Model comparison

GLM-5.3 vs Ministral 8B

GLM-5.3 is the stronger model overall, scoring 54.6 to 27.8 on the Noometry Index. Ministral 8B costs 21× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Last verified . 14 shared benchmarks.

GLM-5.3 Z.ai (Zhipu)

54.6

Rank #25 Confirmed

Ministral 8B Mistral AI

27.8

Rank #321 Confirmed

Summary

  • They share 14 benchmarks with published results for both. GLM-5.3 scores higher in 9 categories and Ministral 8B in 0 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where GLM-5.3 leads 58.3 to 12.5.
  • The biggest single-benchmark swing is GPQA Diamond: 90.9% for GLM-5.3 and 27.1% for Ministral 8B.
  • Ministral 8B is cheaper at $0.10 / $0.10 per million input/output tokens, against $1.40 / $4.40 for GLM-5.3.
  • GLM-5.3 accepts more context: 1M tokens versus 128K.

Side by side

GLM-5.3 and Ministral 8B specifications
GLM-5.3Ministral 8B
ProviderZ.ai (Zhipu)Mistral AI
Noometry Index54.627.8
Released2026-08-142024-10-01
WeightsOpenOpen
Context window1M128K
Max output131K128K
Input $ / M tokens$1.40$0.10
Output $ / M tokens$4.40$0.10
Results tracked4117

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Category by category

Coding GLM-5.3 leads

GLM-5.3: 59.0 (#12), Ministral 8B: 34.4 (#226)

Coding benchmarks
BenchmarkGLM-5.3Ministral 8B
LMArena Coding14991202
DeepSWE69%—
FrontierCode40.1%—
LMArena WebDev1623—
FrontierSWE30.2%—
SciCode59%—
WeirdML75.4%—
ALE-Bench1,317—

Agentic & Tool Use GLM-5.3 leads

GLM-5.3: 36.3 (#34), Ministral 8B: 16.2 (#140)

Agentic & Tool Use benchmarks
BenchmarkGLM-5.3Ministral 8B
APEX-Agents56.6%—
Berkeley Function Calling Leaderboard—11.1%
Vending-Bench 28,164—

Reasoning GLM-5.3 leads

GLM-5.3: 45.2 (#42), Ministral 8B: 17.7 (#279)

Reasoning benchmarks
BenchmarkGLM-5.3Ministral 8B
LMArena Hard Prompts14911191
DTBench87.7%45.7%
NYT Connections (extended)74.2%—
CritPt19.1%—
Chess Puzzles21%—
Mystery Game Puzzles33%—
LMCA55.5%—
Bench to the Future 30.15—
Epoch Capabilities Index155.56—

Math GLM-5.3 leads

GLM-5.3: 62.1 (#27), Ministral 8B: 23.7 (#262)

Math benchmarks
BenchmarkGLM-5.3Ministral 8B
LMArena Math14931188
FrontierMath (Tiers 1-3)68.8%—
FrontierMath Tier 429.3%—
OTIS Mock AIME 2024-202591.1%—
ProofBench49%—
MATH Level 5—14.9%

Knowledge GLM-5.3 leads

GLM-5.3: 58.3 (#34), Ministral 8B: 12.5 (#292)

Knowledge benchmarks
BenchmarkGLM-5.3Ministral 8B
GPQA Diamond90.9%27.1%
LMArena Expert15121170
SimpleQA Verified41%—
Vectara Hallucination Rate—7.4%

Multilingual GLM-5.3 leads

GLM-5.3: 55.9 (#27), Ministral 8B: 35.3 (#242)

Multilingual benchmarks
BenchmarkGLM-5.3Ministral 8B
LMArena Non-English14571165
LMArena Chinese15231193
LMArena Russian14601195
LMArena French1499—
LMArena German1505—
LMArena Japanese1438—
LMArena Korean1478—
LMArena Spanish1444—

Instruction Following GLM-5.3 leads

GLM-5.3: 77.8 (#15), Ministral 8B: 60.7 (#245)

Instruction Following benchmarks
BenchmarkGLM-5.3Ministral 8B
LMArena Instruction Following14811161

Long Context GLM-5.3 leads

GLM-5.3: 45.5 (#32), Ministral 8B: 36.7 (#222)

Long Context benchmarks
BenchmarkGLM-5.3Ministral 8B
LMArena Longer Query14851212

Writing & Preference GLM-5.3 leads

GLM-5.3: 75.9 (#6), Ministral 8B: 39.8 (#241)

Writing & Preference benchmarks
BenchmarkGLM-5.3Ministral 8B
LMArena Text14731191
LMArena Creative Writing14591175
LMArena Multi-Turn14731166
EQ-Bench Creative Writing2075—

Frequently asked questions

Is GLM-5.3 better than Ministral 8B?

GLM-5.3 is the stronger model overall, scoring 54.6 to 27.8 on the Noometry Index. Ministral 8B costs 21× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Which is cheaper, GLM-5.3 or Ministral 8B?

Ministral 8B is cheaper. It lists at $0.10 per million input tokens and $0.10 per million output tokens; GLM-5.3 lists at $1.40 and $4.40.

Is GLM-5.3 or Ministral 8B better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.0 versus 34.4 in the Noometry coding category.

Which has the bigger context window?

GLM-5.3 does, with 1M tokens against 128K.

How many benchmarks do GLM-5.3 and Ministral 8B share?

14 benchmarks have published results for both models. GLM-5.3 has 41 scored results on Noometry and Ministral 8B has 17.

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