{"id":1816,"date":"2026-02-10T21:00:25","date_gmt":"2026-02-10T13:00:25","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/02\/10\/%e5%8d%8e%e4%b8%ba%e5%8f%91%e5%b8%83%e4%b8%9a%e7%95%8c%e9%a6%96%e4%b8%aa%e6%89%a9%e6%95%a3%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8bagent%ef%bc%8c%e9%83%a8%e5%88%86%e5%9c%ba%e6%99%af%e6%8f%90%e9%80%9f8\/"},"modified":"2026-02-10T21:00:25","modified_gmt":"2026-02-10T13:00:25","slug":"%e5%8d%8e%e4%b8%ba%e5%8f%91%e5%b8%83%e4%b8%9a%e7%95%8c%e9%a6%96%e4%b8%aa%e6%89%a9%e6%95%a3%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8bagent%ef%bc%8c%e9%83%a8%e5%88%86%e5%9c%ba%e6%99%af%e6%8f%90%e9%80%9f8","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/02\/10\/%e5%8d%8e%e4%b8%ba%e5%8f%91%e5%b8%83%e4%b8%9a%e7%95%8c%e9%a6%96%e4%b8%aa%e6%89%a9%e6%95%a3%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8bagent%ef%bc%8c%e9%83%a8%e5%88%86%e5%9c%ba%e6%99%af%e6%8f%90%e9%80%9f8\/","title":{"rendered":"\u534e\u4e3a\u53d1\u5e03\u4e1a\u754c\u9996\u4e2a\u6269\u6563\u8bed\u8a00\u6a21\u578bAgent\uff0c\u90e8\u5206\u573a\u666f\u63d0\u901f8\u500d\uff01"},"content":{"rendered":"
\"\u534e\u4e3a\u53d1\u5e03\u4e1a\u754c\u9996\u4e2a\u6269\u6563\u8bed\u8a00\u6a21\u578bAgent\uff0c\u90e8\u5206\u573a\u666f\u63d0\u901f8\u500d\uff01\"\/<\/div><\/figure>\n
\"\u534e\u4e3a\u53d1\u5e03\u4e1a\u754c\u9996\u4e2a\u6269\u6563\u8bed\u8a00\u6a21\u578bAgent\uff0c\u90e8\u5206\u573a\u666f\u63d0\u901f8\u500d\uff01\"\/<\/div><\/figure>\n
\"\u534e\u4e3a\u53d1\u5e03\u4e1a\u754c\u9996\u4e2a\u6269\u6563\u8bed\u8a00\u6a21\u578bAgent\uff0c\u90e8\u5206\u573a\u666f\u63d0\u901f8\u500d\uff01\"\/<\/div><\/figure>\n
\"\u534e\u4e3a\u53d1\u5e03\u4e1a\u754c\u9996\u4e2a\u6269\u6563\u8bed\u8a00\u6a21\u578bAgent\uff0c\u90e8\u5206\u573a\u666f\u63d0\u901f8\u500d\uff01\"\/<\/div><\/figure>\n

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

\u5927\u6a21\u578b\u901a\u5f80\u73b0\u5b9e\u4e16\u754c\u7684\u201c\u6700\u540e\u4e09\u516c\u91cc\u201d\uff0cAgent\u5df2\u7136\u6210\u4e3a\u6700\u5177\u4ee3\u8868\u6027\u7684\u5165\u573a\u5238\u3002<\/p>\n

\u4f46\u5f53\u4e0b\u7684\u5171\u8bc6\u53d1\u751f\u4e86\u5fae\u5999\u7684\u53d8\u5316\uff1a<\/p>\n

\u8861\u91cf\u4e00\u4e2aAgent\u591f\u4e0d\u591f\u5f3a\uff0c\u65e9\u5df2\u4e0d\u518d\u770b\u5b83\u80fd\u4e0d\u80fd\u201c\u7b54\u5bf9\u95ee\u9898\u201d\uff0c\u800c\u662f\u770b\u5b83\u5728\u9762\u5bf9\u591a\u8f6e\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u53ca\u590d\u6742\u534f\u4f5c\u65f6\uff0c\u80fd\u5426\u7528\u6700\u77ed\u7684\u8def\u5f84\u3001\u6700\u5c11\u7684\u4ea4\u4e92\u9884\u7b97\uff0c\u7a33\u5b9a\u5730\u641e\u5b9a\u4efb\u52a1\u3002<\/p>\n

