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\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247\uff0c\u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"\/<\/div><\/figure>\n
\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247\uff0c\u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"\/<\/div><\/figure>\n

GLM-5\u662f\u600e\u4e48\u70bc\u6210\u7684\uff1f<\/p>\n

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\u8bba\u6587\u7684\u540d\u5b57\u4e5f\u5f88\u76f4\u63a5\uff1a\u544a\u522bVibe Coding\uff0c\u8fc8\u5165\u667a\u80fd\u4f53\u5de5\u7a0b\uff08Agentic Engineering\uff09\u3002<\/p>\n

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\u25b3GLM-5 \u7684\u6574\u4f53\u8bad\u7ec3\u6d41\u7a0b<\/p>\n

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\u8fd9\u4e2a\u770b\u4f3c\u5fae\u5c0f\u7684\u9009\u62e9\u5b9e\u9645\u4e0a\u5f71\u54cd\u5de8\u5927\uff1a\u91cd\u65b0tokenization\u53ef\u80fd\u5728token\u8fb9\u754c\u3001\u7a7a\u767d\u5904\u7406\u3001\u622a\u65ad\u6216\u7279\u6b8atoken\u653e\u7f6e\u4e0a\u5f15\u5165\u7ec6\u5fae\u4e0d\u5339\u914d\uff0c\u4ece\u800c\u5f71\u54cd\u5bf9\u5355\u4e2atoken\u91c7\u6837\u6982\u7387\u7684\u4f30\u8ba1\u3002GLM-5\u5b9e\u73b0\u4e86\u4e00\u4e2aTITO\u7f51\u5173\uff0c\u62e6\u622arollout\u4efb\u52a1\u7684\u6240\u6709\u751f\u6210\u8bf7\u6c42\u5e76\u8bb0\u5f55\u6bcf\u4e2a\u8f68\u8ff9\u7684tokenID\u548c\u5143\u6570\u636e\uff0c\u5c06\u7e41\u7410\u7684tokenID\u5904\u7406\u4ece\u4e0b\u6e38Agent rollout\u903b\u8f91\u4e2d\u9694\u79bb\u51fa\u6765\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u76f4\u63a5\u53cc\u4fa7\u91cd\u8981\u6027\u91c7\u6837\u89e3\u51b3\u79bb\u7b56\u7565\u504f\u5dee\u3002<\/p>\n

\u5728\u5f02\u6b65\u8bbe\u7f6e\u4e2d\uff0crollout\u5f15\u64ce\u53ef\u80fd\u5728\u5355\u4e2a\u8f68\u8ff9\u751f\u6210\u8fc7\u7a0b\u4e2d\u7ecf\u5386\u591a\u6b21\u66f4\u65b0\uff0c\u8fd9\u4f7f\u5f97\u8ffd\u8e2a\u5386\u53f2\u8bad\u7ec3\u4fa7\u6a21\u578b\u7684\u7cbe\u786e\u884c\u4e3a\u6982\u7387\u5728\u8ba1\u7b97\u4e0a\u4e0d\u53ef\u884c\u2014\u2014\u7ef4\u62a4\u591a\u4e2a\u5386\u53f2\u6a21\u578b\u6743\u91cd\u663e\u7136\u4e0d\u73b0\u5b9e\u3002<\/p>\n

\u7814\u7a76\u56e2\u961f\u91c7\u7528\u7b80\u5316\u65b9\u6848\uff1a\u5c06rollout\u671f\u95f4\u751f\u6210\u7684\u5bf9\u6570\u6982\u7387\u4f5c\u4e3a\u76f4\u63a5\u884c\u4e3a\u4ee3\u7406\uff0c\u901a\u8fc7\u8ba1\u7b97\u91cd\u8981\u6027\u91c7\u6837\u6bd4rt(\u03b8) = \u03c0\u03b8\/\u03c0rollout\uff0c\u4e22\u5f03\u4f20\u7edf\u7684\u03c0\u03b8_old\uff0c\u6d88\u9664\u5355\u72ec\u65e7\u7b56\u7565\u63a8\u7406\u7684\u8ba1\u7b97\u5f00\u9500\u3002\u540c\u65f6\u91c7\u7528\u53cc\u4fa7\u6821\u51c6token\u7ea7\u63a9\u7801\u7b56\u7565\uff0c\u5c06\u4fe1\u4efb\u57df\u9650\u5236\u5728[1-\u03b5_l, 1+\u03b5_h]\uff0c\u5bf9\u843d\u5728\u6b64\u533a\u95f4\u4e4b\u5916\u7684token\u5b8c\u5168\u5c4f\u853d\u68af\u5ea6\u8ba1\u7b97\u3002<\/p>\n

