fd\u7531\u7b97\u529b\u89c4\u6a21\u5b9a\u4e49\u3002<\/p>\n

\u5bf9\u4f01\u4e1a\u6765\u8bf4\uff0c\u5f53\u524dAI\u843d\u5730\u9762\u4e34\u7684\u6838\u5fc3\u95ee\u9898\uff0c\u4e0d\u53ea\u662f\u6a21\u578b\u80fd\u529b\u4e0d\u591f\uff0c\u800c\u662f\u8bad\u7ec3\u8d35\u3001\u57fa\u7840\u8bbe\u65bd\u91cd\u3001\u8fed\u4ee3\u5468\u671f\u6162\u3001\u8bd5\u9519\u6210\u672c\u9ad8\u3002<\/p>\n

\u5f88\u591a\u4f01\u4e1a\u5e76\u4e0d\u9700\u8981\u4ece\u96f6\u8bad\u7ec3\u4e00\u4e2a\u5de8\u578b\u901a\u7528\u6a21\u578b\u3002\u5b83\u4eec\u771f\u6b63\u9700\u8981\u7684\u662f\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u83b7\u5f97\u66f4\u9ad8\u6548\u3001\u66f4\u53ef\u63a7\u3001\u66f4\u53ef\u5b9a\u5236\u7684\u63a8\u7406\u80fd\u529b\u3002\u5b83\u4eec\u9700\u8981\u7684\u662f\uff1a\u80fd\u8bfb\u61c2\u4f01\u4e1a\u79c1\u6709\u77e5\u8bc6\u3001\u80fd\u627e\u5230\u6b63\u786e\u8d44\u6599\u3001\u80fd\u5206\u6790\u590d\u6742\u7cfb\u7edf\u3001\u80fd\u8c03\u7528\u5de5\u5177\u3001\u80fd\u505a\u89c4\u5212\u3001\u80fd\u9a8c\u8bc1\u7ed3\u679c\u3001\u80fd\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u6301\u7eed\u5b66\u4e60\u3002<\/p>\n

HRM-Text\u63d0\u4f9b\u7684\u542f\u53d1\u662f\uff1a<\/p>\n

\u5982\u679c\u6a21\u578b\u67b6\u6784\u672c\u8eab\u80fd\u591f\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\uff0c\u90a3\u4e48\u4f01\u4e1aAI\u80fd\u529b\u5efa\u8bbe\u4e0d\u5fc5\u5b8c\u5168\u4f9d\u8d56\u66f4\u5927\u6a21\u578b\u548c\u66f4\u91cd\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n

\u5bf9\u7814\u7a76\u793e\u533a\u6765\u8bf4\uff0cHRM-Text\u7684\u610f\u4e49\u5219\u5728\u4e8e\uff0c\u5b83\u8ba9\u66f4\u591a\u67b6\u6784\u5047\u8bbe\u6709\u673a\u4f1a\u88ab\u9a8c\u8bc1\u3002<\/p>\n

\u8fc7\u53bb\u51e0\u5e74\uff0c\u57fa\u7840\u6a21\u578b\u7814\u53d1\u8d8a\u6765\u8d8a\u50cf\u4e00\u9879\u91cd\u5de5\u4e1a\u3002\u66f4\u5927\u7684GPU\u96c6\u7fa4\u3001\u66f4\u957f\u7684\u8bad\u7ec3\u5468\u671f\u3001\u66f4\u590d\u6742\u7684\u6570\u636e\u5de5\u7a0b\uff0c\u8ba9\u5927\u5b66\u5b9e\u9a8c\u5ba4\u3001\u521b\u4e1a\u56e2\u961f\u3001\u72ec\u7acb\u7814\u7a76\u8005\u548c\u5f00\u6e90\u793e\u533a\uff0c\u5f88\u96be\u76f4\u63a5\u53c2\u4e0e\u57fa\u7840\u6a21\u578b\u5c42\u9762\u7684\u524d\u6cbf\u5b9e\u9a8c\u3002<\/p>\n