\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b\uff0c\u4e00\u4e2a\u957f\u671f\u88ab\u884c\u4e1a\u5ffd\u89c6\u7684\u5e95\u5c42\u547d\u9898\u6d6e\u51fa\u6c34\u9762\uff1a<\/p>\n

\u5f53Agent\u7684\u6846\u67b6\u3001\u5de5\u5177\u3001\u6570\u636e\u548c\u8bad\u7ec3\u65b9\u5f0f\u90fd\u4fdd\u6301\u4e00\u81f4\u65f6\uff0c\u4ec5\u4ec5\u6539\u53d8\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u8303\u5f0f\uff08Autoregressive vs Diffusion\uff09\uff0c\u662f\u5426\u4f1a\u7cfb\u7edf\u6027\u5730\u6539\u53d8Agent\u7684\u89c4\u5212\u4e0e\u884c\u4e3a\u6a21\u5f0f\uff1f<\/p>\n

\u8fd1\u65e5\uff0c\u6765\u81ea\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u3001\u534e\u4e3a\u5148\u8fdb\u8ba1\u7b97\u4e0e\u5b58\u50a8\u5b9e\u9a8c\u5ba4\u3001UCL\u3001\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u3001\u6e05\u534e\u5927\u5b66\u548c\u5317\u4eac\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\uff0c\u5728\u6700\u65b0\u5de5\u4f5c\u300aDLLM Agent: See Farther, Run Faster\u300b\u4e2d\uff0c\u5bf9\u8fd9\u4e00\u95ee\u9898\u7ed9\u51fa\u4e86\u8fc4\u4eca\u4e3a\u6b62\u6700\u201c\u5bf9\u7167\u5b9e\u9a8c\u5f0f\u201d\u7684\u56de\u7b54\u3002<\/p>\n

\u4ed6\u4eec\u53d1\u73b0\uff0c\u4ec5\u4ec5\u662f\u628a\u201c\u5e95\u5ea7\u201d\u6362\u6210\u4e86\u6269\u6563\u5f0f\u5927\u6a21\u578b\uff08DLLM\uff09\uff0cAgent\u5c31\u50cf\u7a81\u7136\u5f00\u4e86\u201c\u4e0a\u5e1d\u89c6\u89d2\u201d\uff0c\u6267\u884c\u901f\u5ea6\u4e0d\u4ec5\u63d0\u5347\u4e8630%\u4ee5\u4e0a\uff0c\u751a\u81f3\u5728\u90e8\u5206\u590d\u6742\u4efb\u52a1\u4e2d\u8dd1\u51fa\u4e868\u500d\u4e8e\u4f20\u7edfAR\u6a21\u578b\u7684\u6548\u7387\u3002<\/p>\n

\u6587\u7ae0\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2602.07451<\/p>\n

\u5b98\u65b9\u7f51\u9875\uff1ahttps:\/\/noah-dllm.github.io\/<\/p>\n

\u5728\u5b8c\u5168\u76f8\u540c\u7684Agent\u5de5\u4f5c\u6d41\u3001\u8bad\u7ec3\u6570\u636e\u548c\u4ea4\u4e92\u9884\u7b97\u4e0b\uff0c\u7814\u7a76\u53d1\u73b0\uff1a<\/p>\n