\u7b2c\u4e09\uff0cDP\u611f\u77e5\u8def\u7531\u52a0\u901f\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u3002<\/p>\n

\u5728\u591a\u8f6eAgent\u5de5\u4f5c\u8d1f\u8f7d\u4e2d\uff0c\u6765\u81ea\u76f8\u540crollout\u7684\u987a\u5e8f\u8bf7\u6c42\u5171\u4eab\u76f8\u540c\u524d\u7f00\u3002\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u901a\u8fc7\u4e00\u81f4\u6027\u54c8\u5e0c\u5c06\u6bcf\u4e2arollout ID\u6620\u5c04\u5230\u56fa\u5b9a\u6570\u636e\u5e76\u884c\uff08DP\uff09rank\uff0c\u5e76\u7ed3\u5408\u54c8\u5e0c\u7a7a\u95f4\u4e0a\u7684\u8f7b\u91cf\u7ea7\u52a8\u6001\u8d1f\u8f7d\u91cd\u65b0\u5e73\u8861\u3002\u8fd9\u907f\u514d\u4e86\u5197\u4f59\u7684\u9884\u586b\u5145\u8ba1\u7b97\uff0c\u65e0\u9700\u8de8DP rank\u7684KV\u540c\u6b65\uff0c\u968f\u7740rollout\u957f\u5ea6\u589e\u52a0\uff0c\u9884\u586b\u5145\u6210\u672c\u4ecd\u4e0e\u589e\u91cftoken\u6210\u6b63\u6bd4\u3002<\/p>\n

\u8fd9\u5957\u5f02\u6b65RL\u57fa\u7840\u8bbe\u65bd\u652f\u6491\u4e86GLM-5\u5728\u591a\u9886\u57df\u7684\u6df7\u5408RL\u8bad\u7ec3\uff1a\u6570\u5b66\u3001\u79d1\u5b66\u3001\u4ee3\u7801\u548c\u5de5\u5177\u96c6\u6210\u63a8\u7406\uff08TIR\uff09\u3002\u6570\u636e\u6765\u6e90\u5305\u62ec\u5f00\u6e90\u6570\u636e\u96c6\u3001\u4e0e\u5916\u90e8\u6807\u6ce8\u4f9b\u5e94\u5546\u5171\u540c\u6784\u5efa\u7684STEM\u95ee\u9898\u3001Codeforces\u53caTACO\u7b49\u4ee3\u8868\u6027\u6570\u636e\u96c6\u3002\u8bad\u7ec3\u4e2d\u4e3a\u5404\u9886\u57df\u5206\u914d\u4e13\u5c5e\u88c1\u5224\u6a21\u578b\u6216\u8bc4\u4f30\u7cfb\u7edf\u751f\u6210\u4e8c\u5143\u7ed3\u679c\u5956\u52b1\uff0c\u56db\u4e2a\u9886\u57df\u7684\u6574\u4f53\u6df7\u5408\u5927\u81f4\u4fdd\u6301\u5e73\u8861\u3002<\/p>\n

\u4f20\u7edfSFT\u6570\u636e\u5f80\u5f80\u4f9d\u8d56\u6807\u51c6\u7b54\u6848\uff0c\u4f46\u771f\u5b9e\u4e16\u754c\u662f\u590d\u6742\u591a\u53d8\u7684\u3002<\/p>\n