\u771f\u6b63\u4ee4\u4eba\u62c5\u5fc3\u7684\u4e0d\u662f\u6210\u672c\u672c\u8eab\uff0c\u800c\u662f\u8bb8\u591a\u4e0d\u540c\u7684\u6280\u672f\u53ef\u80fd\u6027\uff0c\u53ef\u80fd\u4f1a\u5728\u8fdb\u5165\u5145\u5206\u9a8c\u8bc1\u4e4b\u524d\u5c31\u88ab\u8fc7\u6ee4\u6389\u3002<\/p>\n

\u5f53\u4e00\u6761\u8def\u7ebf\u9700\u8981\u5de8\u989d\u8d44\u6e90\u624d\u80fd\u9a8c\u8bc1\u65f6\uff0c\u884c\u4e1a\u81ea\u7136\u66f4\u5bb9\u6613\u6cbf\u7740\u6700\u786e\u5b9a\u3001\u6700\u4e3b\u6d41\u3001\u6700\u8d44\u6e90\u5bc6\u96c6\u7684\u65b9\u5411\u524d\u8fdb\u3002\u800c\u90a3\u4e9b\u66f4\u65e9\u671f\u3001\u66f4\u5192\u9669\u3001\u4e5f\u53ef\u80fd\u66f4\u5177\u7a81\u7834\u6027\u7684\u67b6\u6784\u5047\u8bbe\uff0c\u5f80\u5f80\u66f4\u96be\u83b7\u5f97\u8db3\u591f\u5b9e\u9a8c\u673a\u4f1a\u3002<\/p>\n

Sapient\u7684\u610f\u4e49\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u7b49\u5230\u5de8\u5934\u5148\u9a8c\u8bc1\u8fd9\u6761\u8def\u7ebf\uff0c\u800c\u662f\u7387\u5148\u628a\u53e6\u4e00\u79cd\u524d\u6cbfAI\u8def\u5f84\u505a\u6210\u4e86\u53ef\u4ee5\u88ab\u884c\u4e1a\u68c0\u9a8c\u7684\u6837\u672c\u3002<\/p>\n

\u5b83\u6ca1\u6709\u5426\u5b9aScaling\u7684\u529b\u91cf\uff0c\u4f46\u5b83\u8ba9\u884c\u4e1a\u770b\u5230\uff0c\u57fa\u7840\u6a21\u578b\u521b\u65b0\u5e76\u4e0d\u53ea\u80fd\u88ab\u7b97\u529b\u89c4\u6a21\u5b9a\u4e49\u3002<\/p>\n

\u67b6\u6784\u3001\u8bad\u7ec3\u76ee\u6807\u3001\u9012\u5f52\u8ba1\u7b97\u548c\u5f00\u6e90\u9a8c\u8bc1\uff0c\u540c\u6837\u53ef\u4ee5\u6210\u4e3a\u63a8\u52a8\u524d\u6cbfAI\u7684\u5173\u952e\u529b\u91cf\u3002<\/p>\n

\u4ece\u8fd9\u4e2a\u610f\u4e49\u4e0a\u770b\uff0cHRM-Text\u7684\u4ef7\u503c\uff0c\u4e0d\u662f\u8bc1\u660e\u5c0f\u6a21\u578b\u4f1a\u53d6\u4ee3\u5927\u6a21\u578b\uff0c\u800c\u662f\u63d0\u9192\u884c\u4e1a\uff1a<\/p>\n

\u524d\u6cbfAI\u4e0d\u5e94\u8be5\u53ea\u6709\u4e00\u79cd\u5165\u53e3\u3002<\/p>\n

Sapient\u5bf9HRM\u7684\u957f\u671f\u5224\u65ad\uff0c\u53ef\u4ee5\u6982\u62ec\u6210\u4e00\u53e5\u8bdd\uff1a<\/p>\n

\u6a21\u578b\u4e0d\u9700\u8981\u8bb0\u4f4f\u4e00\u5207\uff0c\u4f46\u9700\u8981\u5b66\u4f1a\u5982\u4f55\u601d\u8003\u3001\u5982\u4f55\u67e5\u627e\u3001\u5982\u4f55\u5b66\u4e60\u3001\u5982\u4f55\u4f7f\u7528\u4fe1\u606f\u3002<\/p>\n

