{"id":1903,"date":"2026-02-13T15:01:07","date_gmt":"2026-02-13T07:01:07","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/02\/13\/%e5%b0%8f%e4%bc%97%e6%9e%b6%e6%9e%84%e8%b5%a2%e9%ba%bb%e4%ba%86%ef%bc%81%e9%80%9a%e8%bf%87%e7%bc%96%e8%be%91%e5%8a%9f%e8%83%bd%e8%ae%a9100b%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e9%a3%99%e5%87%ba892-tok\/"},"modified":"2026-02-13T15:01:07","modified_gmt":"2026-02-13T07:01:07","slug":"%e5%b0%8f%e4%bc%97%e6%9e%b6%e6%9e%84%e8%b5%a2%e9%ba%bb%e4%ba%86%ef%bc%81%e9%80%9a%e8%bf%87%e7%bc%96%e8%be%91%e5%8a%9f%e8%83%bd%e8%ae%a9100b%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e9%a3%99%e5%87%ba892-tok","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/02\/13\/%e5%b0%8f%e4%bc%97%e6%9e%b6%e6%9e%84%e8%b5%a2%e9%ba%bb%e4%ba%86%ef%bc%81%e9%80%9a%e8%bf%87%e7%bc%96%e8%be%91%e5%8a%9f%e8%83%bd%e8%ae%a9100b%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e9%a3%99%e5%87%ba892-tok\/","title":{"rendered":"\u5c0f\u4f17\u67b6\u6784\u8d62\u9ebb\u4e86\uff01\u901a\u8fc7\u7f16\u8f91\u529f\u80fd\u8ba9100B\u6269\u6563\u6a21\u578b\u98d9\u51fa892 tokens\/\u79d2\u7684\u901f\u5ea6\uff01"},"content":{"rendered":"
\"\u5c0f\u4f17\u67b6\u6784\u8d62\u9ebb\u4e86\uff01\u901a\u8fc7\u7f16\u8f91\u529f\u80fd\u8ba9100B\u6269\u6563\u6a21\u578b\u98d9\u51fa892<\/div><\/figure>\n
\"\u5c0f\u4f17\u67b6\u6784\u8d62\u9ebb\u4e86\uff01\u901a\u8fc7\u7f16\u8f91\u529f\u80fd\u8ba9100B\u6269\u6563\u6a21\u578b\u98d9\u51fa892<\/div><\/figure>\n
\"\u5c0f\u4f17\u67b6\u6784\u8d62\u9ebb\u4e86\uff01\u901a\u8fc7\u7f16\u8f91\u529f\u80fd\u8ba9100B\u6269\u6563\u6a21\u578b\u98d9\u51fa892<\/div><\/figure>\n
\"\u5c0f\u4f17\u67b6\u6784\u8d62\u9ebb\u4e86\uff01\u901a\u8fc7\u7f16\u8f91\u529f\u80fd\u8ba9100B\u6269\u6563\u6a21\u578b\u98d9\u51fa892<\/div><\/figure>\n

\u91d1\u78ca \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u8c01\u80fd\u60f3\u5230\u554a\uff0c\u5728\u81ea\u56de\u5f52\u6a21\u578b\uff08Autoregressive\uff0cAR\uff09\u5f53\u9053\u7684\u73b0\u5728\uff0c\u4e00\u4e2a\u975e\u4e3b\u6d41\u67b6\u6784\u7684\u6a21\u578b\u7a81\u7136\u6740\u4e86\u56de\u9a6c\u67aa\u2014\u2014<\/p>\n

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\u4f60\u6ca1\u770b\u9519\uff0c\u5f53\u4e3b\u6d41\u5927\u6a21\u578b\u8fd8\u5728\u4ee5\u51e0\u5341token\u7684\u901f\u5ea6\u9010\u5b57\u8e66\u8bcd\u65f6\uff0c\u8fd9\u4e2a\u975e\u4e3b\u6d41\u6a21\u578b\u5df2\u7ecf\u5728100B\u53c2\u6570\u89c4\u6a21\u4e0a\uff0c\u8dd1\u51fa\u4e86\u5982\u6b64\u7684\u901f\u5ea6\u3002<\/p>\n

\u4e09\u4e2a\u6708\u524d\uff0c\u5728LLaDA2.0\u65f6\u4ee3\uff0c\u8fd9\u66f4\u591a\u662f\u4e00\u4e2a\u5145\u6ee1\u6311\u6218\u7684\u7814\u7a76\u6027\u6a21\u578b\u3002<\/p>\n

