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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.

Date de sortie
2026-04-07
Paramètres
754.0B
Longueur du contexte
203K
Modalités
text

Radar de capacités

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

Science utilise un proxy de raisonnement lorsque les benchmarks scientifiques dédiés ne sont pas disponibles.

Classements

Domaine#RangScoreSource
Agents & Tools21
67.0
LS
Code Ranking40
75.0
AA
General Ranking9
90.0
AA
Science33
76.0
AA

Scores de benchmarks (LLM Stats)

Agents

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

Biology

GPQA86.2%Aut.

Math

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

Indices d'évaluation AA

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

Scores par catégorie LLM Stats

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

Tarification

Prix d'entrée$1.4 / 1M tokens
Prix de sortie$4.4 / 1M tokens
Prix mixte (3:1)$2.15 / 1M tokens

Vitesse

Tokens/sec53.8 tokens/s
Délai du premier token1.04s
Temps de réponse71.55s

Fournisseurs disponibles

(Unités internes LS)
FournisseurPrix d'entréePrix de sortie
ZAI1.4M4.4M

Sources externes