\u8fd9\u5c31\u662freasoning-knowledge decoupling\u3002<\/p>\n

\u521d\u671f\uff0c\u5b83\u53ef\u4ee5\u50cfRAG\u4e00\u6837\uff0c\u628a\u5916\u90e8\u77e5\u8bc6\u63a5\u8fdb\u6765\u3002\u4f46\u66f4\u8fdb\u4e00\u6b65\uff0cHRM\u7684\u76ee\u6807\u4e0d\u662f\u7b80\u5355\u68c0\u7d22\u6587\u6863\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u62e5\u6709\u4e00\u4e2a\u66f4\u5f3a\u7684\u63a8\u7406\u6838\u5fc3\uff1a<\/p>\n

\u77e5\u9053\u8be5\u67e5\u4ec0\u4e48\uff0c\u77e5\u9053\u53bb\u54ea\u91cc\u67e5\uff0c\u77e5\u9053\u5982\u4f55\u5224\u65ad\u4fe1\u606f\u662f\u5426\u53ef\u9760\uff0c\u77e5\u9053\u5982\u4f55\u628a\u65b0\u77e5\u8bc6\u5b66\u8fdb\u5f53\u524d\u4efb\u52a1\uff0c\u77e5\u9053\u5982\u4f55\u5236\u5b9a\u8ba1\u5212\u3001\u8c03\u7528\u5de5\u5177\u3001\u9a8c\u8bc1\u7ed3\u679c\uff0c\u77e5\u9053\u5982\u4f55\u628a\u4e00\u4e2a\u590d\u6742\u4efb\u52a1\u771f\u6b63\u505a\u5b8c\u3002<\/p>\n

\u8fd9\u548c\u4eba\u66f4\u63a5\u8fd1\u3002<\/p>\n

\u4eba\u4e5f\u4e0d\u662f\u628a\u4e16\u754c\u4e0a\u6240\u6709\u77e5\u8bc6\u90fd\u80cc\u5728\u8111\u5b50\u91cc\u3002\u771f\u6b63\u806a\u660e\u7684\u4eba\uff0c\u662f\u77e5\u9053\u95ee\u9898\u7684\u7ed3\u6784\uff0c\u77e5\u9053\u8be5\u627e\u8c01\u3001\u67e5\u4ec0\u4e48\u3001\u600e\u4e48\u9a8c\u8bc1\u3001\u5982\u4f55\u884c\u52a8\u3002<\/p>\n

\u672a\u6765\uff0c\u5b83\u53ef\u4ee5\u4f5c\u4e3a\u5e95\u5c42\u63a8\u7406\u5185\u6838Reasoning Core\uff0c\u626e\u6f14\u5f88\u591a\u89d2\u8272\u3002<\/p>\n

\u6bd4\u5982Reliability Diagnostician\uff1a\u8bca\u65ad\u590d\u6742\u7cfb\u7edf\u7a33\u5b9a\u6027\uff0c\u751f\u6210root-cause hypothesis\uff0c\u5206\u6790\u4f9d\u8d56\u5173\u7cfb\u3001blast radius\u548crollback plan\uff0c\u5e76\u6267\u884c\u5b89\u5168remediation\u3002<\/p>\n

\u6bd4\u5982System Optimizer\uff1a\u5206\u6790\u7cfb\u7edf\u884c\u4e3a\u3001\u53d1\u73b0\u6027\u80fd\u74f6\u9888\u548c\u8d44\u6e90\u6d6a\u8d39\uff0c\u81ea\u52a8\u63d0\u51fa\u6216\u6267\u884c\u4f18\u5316\u8ba1\u5212\u3002<\/p>\n

\u6bd4\u5982Data Organizer\uff1a\u628a\u4f01\u4e1a\u5185\u90e8\u6742\u4e71\u77e5\u8bc6\u3001\u6587\u6863\u3001\u65e5\u5fd7\u3001\u6570\u636e\u5e93\u548c\u5de5\u4f5c\u6d41\u7ec4\u7ec7\u6210\u53ef\u68c0\u7d22\u3001\u53ef\u63a8\u7406\u3001\u53ef\u5b66\u4e60\u7684\u8bb0\u5fc6\u7cfb\u7edf\u3002<\/p>\n