\u4e3a\u4e86\u8ba9\u6a21\u578b\u5177\u5907\u771f\u6b63\u7684\u5de5\u7a0b\u80fd\u529b\uff0cGLM-5\u7684\u7b2c\u4e09\u677f\u65a7\uff0c\u5c31\u662f\u6784\u5efa\u5927\u91cf\u53ef\u9a8c\u8bc1\u7684\u771f\u5b9e\u4e16\u754c\u73af\u5883\u6570\u636e\u3002<\/p>\n

\u6574\u4e2aSFT\u8bed\u6599\u5e93\u6db5\u76d6\u4e09\u5927\u7c7b\u522b\uff1a\u901a\u7528\u5bf9\u8bdd\u3001\u63a8\u7406\u3001\u7f16\u7a0b\u4e0eAgent\u3002<\/p>\n

\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cGLM-5\u5728SFT\u9636\u6bb5\u5c06\u6700\u5927\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u81f3202752\u4e2atoken\uff0c\u5e76\u652f\u6301\u4e09\u79cd\u4e0d\u540c\u7684\u601d\u8003\u7279\u5f81\uff1a<\/p>\n

\u4e3a\u4e86\u652f\u6301Agent RL\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u6784\u5efa\u4e86\u5927\u89c4\u6a21\u7684\u3001\u53ef\u9a8c\u8bc1\u7684\u53ef\u6267\u884c\u73af\u5883\uff1a<\/p>\n

\u6280\u672f\u7684\u8fdb\u6b65\u6700\u7ec8\u9700\u8981\u7ecf\u53d7\u8bc4\u6d4b\u7684\u68c0\u9a8c\u3002<\/p>\n

GLM-5\u7684\u8bba\u6587\u4e0d\u4ec5\u5c55\u793a\u4e86\u5176\u5728\u4f20\u7edf\u699c\u5355\u4e0a\u7684\u6210\u7ee9\uff0c\u66f4\u63ed\u793a\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a\u5927\u6a21\u578b\u7684\u6d4b\u8bd5\u6b63\u5728\u53d8\u5f97\u66f4\u96be\u3001\u66f4\u8d34\u8fd1\u771f\u5b9e\u3002<\/p>\n

\u5728Humanity\u2019s Last Exam\uff08HLE\uff09\u3001SWE-bench Verified\u3001BrowseComp\u7b49\u5173\u952e\u699c\u5355\u4e0a\uff0c\u6570\u636e\u663e\u793a\uff0cGLM-5\u5728SWE-bench Verified\u4e0a\u5f97\u520677.8%\uff0c\u5728\u5f00\u6e90\u6a21\u578b\u4e2d\u8fbe\u5230SOTA\uff0c\u4f18\u4e8eGemini 3 Pro\uff0c\u5e76\u4e0eClaude Opus 4.5\u76f8\u5f53\u3002<\/p>\n

\u5728HLE\uff08\u542b\u5de5\u5177\uff09\u6d4b\u8bd5\u4e2d\uff0cGLM-5\u5f97\u520650.4\uff0c\u4f18\u4e8eClaude Opus 4.5\u548cGemini 3 Pro\u3002<\/p>\n

\u5728Artificial Analysis Intelligence Index v4.0\u4e2d\uff0cGLM-5\u5f97\u523050\u5206\uff0c\u6210\u4e3a\u65b0\u7684\u5f00\u6e90SOTA\u6a21\u578b\uff0c\u8fd9\u662f\u5f00\u653e\u6743\u91cd\u6a21\u578b\u9996\u6b21\u5728\u8be5\u6307\u6570\u4e2d\u8fbe\u523050\u5206\u3002<\/p>\n

\u7136\u800c\uff0c\u667a\u8c31\u56e2\u961f\u8ba4\u4e3a\uff0c\u4f20\u7edf\u7684SWE-bench\u5df2\u7ecf\u4e0d\u591f\u770b\u4e86\u3002<\/p>\n