\u4e3a\u4e86\u907f\u514d\u201c\u6846\u67b6\u5dee\u5f02\u201d\u3001\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u3001\u201c\u6570\u636e\u4e0d\u4e00\u81f4\u201d\u7b49\u5e72\u6270\u56e0\u7d20\uff0c\u4f5c\u8005\u91c7\u7528\u4e86\u975e\u5e38\u4e25\u683c\u7684\u5bf9\u7167\u5b9e\u9a8c\u8bbe\u7f6e\uff1a<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0c\u5b9e\u9a8c\u4e2d\u89c2\u5bdf\u5230\u7684\u884c\u4e3a\u5dee\u5f02\uff0c\u4e0d\u80fd\u5f52\u56e0\u4e8e\u6570\u636e\/\u6a21\u578b\u7684\u57fa\u7840\u80fd\u529b\u6216workflow\uff0c\u800c\u53ea\u80fd\u6765\u81ea\u751f\u6210\u8303\u5f0f\u672c\u8eab\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u8003\u8651\u5230\u751f\u6210\u8303\u5f0f\u7684\u4e0d\u540c\uff0c\u9488\u5bf9\u591a\u8f6e\u957f\u94fe\u4ea4\u4e92\u7684DLLM\u8bad\u7ec3\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86\u9488\u5bf9\u6027\u8c03\u6574\u7684Mask\u7b56\u7565\u548cAttention\u88c1\u526a\u7b56\u7565\uff0c\u63d0\u5347\u4e86DLLM Agent\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u4e00\u81f4\u6027\u3002<\/p>\n

\u5728\u6784\u5efa\u4e86\u5bf9\u7167\u5e73\u53f0\u540e\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u5173\u6ce8\u70b9\u8f6c\u5411\u4e86\u6838\u5fc3\u6307\u6807\uff1a\u5373DLLM\u8fd9\u79cd\u751f\u6210\u8303\u5f0f\u7684\u6539\u53d8\uff0c\u7a76\u7adf\u80fd\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u63d0\u5347Agent\u7684\u5b9e\u6218\u8868\u73b0\uff1f<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u8bc1\u660e\uff0cDLLM Agent\u7684\u4f18\u52bf\u5e76\u975e\u4ec5\u4ec5\u6765\u81ea\u201c\u7b97\u5f97\u5feb\u201d\uff0c\u66f4\u5728\u4e8e\u5b83\u5728\u590d\u6742\u89c4\u5212\u4e2d\u201c\u8d70\u5f97\u76f4\u201d\u3002<\/p>\n

1\u3001BrowseComp-zh\u57fa\u51c6\u6d4b\u8bd5\uff1a\u6548\u7387\u7684\u5168\u9762\u8de8\u8d8a<\/p>\n

\u7814\u7a76\u56e2\u961f\u5728\u5305\u542b110\u6761\u4efb\u52a1\u7684BrowseComp-zh\uff08\u4e2d\u6587\u591a\u8f6eWeb\u6d4f\u89c8\uff09\u5b50\u96c6\u4e0a\uff0c\u5b8c\u6210\u4e86\u6027\u80fd\u6d4b\u8bd5\u3002<\/p>\n

\u901a\u8fc7\u5bf9\u6d77\u91cf\u6d4b\u8bd5\u7ed3\u679c\u7684\u6df1\u5ea6\u590d\u76d8\uff0c\u7814\u7a76\u4eba\u5458\u89c2\u5bdf\u5230\u4e86\u51e0\u4e2a\u5173\u952e\u89c4\u5f8b\uff1a<\/p>\n

DLLM Agent\u5728\u51c6\u786e\u7387\u6301\u5e73\u7684\u60c5\u51b5\u4e0b\uff0c<\/p>\n

\u4f46\u540c\u65f6\u4e5f\u66b4\u9732\u51fa\u4e00\u4e2a\u73b0\u5b9e\u95ee\u9898\uff1a\u539f\u751fDLLM\u66f4\u5bb9\u6613\u4ea7\u751f\u7ed3\u6784\u5316tool-call\u9519\u8bef\u3002<\/p>\n

\u6b64\u5916\uff0c\u4f5c\u8005\u8fd8\u5c55\u793a\u4e86DLLM Agent\u548cAR Agent\u5728Information Seeker\u5b8c\u6210\u95ee\u9898\u4e0a\u7684\u5206\u5e03\uff0c\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230DLLM Agent\u5728\u5904\u7406\u95ee\u9898\u65f6\uff0c\u5f80\u5f80\u80fd\u4ee5\u66f4\u5c11\u7684\u4ea4\u4e92\u6b21\u6570\u5b8c\u6210\u540c\u6837\u7684\u4efb\u52a1\u3002<\/p>\n