\u6bd4\u5982Tool Calling Director\uff1a\u51b3\u5b9a\u4ec0\u4e48\u65f6\u5019\u8c03\u7528\u54ea\u4e2a\u5de5\u5177\u3001API\u3001\u6a21\u578b\u6216\u6570\u636e\u6e90\uff0c\u89c4\u5212\u8c03\u7528\u987a\u5e8f\uff0c\u9a8c\u8bc1\u4e2d\u95f4\u7ed3\u679c\uff0c\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3002<\/p>\n

\u8fd9\u5c31\u662fHRM\u548c\u666e\u901a\u804a\u5929\u6a21\u578b\u7684\u533a\u522b\u3002<\/p>\n

\u804a\u5929\u6a21\u578b\u7684\u6838\u5fc3\u95ee\u9898\u662f\uff1a\u600e\u4e48\u56de\u7b54\u7528\u6237\uff1f<\/p>\n

HRM\u66f4\u5173\u5fc3\u7684\u95ee\u9898\u662f\uff1a\u600e\u4e48\u5b8c\u6210\u4efb\u52a1\uff1f<\/p>\n

\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cHRM\u7684\u5546\u4e1a\u4ef7\u503c\u4e5f\u4e0d\u53ea\u662f\u201c\u8bad\u7ec3\u66f4\u4fbf\u5b9c\u201d\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u53ef\u80fd\u6539\u53d8\u4f01\u4e1a\u6784\u5efaAI\u80fd\u529b\u7684\u65b9\u5f0f\u3002<\/p>\n

\u8fc7\u53bb\uff0c\u4f01\u4e1a\u60f3\u8981\u66f4\u5f3aAI\uff0c\u5f80\u5f80\u53ea\u80fd\u63a5\u5165\u66f4\u5927\u7684\u901a\u7528\u6a21\u578b\uff0c\u518d\u901a\u8fc7\u63d0\u793a\u8bcd\u3001RAG\u3001\u5de5\u5177\u94fe\u548cAgent\u6846\u67b6\uff0c\u628a\u6a21\u578b\u80fd\u529b\u62fc\u63a5\u5230\u4e1a\u52a1\u6d41\u7a0b\u91cc\u3002<\/p>\n

\u4f46\u8fd9\u79cd\u65b9\u5f0f\u7684\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u7cfb\u7edf\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u8c03\u7528\u94fe\u8d8a\u6765\u8d8a\u957f\uff0c\u6210\u672c\u8d8a\u6765\u8d8a\u9ad8\uff0c\u7ed3\u679c\u4e5f\u8d8a\u6765\u8d8a\u96be\u9a8c\u8bc1\u3002<\/p>\n

HRM\u60f3\u8c61\u7684\u662f\u53e6\u4e00\u79cd\u7ed3\u6784\uff1a<\/p>\n

\u5e95\u5c42\u662f\u66f4\u5f3a\u7684\u63a8\u7406\u6838\u5fc3\uff1b\u5916\u90e8\u63a5\u5165\u77e5\u8bc6\u5e93\u3001\u5de5\u5177\u3001\u8bb0\u5fc6\u548c\u73af\u5883\u53cd\u9988\uff1b\u6a21\u578b\u4e0d\u9700\u8981\u8bb0\u4f4f\u4e00\u5207\uff0c\u4f46\u9700\u8981\u77e5\u9053\u5982\u4f55\u7ec4\u7ec7\u4efb\u52a1\u3001\u5982\u4f55\u4f7f\u7528\u4fe1\u606f\u3001\u5982\u4f55\u9a8c\u8bc1\u7ed3\u679c\u3002<\/p>\n

\u8fd9\u4e5f\u610f\u5473\u7740\uff0cHRM\u7684\u4e0b\u4e00\u6b65\uff0c\u4e0d\u53ea\u662f\u66f4\u4f1a\u804a\u5929\uff0c\u800c\u662f\u66f4\u4f1a\u5de5\u4f5c\u3002<\/p>\n

