Model comparison

GLM-5.2 vs Ministral 3B

GLM-5.2 is the stronger model overall, scoring 51.1 to 26.2 on the Noometry Index. Ministral 3B costs 21× less per token, which makes it the better buy when GLM-5.2's lead doesn't matter for your workload.

Last verified . 4 shared benchmarks.

GLM-5.2 Z.ai (Zhipu)

51.1

Rank #44 Confirmed

Ministral 3B Mistral AI

26.2

Rank #338 Confirmed

Summary

  • They share 4 benchmarks with published results for both. GLM-5.2 scores higher in 3 categories and Ministral 3B in 0 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where GLM-5.2 leads 57.1 to 10.4.
  • The biggest single-benchmark swing is GPQA Diamond: 91.9% for GLM-5.2 and 25.3% for Ministral 3B.
  • Ministral 3B is cheaper at $0.10 / $0.10 per million input/output tokens, against $1.40 / $4.40 for GLM-5.2.
  • GLM-5.2 accepts more context: 1M tokens versus 131K.

Side by side

GLM-5.2 and Ministral 3B specifications
GLM-5.2Ministral 3B
ProviderZ.ai (Zhipu)Mistral AI
Noometry Index51.126.2
Released2026-06-132024-10-01
WeightsOpenOpen
Context window1M131K
Max output131K262K
Input $ / M tokens$1.40$0.10
Output $ / M tokens$4.40$0.10
Results tracked516

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Category by category

Coding Not comparable

GLM-5.2: 51.3 (#41), Ministral 3B: —

Coding benchmarks
BenchmarkGLM-5.2Ministral 3B
SWE-bench Verified78.7%—
DeepSWE43.8%—
FrontierCode24.5%—
LMArena WebDev1603—
SciCode50.5%—
WeirdML70.1%—
LMArena Coding1485—
ALE-Bench1,047—

Agentic & Tool Use Not comparable

GLM-5.2: 32.4 (#63), Ministral 3B: —

Agentic & Tool Use benchmarks
BenchmarkGLM-5.2Ministral 3B
APEX-Agents45.2%—
τ²-bench Banking37.1%—
PostTrainBench31.7%—
GBAEval0%—
Vending-Bench 28,314—

Reasoning GLM-5.2 leads

GLM-5.2: 42.3 (#52), Ministral 3B: 18.4 (#282)

Reasoning benchmarks
BenchmarkGLM-5.2Ministral 3B
DTBench93.6%51.7%
LMCA45.8%5.5%
Epoch Capabilities Index151.78118.1
ARC-AGI-222.8%—
SimpleBench58.8%—
Kagi LLM Benchmark62.6%—
NYT Connections (extended)74.3%—
ARC-AGI-177%—
CritPt20.9%—
Chess Puzzles21%—
EBR-Bench9.5%—
LMArena Hard Prompts1480—
Mystery Game Puzzles19%—
Surface Evolver Bench55.6%—

Math GLM-5.2 leads

GLM-5.2: 55.7 (#43), Ministral 3B: 26.6 (#258)

Math benchmarks
BenchmarkGLM-5.2Ministral 3B
FrontierMath (Tiers 1-3)59.2%—
FrontierMath Tier 429.3%—
MathArena Final-Answer Competitions67.6%—
OTIS Mock AIME 2024-202586.4%—
ProofBench35%—
LMArena Math1482—
MATH Level 5—14.4%

Knowledge GLM-5.2 leads

GLM-5.2: 57.1 (#40), Ministral 3B: 10.4 (#302)

Knowledge benchmarks
BenchmarkGLM-5.2Ministral 3B
GPQA Diamond91.9%25.3%
SimpleQA Verified34.2%—
Vectara Hallucination Rate—7.3%
LMArena Expert1486—

Multilingual Not comparable

GLM-5.2: 55.8 (#26), Ministral 3B: —

Multilingual benchmarks
BenchmarkGLM-5.2Ministral 3B
LMArena Non-English1459—
LMArena Chinese1519—
LMArena French1479—
LMArena German1468—
LMArena Japanese1451—
LMArena Korean1445—
LMArena Russian1466—
LMArena Spanish1477—

Instruction Following Not comparable

GLM-5.2: 76.9 (#34), Ministral 3B: —

Instruction Following benchmarks
BenchmarkGLM-5.2Ministral 3B
LMArena Instruction Following1465—

Long Context Not comparable

GLM-5.2: 45.3 (#43), Ministral 3B: —

Long Context benchmarks
BenchmarkGLM-5.2Ministral 3B
LMArena Longer Query1479—

Writing & Preference Not comparable

GLM-5.2: 70.4 (#21), Ministral 3B: —

Writing & Preference benchmarks
BenchmarkGLM-5.2Ministral 3B
LMArena Text1470—
LMArena Creative Writing1462—
EQ-Bench Creative Writing1757—
EQ-Bench 41222—
LMArena Multi-Turn1469—

Frequently asked questions

Is GLM-5.2 better than Ministral 3B?

GLM-5.2 is the stronger model overall, scoring 51.1 to 26.2 on the Noometry Index. Ministral 3B costs 21× less per token, which makes it the better buy when GLM-5.2's lead doesn't matter for your workload.

Which is cheaper, GLM-5.2 or Ministral 3B?

Ministral 3B is cheaper. It lists at $0.10 per million input tokens and $0.10 per million output tokens; GLM-5.2 lists at $1.40 and $4.40.

Which has the bigger context window?

GLM-5.2 does, with 1M tokens against 131K.

How many benchmarks do GLM-5.2 and Ministral 3B share?

4 benchmarks have published results for both models. GLM-5.2 has 51 scored results on Noometry and Ministral 3B has 6.

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