2\u3001\u6848\u4f8b\u5b9e\u5f55\uff1a8.18\u500d\u901f\u5ea6\u843d\u5dee\u7684\u80cc\u540e<\/p>\n

\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u5c55\u73b0\u8fd9\u79cd\u201c\u8d70\u76f4\u8def\u201d\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u770b\u4e00\u4e2a\u5178\u578b\u7684\u591a\u7ea6\u675f\u68c0\u7d22\u6848\u4f8b\uff08\u6d89\u53ca\u52a8\u7269\u547d\u540d+\u4e2d\u56fd\u4e92\u8054\u7f51\u516c\u53f8+\u56e2\u961f\u5408\u5e76+\u8f6f\u786c\u4ef6\u7b49\u591a\u4e2a\u7ef4\u5ea6\uff09\uff0cquery\u5982\u4e0b\uff1a<\/p>\n

\u7ed3\u679c\u53d1\u73b0\uff0c\u5c3d\u7ba1AR Agent\u548cDLLM Agent\u6700\u7ec8\u90fd\u7ed9\u51fa\u4e86\u6b63\u786e\u7b54\u6848\uff0c\u4f46\u5176\u6267\u884c\u903b\u8f91\u5374\u5c55\u73b0\u51fa\u5de8\u5927\u7684\u5dee\u5f02\uff0c\u4e0d\u4ec5\u8868\u73b0\u5728\u7aef\u5230\u7aef\u67098.18\u00d7\u7684\u901f\u5ea6\u5dee\u5f02\u4e0a\uff08\u5982\u4e0b\u8868\uff09\uff1a<\/p>\n

\u4e5f\u8868\u73b0\u5728\u5177\u4f53\u7684planner\u6267\u884c\u8fc7\u7a0b\u4e0a\u2014\u2014<\/p>\n

DLLM Agent\u7684planner\u8d28\u91cf\u66f4\u9ad8\uff0c\u4ece\u800c\u5728\u90e8\u5206case\u4e0a\u8868\u73b0\u51fa\u6765\u8fdc\u8d85\u8fc7\u57fa\u7840\u6a21\u578b\u7684\u6548\u7387\u5dee\u5f02\u7684\u7aef\u5230\u7aef\u6027\u80fd\u6536\u76ca\u3002<\/p>\n

\u8bba\u6587\u5e76\u672a\u505c\u7559\u5728\u8868\u9762\u7684\u6570\u636e\u5bf9\u6bd4\uff0c\u800c\u662f\u6df1\u5165\u5206\u6790\u4e86entropy\u548cconfidence\u4e0e\u6269\u6563\u8fc7\u7a0b\u4e2d\u7684\u5185\u90e8\u52a8\u6001\uff0c\u8bd5\u56fe\u4ece\u751f\u6210\u8303\u5f0f\u7684\u5e95\u5c42\u539f\u7406\uff0c\u6765\u89e3\u91caDLLM\u4e3a\u4f55\u5728\u89c4\u5212\u4e0a\u66f4\u5177\u4f18\u52bf\u3002<\/p>\n

\u4e00\u3001Planner Agent\uff1a\u5148\u5168\u5c40\u3001\u540e\u7ec6\u8282<\/p>\n

\u5728\u4efb\u52a1\u62c6\u89e3\u9636\u6bb5\uff0cDLLM Planner\u8868\u73b0\u51fa\u72ec\u7279\u7684\u4e24\u9636\u6bb5\u7279\u5f81\uff0c\u8fd9\u4e0e\u4eba\u7c7b\u5148\u6784\u601d\u5927\u7eb2\u518d\u586b\u8865\u5185\u5bb9\u7684\u601d\u7ef4\u65b9\u5f0f\u4e0d\u8c0b\u800c\u5408\uff1a<\/p>\n