HRM\u7684\u8def\u7ebf\u4e5f\u4e0d\u6b62\u8bed\u8a00\u3002<\/p>\n

Sapient\u5148\u4ecesymbolic reasoning\u5f00\u59cb\uff0c\u7528\u6570\u72ec\u3001\u8ff7\u5bab\u3001ARC-AGI\u8fd9\u7c7b\u5c01\u95ed\u3001\u53ef\u9a8c\u8bc1\u4efb\u52a1\u8bc1\u660e\u5206\u5c42\u9012\u5f52\u63a8\u7406\u80fd\u8dd1\u901a\u3002<\/p>\n

\u7136\u540e\u63a8\u8fdb\u5230HRM-Text\uff0c\u628a\u8fd9\u5957\u67b6\u6784\u5e26\u8fdb\u81ea\u7136\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n

\u4e0b\u4e00\u6b65\uff0c\u5f88\u81ea\u7136\u5c31\u662fimage\u3001video\u3001audio\u3001robotics\u548cworld models\u3002<\/p>\n

\u56e0\u4e3aHRM\u5904\u7406\u7684\u4e0d\u662f\u67d0\u4e00\u79cd\u6570\u636e\u683c\u5f0f\uff0c\u5b83\u5904\u7406\u7684\u662f\u66f4\u5e95\u5c42\u7684\u4e1c\u897f\uff1a\u72b6\u6001\u3001\u5173\u7cfb\u3001\u7ea6\u675f\u3001\u8ba1\u5212\u3001\u884c\u52a8\u3001\u53cd\u9988\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48HRM\u5177\u5907omni-modal\u6f5c\u529b\u3002<\/p>\n

\u7b26\u53f7\u3001\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u3001\u673a\u5668\u4eba\u4f20\u611f\u5668\u6570\u636e\uff0c\u672c\u8d28\u4e0a\u90fd\u53ef\u4ee5\u53d8\u6210\u6a21\u578b\u5185\u90e8\u7684\u72b6\u6001\u7a7a\u95f4\u3002<\/p>\n

\u5982\u679cHRM\u80fd\u5728\u4e0d\u540c\u6a21\u6001\u4e2d\u5b66\u4e60\u201c\u5982\u4f55\u7ec4\u7ec7\u72b6\u6001\u3001\u5982\u4f55\u9884\u6d4b\u53d8\u5316\u3001\u5982\u4f55\u89c4\u5212\u884c\u52a8\u201d\uff0c\u5b83\u5c31\u4e0d\u53ea\u662f\u8bed\u8a00\u6a21\u578b\uff0c\u800c\u53ef\u80fd\u6210\u4e3a\u4e16\u754c\u6a21\u578b\u7684\u4e00\u79cd\u5019\u9009\u67b6\u6784\u3002<\/p>\n

\u8fd9\u4e5f\u662fembodied AI\u6700\u9700\u8981\u7684\u80fd\u529b\u3002<\/p>\n

\u673a\u5668\u4eba\u4e0d\u80fd\u53ea\u4f1a\u56de\u7b54\u3002\u673a\u5668\u4eba\u9700\u8981\u7406\u89e3\u73af\u5883\uff0c\u9884\u6d4b\u540e\u679c\uff0c\u5236\u5b9a\u52a8\u4f5c\uff0c\u5e76\u5728\u5931\u8d25\u540e\u4fee\u6b63\u3002<\/p>\n

\u5bf9\u8fd9\u6837\u7684\u7cfb\u7edf\u6765\u8bf4\uff0c\u8f93\u51fa\u4e00\u53e5\u6f02\u4eae\u7684\u8bdd\u6ca1\u6709\u610f\u4e49\u3002<\/p>\n

\u771f\u6b63\u91cd\u8981\u7684\u662f\uff1a\u60f3\u6e05\u695a\uff0c\u7136\u540e\u505a\u5bf9\u3002<\/p>\n

\u6240\u4ee5\uff0cHRM-Text\u7684\u610f\u4e49\u5e76\u4e0d\u6b62\u4e8e\u8bed\u8a00\u6a21\u578b\u3002\u5b83\u66f4\u50cf\u662fSapient\u628aHRM\u4ece\u7b26\u53f7\u63a8\u7406\u63a8\u5411\u5f00\u653e\u8bed\u8a00\u73af\u5883\u7684\u4e00\u6b21\u9636\u6bb5\u6027\u9a8c\u8bc1\u3002<\/p>\n