\u800c\u8fd9\u4e00\u6b21\uff0cLLaDA2.1\u7684\u8bde\u751f\uff0c\u6807\u5fd7\u7740\u8fd9\u4e2a\u8def\u7ebf\u7684\u5386\u53f2\u6027\u8f6c\u6298\u3002\u5b83\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u201c\u5b66\u672f\u7814\u7a76\u201d\uff0c\u800c\u662f\u771f\u6b63\u53ef\u7528\u3001\u751a\u81f3\u5728\u6548\u7387\u4e0a\u66f4\u4e3a\u4f18\u8d8a\u7684\u5f3a\u5927\u5de5\u5177\u3002<\/p>\n

\u90a3\u4e48\u5728\u6574\u4e2a\u884c\u4e1a\u90fd\u5728\u5377\u66f4\u5927\u7684\u81ea\u56de\u5f52\u6a21\u578b\u65f6\uff0c\u8682\u8681\u5230\u5e95\u662f\u600e\u4e48\u4f4e\u8c03\u4fee\u4e86\u53e6\u4e00\u6761\u201c\u80fd\u8dd1\u901a\u7684\u9ad8\u901f\u516c\u8def\u201d\u7684\uff1f<\/p>\n

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\u56e0\u4e3a\u5b83\u4eec\u51e0\u4e4e\u5168\u90e8\u91c7\u7528\u81ea\u56de\u5f52\u67b6\u6784\uff0c\u8fd9\u79cd\u6a21\u5f0f\u5982\u540c\u4e00\u4e2a\u4e0d\u80fd\u6253\u8349\u7a3f\u7684\u8003\u751f\uff0c\u5fc5\u987b\u4ece\u5de6\u5230\u53f3\u3001\u4e00\u5b57\u4e00\u53e5\u5730\u751f\u6210\u6587\u672c\uff0c\u5199\u5b8c\u5373\u5b9a\u7a3f\uff0c\u65e0\u6cd5\u56de\u5934\u4fee\u6539\u3002<\/p>\n

\u800c\u6269\u6563\u6a21\u578b\u7684\u7406\u8bba\u4f18\u52bf\u5728\u4e8e\u5e76\u884c\uff0c\u53ef\u4ee5\u540c\u65f6\u5904\u7406\u6240\u6709\u6587\u672c\u4f4d\u7f6e\uff0c\u7406\u8bba\u4e0a\u80fd\u4e00\u6b21\u6210\u7bc7\uff0c\u62e5\u6709\u5de8\u5927\u7684\u901f\u5ea6\u6f5c\u529b\u3002<\/p>\n

\u4f46\u6269\u6563\u8bed\u8a00\u6a21\u578b\u5728\u65e9\u671f\u4e00\u76f4\u6709\u4e2a\u81f4\u547d\u4f24\uff0c\u90a3\u5c31\u662f\u5bb9\u6613\u80e1\u8bf4\u516b\u9053\uff0c\u4e14\u7f3a\u4e4f\u5168\u5c40\u4e00\u81f4\u6027\u3002\u56e0\u4e3a\u5e76\u884c\u751f\u6210\u65f6\uff0c\u5404\u4e2a\u90e8\u5206\u53ef\u80fd\u662f\u5404\u73a9\u5404\u7684\uff0c\u5bfc\u81f4\u524d\u540e\u6587\u903b\u8f91\u4e0d\u901a\u3002<\/p>\n

\u4e3a\u6b64\uff0c\u8682\u8681\u7684LLaDA2.1\u5148\u4eae\u51fa\u4e86\u7b2c\u4e00\u4e2a\u6280\u672f\u6740\u624b\u950f\uff1a<\/p>\n

\u4e00\u4e2a\u6a21\u578b\u4e24\u79cd\u6a21\u5f0f\u8bbe\u8ba1\uff0c\u628a\u600e\u4e48\u7528\u6a21\u578b\u7684\u6743\u529b\u4ea4\u7ed9\u7528\u6237<\/p>\n

\u57fa\u4e8e\u53ef\u7ea0\u9519\u7f16\u8f91\u7684\u5e95\u5c42\u80fd\u529b\uff0cLLaDA2.1\u5f15\u5165\u4e86\u7075\u6d3b\u7684\u53cc\u6a21\u5f0f\u89e3\u7801\u7b56\u7565\uff0c\u5b9e\u73b0\u4e86\u5355\u4e2a\u6a21\u578b\uff0c\u540c\u65f6\u652f\u6301\u6781\u901f\u4e0e\u8d28\u91cf\u4e24\u79cd\u6a21\u5f0f\uff1a<\/p>\n