\u9636\u6bb5\u4e00\uff1a\u5e76\u884c\u63d0\u53d6\u5173\u952e\u4fe1\u606f<\/p>\n

\u7528\u6237\u95ee\u9898\u4e2d\u76844\u4e2a\u6838\u5fc3\u7ea6\u675f\uff0c\u5f80\u5f80\u57281\u20132\u4e2adiffusion step\u5185\u5c31\u80fd\u88ab\u540c\u65f6\u8bc6\u522b\u3002<\/p>\n

\u9636\u6bb5\u4e8c\uff1a\u9010\u6b65\u7ec6\u5316\u4efb\u52a1\u7ed3\u6784<\/p>\n

\u5728\u5df2\u6709\u5168\u5c40\u6846\u67b6\u4e0b\uff0c\u518d\u9010\u6b65\u8865\u5145\u5177\u4f53\u7684\u903b\u8f91\u7ec6\u8282\u3002<\/p>\n

\u8fd9\u4e0eAR\u7684\u5dee\u5f02\uff0c\u4e3b\u8981\u4f53\u73b0\u5728\uff1a<\/p>\n

\u8fd9\u4e5f\u76f4\u63a5\u89e3\u91ca\u4e86\uff0c\u4e3a\u4ec0\u4e48AR Agent\u5728\u5b9e\u9a8c\u4e2d\u66f4\u5bb9\u6613\u4ea7\u751f\u591a\u4e2atodo_v1\/todo_v2\u5197\u4f59\u89c4\u5212\u6587\u6863\u7684\u539f\u56e0\u3002\u4e0b\u56fe\u8be6\u7ec6\u89e3\u91ca\u4e86planner\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u7684\u53d8\u5316\uff1a<\/p>\n

\u4e8c\u3001Information Seeker\uff1a\u5148\u5b9a\u65b9\u5411\uff0c\u518d\u586b\u53c2\u6570<\/p>\n

\u5728\u5177\u4f53\u7684\u5de5\u5177\u8c03\u7528\u9636\u6bb5\uff0cDLLM\u7684\u751f\u6210\u6a21\u5f0f\u5448\u73b0\u51fa\u4e00\u79cd\u6781\u5176\u7a33\u5b9a\u7684\u7ed3\u6784\u5316\u503e\u5411\uff1a<\/p>\n

\u76f8\u6bd4\u4e4b\u4e0b\uff0cAR Agent\u7684\u751f\u6210\u8fc7\u7a0b\u66f4\u50cf\u662f\u4e00\u6761\u4e0d\u53ef\u56de\u5934\u7684\u6d41\u6c34\u7ebf\uff1a\u51fd\u6570\u540d\u2192\u53c2\u65701\u2192\u53c2\u65702\u2192 \u2026<\/p>\n

\u4e00\u65e6\u524d\u9762\u7684token\u51fa\u73b0\u8bed\u6cd5\u6216\u903b\u8f91\u9519\u8bef\uff0cAR\u65e0\u6cd5\u539f\u5730\u4fee\u6b63\uff0c\u53ea\u80fd\u5bc4\u5e0c\u671b\u4e8e\u4e0b\u4e00\u8f6etool call\u6765\u8865\u6551\u3002<\/p>\n

\u4e09\u3001\u6ce8\u610f\u529b\u6f14\u5316\uff1a\u786e\u5b9a\u6027\u7684\u8fc5\u901f\u9501\u5b9a<\/p>\n

\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u5bf9\u6269\u6563\u8fc7\u7a0b\u4e2dMask Token\u7684\u71b5\uff08Entropy\uff09\u6f14\u5316\uff0c\u4ee5\u53ca\u4e0d\u540c\u9636\u6bb5Attention\u7684\u96c6\u4e2d\u4e0e\u5206\u6563\u7684\u5206\u6790\uff0c\u5f97\u51fa\u4e86\u66f4\u6df1\u5c42\u7684\u7ed3\u8bba\uff1a<\/p>\n

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\n

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