\u5982\u679c\u8fd9\u6761\u8def\u7ebf\u7ee7\u7eed\u6210\u7acb\uff0c\u90a3\u4e48HRM\u7684\u4e0b\u4e00\u6b65\u5c31\u4e0d\u53ea\u662f\u6587\u672c\uff0c\u800c\u53ef\u80fd\u662f\u66f4\u5e7f\u4e49\u7684\u4e16\u754c\u5efa\u6a21\uff1a\u7406\u89e3\u72b6\u6001\u5982\u4f55\u53d8\u5316\u3001\u7406\u89e3\u884c\u52a8\u5982\u4f55\u4ea7\u751f\u540e\u679c\u3001\u7406\u89e3\u8ba1\u5212\u5982\u4f55\u88ab\u6267\u884c\u3001\u7406\u89e3\u5931\u8d25\u5982\u4f55\u88ab\u4fee\u6b63\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\uff0cHRM\u7684\u60f3\u8c61\u7a7a\u95f4\u4e0d\u5e94\u88ab\u5c40\u9650\u5728\u201c\u5c0f\u6a21\u578b\u201d\u8fd9\u4e2a\u6807\u7b7e\u91cc\u3002<\/p>\n

\u771f\u6b63\u91cd\u8981\u7684\u662f\uff0c\u5b83\u8bd5\u56fe\u4e3a\u667a\u80fd\u7cfb\u7edf\u63d0\u4f9b\u4e00\u4e2a\u66f4\u5f3a\u7684\u5185\u90e8\u8ba1\u7b97\u7ed3\u6784\u3002<\/p>\n

\u66f4\u8fdb\u4e00\u6b65\u770b\uff0cHRM\u80cc\u540e\u662fSapient\u5bf9\u901a\u7528\u667a\u80fd\u7684\u4e00\u79cd\u957f\u671f\u5224\u65ad\uff1a<\/p>\n

\u5148\u8fdbAI\u7684\u63a2\u7d22\uff0c\u4e0d\u5e94\u8be5\u53ea\u662f\u4e00\u6761\u88ab\u8d44\u6e90\u89c4\u6a21\u4e0d\u65ad\u52a0\u56fa\u7684\u5355\u4e00\u8def\u5f84\uff0c\u800c\u5e94\u8be5\u662f\u4e00\u573a\u7531\u66f4\u591a\u7814\u7a76\u8005\u3001\u5f00\u53d1\u8005\u3001\u521b\u4e1a\u56e2\u961f\u548c\u5f00\u6e90\u793e\u533a\u5171\u540c\u63a8\u8fdb\u7684\u6280\u672f\u8fdb\u7a0b\u3002<\/p>\n

Sapient\u53ef\u4ee5\u628a\u81ea\u5df1\u7684\u957f\u671f\u8def\u7ebf\u6982\u62ec\u4e3a\uff1aLean General Intelligence\u3002<\/p>\n

\u8fd9\u91cc\u7684Lean\uff0c\u4e0d\u662f\u201c\u5c0f\u201d\uff0c\u4e5f\u4e0d\u662f\u4fbf\u5b9c\uff0c\u800c\u662f\u66f4\u9ad8\u6548\u3001\u66f4\u53ef\u53ca\u3001\u66f4\u5f3a\u8c03\u8ba1\u7b97\u7ed3\u6784\u672c\u8eab\u3002<\/p>\n

\u8fc7\u53bb\u51e0\u5e74\uff0c\u884c\u4e1a\u5df2\u7ecf\u5145\u5206\u8bc1\u660e\u4e86Scaling\u7684\u529b\u91cf\u3002\u4f46\u73b0\u5728\uff0c\u53e6\u4e00\u4e2a\u95ee\u9898\u6b63\u5728\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\uff1a<\/p>\n