\u56e0\u4e3a\u5b83\u662f\u4e00\u4e2a\u9759\u6001\u3001\u516c\u5f00\u4e14\u53d1\u5e03\u8d85\u8fc72\u5e74\u7684\u6d4b\u8bd5\u96c6\uff0c\u6a21\u578b\u53ef\u80fd\u5b58\u5728\u8bb0\u5fc6\u6548\u5e94\u3002<\/p>\n

\u4e3a\u6b64\uff0cGLM-5\u56e2\u961f\u63a8\u51fa\u4e86CC-Bench-V2\uff0c\u4e00\u4e2a\u5b8c\u5168\u81ea\u52a8\u5316\u7684\u3001\u6a21\u62df\u771f\u5b9e\u8f6f\u4ef6\u5f00\u53d1\u7684\u8bc4\u6d4b\u96c6\uff0c\u6db5\u76d6\u524d\u7aef\u3001\u540e\u7aef\u548c\u957f\u7a0b\u4efb\u52a1\u3002<\/p>\n

\u5728\u524d\u7aef\u8bc4\u4f30\u4e2d\uff0c\u56e2\u961f\u5f15\u5165\u4e86Agent-as-a-Judge\u6280\u672f\uff0c\u901a\u8fc7GUI Agent\u6a21\u62df\u7528\u6237\u4ea4\u4e92\uff0c\u9a8c\u8bc1\u751f\u6210\u9879\u76ee\u7684\u529f\u80fd\u6b63\u786e\u6027\u3002<\/p>\n

\u7ed3\u679c\u663e\u793a\uff0cGLM-5\u7684\u6784\u5efa\u6210\u529f\u7387\uff08BSR\uff09\u8fbe\u523098.0%\uff0c\u5728\u68c0\u67e5\u9879\u6210\u529f\u7387\uff08CSR\uff09\u4e0a\u4e0eClaude Opus 4.5\u5177\u5907\u7ade\u4e89\u529b\u3002<\/p>\n

\u5728\u540e\u7aef\u8bc4\u4f30\u4e2d\uff0cGLM-5\u5728\u771f\u5b9e\u5f00\u6e90\u9879\u76ee\u4e0a\u7684Pass@1\u8fbe\u523025.8%\uff0c\u4e0eClaude Opus 4.5\u76f8\u5f53\uff0c\u663e\u8457\u9886\u5148\u4e8eGLM-4.7\u3002<\/p>\n

\u66f4\u503c\u5f97\u4e00\u63d0\u7684\u662f\u957f\u7a0b\u4efb\u52a1\u8bc4\u4f30\u3002CC-Bench-V2\u901a\u8fc7\u6316\u6398\u5df2\u5408\u5e76\u7684Pull Request\u6784\u5efa\u591a\u6b65\u94fe\u5f0f\u4efb\u52a1\uff0c\u8bc4\u4f30\u6a21\u578b\u5728\u589e\u91cf\u5f00\u53d1\u4e2d\u7684\u4e0a\u4e0b\u6587\u8ddf\u8e2a\u4e0e\u89c4\u5212\u80fd\u529b\u3002<\/p>\n

\u867d\u7136GLM-5\u5728\u6b64\u9879\u4e0a\u8f83GLM-4.7\u6709\u663e\u8457\u63d0\u5347\uff0c\u4f46\u4e0eClaude Opus 4.5\u4ecd\u6709\u5dee\u8ddd\u3002\u56e2\u961f\u5766\u8a00\uff0c\u8fd9\u662f\u56e0\u4e3a\u94fe\u5f0f\u4efb\u52a1\u4e2d\u9519\u8bef\u4f1a\u7d2f\u79ef\u653e\u5927\uff0c\u7f29\u5c0f\u8fd9\u4e00\u5dee\u8ddd\u9700\u8981\u5728\u957f\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u548c\u957f\u7a0b\u81ea\u7ea0\u9519\u65b9\u9762\u7ee7\u7eed\u7a81\u7834\u3002<\/p>\n