\u5728\u6b64\u4e4b\u524d\uff0cLLaDA-MoE\u548cLLaDA2.0\u9700\u8981\u4e8c\u6b21\u5f00\u53d1\u63d0\u4f9b\u989d\u5916\u7684\u52a0\u901f\u7248\u672c\uff0c\u6bd4\u5982\u57fa\u4e8e\u8def\u5f84\u84b8\u998f\u7684\u52a0\u901f\u7b49\uff1b\u8fd9\u7c7b\u52a0\u901f\u7248\u672c\u56e0\u4e3a\u975e\u8054\u5408\u8bad\u7ec3\u4f18\u5316\uff0c\u867d\u7136\u5b9e\u73b0\u4e86\u5bf9\u57fa\u7840\u7248\u672c\u7684\u4e00\u5b9a\u52a0\u901f\uff0c\u4f46\u662f\u7cbe\u5ea6\u6389\u70b9\u666e\u904d\u4e25\u91cd\uff1b\u540c\u65f6\u4e00\u4e2a\u6a21\u578b\u591a\u4e2a\u7248\u672c\uff0c\u4e5f\u589e\u52a0\u7528\u6237\u9009\u62e9\u7684\u96be\u5ea6\u4ee5\u53ca\u6a21\u578b\u7ba1\u7406\u7684\u6210\u672c\u3002<\/p>\n

\u5355\u6a21\u578b\u53cc\u6a21\u5f0f\uff0c\u907f\u514d\u4e86\u4e0a\u8ff0\u95ee\u9898\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\uff0c\u4ec5\u9700\u4e00\u6761config\u5c31\u80fd\u5b9e\u73b0\u6a21\u5f0f\u5207\u6362\u3002<\/p>\n

\u8fd9\u79cd\u8bbe\u8ba1\u6807\u5fd7\u7740LLaDA\u7cfb\u5217\u4ece\u7814\u7a76\u6a21\u578b\u5411\u5b9e\u7528\u4ea7\u54c1\u7684\u5173\u952e\u8f6c\u53d8\u3002<\/p>\n

\u6280\u672f\u62a5\u544a\u663e\u793a\uff0c\u5728HumanEval+\u7f16\u7a0b\u57fa\u51c6\u4e0a\uff0cLLaDA2.1-flash\uff08100B\uff09\u5728Speedy Mode\u4e0b\u8fbe\u5230892 TPS\u7684\u5cf0\u503c\u901f\u5ea6\uff0c\u800cQuality Mode\u5219\u5728\u591a\u9879\u63a8\u7406\u4efb\u52a1\u4e0a\u8d85\u8d8a\u4e86\u524d\u4ee3\u6a21\u578b\u3002<\/p>\n

\u53ef\u7ea0\u9519\u7f16\u8f91\uff0c\u8ba9\u6a21\u578b\u50cf\u4eba\u7c7b\u4e00\u6837\u201c\u5199\u4f5c+\u4fee\u6539\u201d<\/p>\n

\u4e3a\u4e86\u66f4\u597d\u7684\u7406\u89e3\u53cc\u6a21\u5f0f\u80cc\u540e\u7684\u673a\u5236\uff0c\u6211\u4eec\u53ef\u4ee5\u56de\u5fc6\u4e00\u4e0b\u81ea\u5df1\u5199\u4f5c\u7684\u6d41\u7a0b\u3002<\/p>\n

\u81ea\u56de\u5f52\u6a21\u578b\u50cf\u662f\u4e00\u4e2a\u4e0d\u5141\u8bb8\u5e26\u8349\u7a3f\u7eb8\u3001\u4e0d\u5141\u8bb8\u5e26\u63d0\u7eb2\u7684\u4f5c\u8005\uff0c\u5b83\u4e0b\u7b14\u65e0\u6094\uff0c\u4e0d\u5141\u8bb8\u4fee\u6539\u81ea\u5df1\u5199\u597d\u7684\u5185\u5bb9\u3002<\/p>\n