\u5f53\u8bad\u7ec3\u6210\u672c\u8d8a\u6765\u8d8a\u9ad8\uff0cToken\u8d26\u5355\u8d8a\u6765\u8d8a\u91cd\uff0cAgent\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u4f01\u4e1a\u8d8a\u6765\u8d8a\u9700\u8981\u53ef\u63a7\u3001\u53ef\u9a8c\u8bc1\u3001\u53ef\u5b9a\u5236\u7684\u667a\u80fd\u7cfb\u7edf\u65f6\uff0c\u7ee7\u7eed\u6269\u5927\u6a21\u578b\u662f\u4e0d\u662f\u552f\u4e00\u7b54\u6848\uff1f<\/p>\n

HRM\u7ed9\u51fa\u4e86\u53e6\u4e00\u4e2a\u7b54\u6848\u3002<\/p>\n

\u4e0d\u662f\u8ba9\u6a21\u578b\u80cc\u4e0b\u66f4\u591a\u77e5\u8bc6\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u62e5\u6709\u66f4\u5f3a\u7684\u63a8\u7406\u6838\u5fc3\uff1b\u4e0d\u662f\u8ba9\u6a21\u578b\u8f93\u51fa\u66f4\u957fCoT\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u5728\u6f5c\u7a7a\u95f4\u4e2d\u5b8c\u6210\u66f4\u6df1\u8ba1\u7b97\uff1b\u4e0d\u662f\u628a\u6240\u6709\u80fd\u529b\u90fd\u585e\u8fdb\u4e00\u4e2a\u9ed1\u7bb1\u5927\u6a21\u578b\uff0c\u800c\u662f\u628a\u63a8\u7406\u3001\u77e5\u8bc6\u3001\u5de5\u5177\u3001\u8bb0\u5fc6\u548c\u884c\u52a8\u91cd\u65b0\u7ec4\u7ec7\u8d77\u6765\u3002<\/p>\n

\u8fd9\u5c31\u662fHRM-Text\u6700\u91cd\u8981\u7684\u610f\u4e49\u3002<\/p>\n

\u5b83\u4e0d\u662f\u8bc1\u660e1B\u6a21\u578b\u5df2\u7ecf\u8d62\u4e86\uff0c\u5b83\u8bc1\u660e\u7684\u662fAI\u67b6\u6784\u8fd8\u8fdc\u8fdc\u6ca1\u6709\u5b9a\u578b\u3002<\/p>\n

\u5982\u679c\u8bf4\u8fc7\u53bb\u51e0\u5e74\uff0c\u884c\u4e1a\u4e3b\u7ebf\u662fScaling\u3002<\/p>\n

\u90a3\u4e48\u63a5\u4e0b\u6765\uff0c\u63a8\u7406\u6a21\u578b\u53ef\u80fd\u8fce\u6765\u4e00\u4e2a\u65b0\u95ee\u9898\uff1a<\/p>\n

\u6a21\u578b\u5230\u5e95\u8981\u66f4\u5927\uff0c\u8fd8\u662f\u8981\u66f4\u4f1a\u601d\u8003\uff1f<\/p>\n

Sapient\u7684\u7b54\u6848\uff0c\u662fHRM\u3002<\/p>\n

\u800cHRM-Text\uff0c\u662f\u8fd9\u6761\u8def\u7ebf\u7b2c\u4e00\u6b21\u8fdb\u5165\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u8bed\u5883\u540e\u7684\u516c\u5f00\u6837\u672c\u3002\u5b83\u8fd8\u65e9\uff0c\u4f46\u5b83\u8db3\u591f\u91cd\u8981\u3002<\/p>\n

\u56e0\u4e3a\u5b83\u63d0\u9192\u6574\u4e2a\u884c\u4e1a\uff1aAI\u7684\u672a\u6765\uff0c\u4e0d\u5e94\u8be5\u53ea\u6709\u4e00\u6761\u8def\u3002<\/p>\n

\u66f4\u5927\u7684\u6a21\u578b\u4f1a\u7ee7\u7eed\u91cd\u8981\uff0c\u4f46\u66f4\u4f1a\u601d\u8003\u7684\u6a21\u578b\uff0c\u53ef\u80fd\u624d\u662f\u4e0b\u4e00\u8f6e\u63a8\u7406\u67b6\u6784\u771f\u6b63\u7684\u5165\u53e3\u3002<\/p>\n