\u8fd9\u4e00\u7cfb\u5217\u8bc4\u6d4b\u7ed3\u679c\u91ca\u653e\u4e86\u4e24\u4e2a\u660e\u786e\u4fe1\u53f7\uff1a<\/p>\n

\u5728\u8bba\u6587\u7684\u6700\u540e\uff0c\u56e2\u961f\u900f\u9732\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u5f69\u86cb\u2014\u2014Pony Alpha\u5b9e\u9a8c\u3002<\/p>\n

\u5728\u8bba\u6587\u516c\u5f00\u524d\uff0cGLM-5\u66fe\u4ee5Pony Alpha\u4e3a\u4ee3\u53f7\uff0c\u533f\u540d\u53d1\u5e03\u5728OpenRouter\u5e73\u53f0\u4e0a\u3002\u9690\u53bb\u54c1\u724c\u4fe1\u606f\u540e\uff0c\u6a21\u578b\u51ed\u501f\u5353\u8d8a\u7684\u6027\u80fd\u5728\u793e\u533a\u5f15\u53d1\u8f70\u52a8\u3002<\/p>\n

\u521d\u6b65\u7edf\u8ba1\u663e\u793a\uff0c25%\u7684\u7528\u6237\u63a8\u6d4b\u5b83\u662fClaude Sonnet 5\uff0c20%\u8ba4\u4e3a\u662fGrok\u7684\u65b0\u7248\u672c\uff0c\u4ec5\u6709\u90e8\u5206\u7528\u6237\u731c\u4e2d\u4e86GLM-5\u3002<\/p>\n

\u8fd9\u6b21\u533f\u540d\u6d4b\u8bd5\u6253\u7834\u4e86\u5148\u5165\u4e3a\u4e3b\u7684\u5730\u7f18\u504f\u89c1\uff0c\u8ba9\u793e\u533a\u7684\u8ba4\u53ef\u56de\u5f52\u5230\u4e86\u201c\u597d\u7528\u4e0e\u5426\u201d\u8fd9\u4e00\u6700\u7eaf\u7cb9\u7684\u6280\u672f\u672c\u8d28\u3002<\/p>\n

\u6700\u7ec8\u786e\u8ba4Pony Alpha\u771f\u8eab\u5373\u662fGLM-5\uff0c\u8fd9\u5bf9\u56e2\u961f\u662f\u4e00\u6b21\u5de8\u5927\u7684\u9f13\u821e\uff0c\u4e5f\u6709\u529b\u56de\u51fb\u4e86\u957f\u671f\u4ee5\u6765\u5916\u754c\u5bf9\u4e2d\u56fd\u672c\u571f\u6a21\u578b\u6280\u672f\u6c34\u51c6\u7684\u8d28\u7591\u3002<\/p>\n

\u4e0d\u4ec5\u5982\u6b64\uff0c\u8fd9\u6b21GLM-5\u8bba\u6587\u516c\u5e03\u4e4b\u540e\uff0c\u5728\u6d77\u5916\u5df2\u7ecf\u6709\u4e0d\u5c11\u4eba\u5f53\u6559\u7a0b\u6765\u5b66\u4e60\u4e86\u3002<\/p>\n

\u82e5\u662f\u4f60\u4e5f\u5bf9\u6b64\u611f\u5174\u8da3\uff0c\u8bba\u6587\u653e\u4e0b\u9762\u4e86\uff0c\u4e00\u8d77\u5b66\u4e60\u4e00\u4e0b\u5427~<\/p>\n

GLM-5\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2602.15763<\/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":"

GLM-5\u662f\u600e\u4e48\u70bc\u6210\u7684\uff1f<\/p>\n

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\u8bba\u6587\u7684\u540d\u5b57\u4e5f\u5f88\u76f4\u63a5\uff1a\u544a\u522bVibe Coding\uff0c\u8fc8\u5165\u667a\u80fd\u4f53\u5de5\u7a0b\uff08Agentic Engineering\uff09\u3002<\/p>\n

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