\u4f46\u73b0\u5b9e\u4e2d\uff0c\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\u6211\u4eec\u53ef\u80fd\u662f\u5148\u6709\u4e86\u60f3\u6cd5\u53bb\u5199\u8349\u7a3f\uff0c\u54ea\u6015\u6709\u9519\u522b\u5b57\uff0c\u5148\u52a8\u7b14\u5199\u7740\uff1b\u5199\u5b8c\u4e4b\u540e\uff0c\u6211\u4eec\u518d\u56de\u5934\u7ec6\u8bfb\u4e00\u904d\uff0c\u628a\u4e0d\u901a\u987a\u7684\u3001\u6709\u9519\u522b\u5b57\u7684\u5730\u65b9\u6539\u6389\u3002<\/p>\n

LLaDA2.1\u5de5\u4f5c\u539f\u7406\u6b63\u662f\u5982\u6b64\uff0c\u5f15\u5165\u7684\u673a\u5236\u53eb\u505a\u53ef\u7ea0\u9519\u7f16\u8f91\uff08Error-Correcting Editable\uff0cECE\uff09\u3002<\/p>\n

\u5b83\u7684\u63a8\u7406\u8fc7\u7a0b\u88ab\u5206\u4e3a\u4e86\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n

\u6280\u672f\u62a5\u544a\u4e2d\u7684\u4e00\u4e2a\u4f8b\u5b50\u751f\u52a8\u8bf4\u660e\u4e86\u5176\u4ef7\u503c\u3002<\/p>\n

\u5f53\u6a21\u578b\u5c1d\u8bd5\u8865\u5168\u8d6b\u62c9\u514b\u5229\u7279\u540d\u8a00\u201cNo man ever steps in the same river twice\u201d\u65f6\uff0c\u4f20\u7edf\u6269\u6563\u6a21\u578b\u5728\u65e9\u671f\u6b65\u9aa4\u9519\u8bef\u751f\u6210\u4e86\u201cwalks\u201d\uff0c\u7531\u4e8e\u72b6\u6001\u51bb\u7ed3\uff0c\u6700\u7ec8\u8f93\u51fa\u9519\u8bef\u7684\u201cwalks in the same river twice\u201d\u3002<\/p>\n

\u800cLLaDA2.1\u5728\u540e\u7eed\u6b65\u9aa4\u4e2d\u68c0\u6d4b\u5230\u201csteps\u201d\u7684\u7f6e\u4fe1\u5ea6\u66f4\u9ad8\uff0c\u679c\u65ad\u5c06\u201cwalks\u201d\u66ff\u6362\u4e3a\u201csteps\u201d\uff0c\u6210\u529f\u6062\u590d\u6b63\u786e\u5f15\u6587\u3002<\/p>\n

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\u5b83\u5728\u6beb\u79d2\u7ea7\u7684\u95ea\u7535\u91c7\u6837\u4e2d\u5b8c\u6210\u4e86\u201c\u8349\u7a3f\u201d\u5230\u201c\u6b63\u5377\u201d\u7684\u534e\u4e3d\u8f6c\u8eab\uff0c\u4e0d\u518d\u88ab\u56f0\u5728\u5e8f\u5217\u7684\u8d77\u70b9\uff0c\u800c\u662f\u76f4\u63a5\u7ad9\u5728\u5168\u5c40\u7684\u9ad8\u5ea6\uff0c\u53bb\u7f16\u8f91\u3001\u53bb\u91cd\u5851\u3001\u53bb\u5b9a\u4e49AGI\u65f6\u4ee3\u7684\u63a8\u7406\u65b0\u8303\u5f0f\u3002<\/p>\n

\u8fd9\u662f\u7b2c\u4e00\u6b21\u5728\u6269\u6563\u67b6\u6784\u4e0a\u5b9e\u73b0\u4e86\u901f\u5ea6\u4e0e\u8d28\u91cf\u7684\u89e3\u8026\u3002<\/p>\n

\u9996\u6b21\u5728100B\u6269\u6563\u8bed\u8a00\u6a21\u578b\u4e0a\u8dd1\u901a\u5f3a\u5316\u5b66\u4e60<\/p>\n

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\u4f46\u6b64\u524d\uff0c\u5728\u6269\u6563\u6a21\u578b\u4e0a\u5e94\u7528RL\u66fe\u88ab\u89c6\u4e3a\u4e0d\u53ef\u80fd\u7684\u4efb\u52a1\u3002<\/p>\n

