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GLM-5.1 (Reasoning)

Z AIGLMOpen WeightMIT · Commercial OK

Description

GLM-5.1 is Z.AI's next-generation flagship foundation model designed for long-horizon agentic engineering tasks. Built on a 754B MoE architecture (40B active parameters), it can work continuously and autonomously on a single task for up to 8 hours, completing the full loop from planning and execution to iterative optimization and delivery. GLM-5.1 achieves state-of-the-art on SWE-Bench Pro (58.4) and demonstrates strong performance across coding, reasoning, and agentic benchmarks. It supports 200K context length, 128K max output tokens, thinking mode, function calling, structured output, context caching, and MCP integration. Overall performance is aligned with Claude Opus 4.6 with particular strengths in sustained execution and complex engineering optimization.

Release Date
2026-04-07
Parameters
754.0B
Context Length
203K
Modalities
text

Capability Radar

46
general
43
coding
87
reasoning
60
scienceest.
60
agents
0
multimodal

Science uses a reasoning proxy when dedicated science benchmarks are unavailable.

Rankings

Domain#RankScoreSource
Agents & Tools21
67.0
LS
Code Ranking40
75.0
AA
General Ranking9
90.0
AA
Science33
76.0
AA

Benchmark Scores (LLM Stats)

Agents

Vending-Bench 2563441.0%SR
BrowseComp79.3%SR
MCP Atlas71.8%SR
TAU3-Bench70.6%SR
Terminal-Bench 2.069.0%SR
CyberGym68.7%SR
SWE-Bench Pro58.4%SR
NL2Repo42.7%SR
Toolathlon40.7%SR

Biology

GPQA86.2%SR

Math

AIME 202695.3%SR
HMMT 202594.0%SR
IMO-AnswerBench83.8%SR
HMMT Feb 2682.6%SR
Humanity's Last Exam52.3%SR

AA Evaluation Indices

Intelligence Index
51.4
Coding Index
43.4
Tau2
1.0
Gpqa
0.9
Ifbench
0.8
Lcr
0.6
Scicode
0.4
Terminalbench Hard
0.4
Hle
0.3

LLM Stats Category Scores

Agents
100
Reasoning
100
Biology
90
Chemistry
90
General
90
Physics
90
Math
80
Search
80
Code
70
Safety
70
Tool Calling
60
Vision
50
Coding
40

Pricing

Input Price$1.4 / 1M tokens
Output Price$4.4 / 1M tokens
Blended Price (3:1)$2.15 / 1M tokens

Speed

Tokens/sec53.8 tokens/s
Time to First Token1.04s
Time to Answer71.55s

Available Providers

(LS internal units)
ProviderInput PriceOutput Price
ZAI1.4M4.4M

External Sources