\u4eceHRM-Symbolic\u5230HRM-Text\uff0c\u518d\u5230Bengio\u53c2\u4e0e\u7684GRAM\u5bf9HRM\u9aa8\u67b6\u7684\u9ad8\u5ea6\u590d\u7528\uff0c\u5206\u5c42\u9012\u5f52\u63a8\u7406\u5df2\u7ecf\u4e0d\u518d\u53ea\u662fSapient\u7684\u5185\u90e8\u8def\u7ebf\uff0c\u800c\u6b63\u5728\u6210\u4e3a\u4e0b\u4e00\u4ee3\u63a8\u7406\u6a21\u578b\u7684\u91cd\u8981\u65b9\u5411\u3002<\/p>\n

Sapient\u7684\u610f\u4e49\uff0c\u4e5f\u6b63\u5728\u4e8e\u6b64\uff1a<\/p>\n

\u5b83\u4e0d\u662f\u5728\u8ffd\u968f\u884c\u4e1a\u5df2\u6709\u7684\u7b54\u6848\uff0c\u800c\u662f\u5728\u63d0\u524d\u7ed9\u51fa\u4e00\u4e2a\u53ef\u8fd0\u884c\u3001\u53ef\u5f00\u6e90\u3001\u53ef\u9a8c\u8bc1\u7684\u65b0\u7b54\u6848\u3002<\/p>\n

\u5982\u679c\u8bf4\u8fc7\u53bb\u51e0\u5e74\uff0c\u884c\u4e1a\u5df2\u7ecf\u5145\u5206\u8bc1\u660e\u4e86Scaling\u7684\u529b\u91cf\uff0c\u90a3\u4e48Sapient\u6b63\u5728\u63d0\u9192\u884c\u4e1a\uff1aAI\u7684\u672a\u6765\u4e0d\u5e94\u8be5\u53ea\u6709\u4e00\u6761\u8def\u3002<\/p>\n

\u800cSapient Intelligence\uff0c\u6b63\u662f\u5728\u8fd9\u6761\u65b0\u8def\u4e0a\u6700\u65e9\u7ed9\u51fa\u5b8c\u6574\u7b54\u6848\u7684\u5148\u884c\u8005\u4e4b\u4e00\u3002<\/p>\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2605.20613GitHub\u94fe\u63a5\uff1ahttps:\/\/github.com\/sapientinc\/HRM-TextHuggingFace\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/sapientinc\/HRM-Text-1B<\/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":"

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u597d\u5bb6\u4f19\uff0c\u8fd9\u6b21\u4e0d\u662f\u6a21\u578b\u5708\u81ea\u55e8\u3002<\/p>\n

\u4e00\u4e2a\u8bad\u7ec3\u6210\u672c\u7ea61500\u7f8e\u5143\u3001\u53c2\u6570\u91cf\u7ea61B\u3001\u4ece\u96f6\u5f00\u59cb\u9884\u8bad\u7ec3\u7684\u5c0f\u6a21\u578b\uff0c\u628aHRM\u63a8\u5230\u4e86\u4e0b\u4e00\u4ee3\u63a8\u7406\u67b6\u6784\u8ba8\u8bba\u7684\u4e2d\u5fc3\u3002<\/p>\n

HuggingFace\u8054\u5408\u521b\u59cb\u4eba\u517cCEO Clem Delangue\u4eb2\u81ea\u8f6c\u53d1\u63a8\u8350\u3002<\/p>\n

\u56fe\u7075\u5956\u5f97\u4e3bYoshua Bengio\u4f5c\u4e3a\u5171\u540c\u4f5c\u8005\u53c2\u4e0e\u7684\u65b0\u8bba\u6587\uff0c\u4e5f\u8d70\u5411\u4e86\u540c\u4e00\u6761latent recursive reasoning\u8def\u7ebf\u3002<\/p>\n

\u66f4\u53cd\u5e38\u7684\u662f\uff0c<\/p>\n","protected":false},"author":1,"featured_media":5971,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[232],"class_list":["post-5975","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-232"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/5975","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=5975"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/5975\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/5971"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=5975"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=5975"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=5975"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}