\u539f\u56e0\u5728\u4e8e\uff0c\u81ea\u56de\u5f52\u6a21\u578b\u7684\u5e8f\u5217\u4f3c\u7136\u53ef\u76f4\u63a5\u5206\u89e3\u4e3atoken\u7ea7\u6982\u7387\u4e58\u79ef\uff0c\u800c\u6269\u6563\u6a21\u578b\u57fa\u4e8e\u5757\u72b6\u91c7\u6837\uff08block-diffusion\uff09\uff0c\u5e8f\u5217\u7ea7\u4f3c\u7136\u96be\u4ee5\u76f4\u63a5\u8ba1\u7b97\uff0c\u5bfc\u81f4\u4f20\u7edf\u7b56\u7565\u68af\u5ea6\u65b9\u6cd5\u5931\u6548\u3002<\/p>\n

LLaDA2.1\u56e2\u961f\u4e3a\u6b64\u5b9a\u5236\u4e86EBPO\uff08ELBO-based Block-level Policy Optimization\uff09\u7b97\u6cd5\uff1a<\/p>\n

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\u7ed3\u679c\u663e\u800c\u6613\u89c1\uff1aLLaDA2.1\u5728IFEval\uff08\u6307\u4ee4\u9075\u5faa\u8bc4\u4f30\uff09\u3001BFCL\uff08\u51fd\u6570\u8c03\u7528\uff09\u7b49\u5bf9\u9f50\u7c7b\u4efb\u52a1\u4e0a\u663e\u8457\u63d0\u5347\uff0c\u8bc1\u660e\u6269\u6563\u6a21\u578b\u4e0d\u4ec5\u80fd\u5feb\uff0c\u66f4\u80fd\u61c2\u4f60\u3002<\/p>\n

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\u9664\u6b64\u4e4b\u5916\uff0c\u56e2\u961f\u8fd8\u5f00\u6e90\u4e8616B\u7684Mini\u7248\u672c\uff0c\u5176\u5728\u90e8\u5206\u4efb\u52a1\u4e0a\u7684\u5cf0\u503c\u901f\u5ea6\u751a\u81f3\u8d85\u8fc71500 tokens\/\u79d2\uff0c\u4e3a\u66f4\u8f7b\u91cf\u5316\u7684\u90e8\u7f72\u63d0\u4f9b\u4e86\u53ef\u80fd\u3002<\/p>\n

\u6700\u540e\uff0cLLaDA2.1\u80cc\u540e\u7684\u54f2\u5b66\u4e5f\u662f\u503c\u5f97\u8bf4\u9053\u8bf4\u9053\u3002<\/p>\n

\u5b83\u8bc1\u660e\u4e86\u4e00\u4ef6\u4e8b\uff1a<\/p>\n

\u5728\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u6709\u6562\u628a\u975e\u5171\u8bc6\u8d70\u5230\u5e95\u7684\u8010\u5fc3\uff0c\u4ea6\u53ef\u53d6\u5f97\u80dc\u5229\u3002<\/p>\n

\u6280\u672f\u62a5\u544a\uff1ahttps:\/\/huggingface.co\/papers\/2602.08676<\/p>\n

GitHub\u5730\u5740\uff1ahttps:\/\/github.com\/inclusionAI\/LLaDA2.X<\/p>\n

\u9879\u76ee\u6743\u91cd\uff1ahttps:\/\/huggingface.co\/collections\/inclusionAI\/llada21https:\/\/modelscope.cn\/collections\/inclusionAI\/LLaDA21<\/p>\n

\n

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

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\u91d1\u78ca \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u8c01\u80fd\u60f3\u5230\u554a\uff0c\u5728\u81ea\u56de\u5f52\u6a21\u578b\uff08Autoregressive\uff0cAR\uff09\u5f53\u9053\u7684\u73b0\u5728\uff0c\u4e00\u4e2a\u975e\u4e3b\u6d41\u67b6\u6784\u7684\u6a21\u578b\u7a81\u7136\u6740\u4e86\u56de\u9a6c\u67aa\u2014\u2014<\/p>\n

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\u4e09\u4e2a\u6708\u524d\uff0c\u5728LLaDA2.0\u65f6\u4ee3\uff0c\u8fd9\u66f4\u591a\u662f\u4e00<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[414,430,94,431],"class_list":["post-1903","post","type-post","status-publish","format-standard","hentry","category-xwzx","tag-414","tag-430","tag-94","tag-431"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/1903","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=1903"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/1903\/revisions"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=1903"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=1903"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=1903"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}