Model comparison

GLM-4.5 vs GPT-5 Mini

GLM-4.5 and GPT-5 Mini score almost the same on the Noometry Index (42.0 vs 41.8), so choose on price, context window or the category you care about most.

Last verified . 27 shared benchmarks.

GLM-4.5 Z.ai (Zhipu)

42.0

Rank #122 Confirmed

GPT-5 Mini OpenAI

41.8

Rank #128 Confirmed

Summary

  • They share 27 benchmarks with published results for both. GLM-4.5 scores higher in 4 categories and GPT-5 Mini in 4 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where GPT-5 Mini leads 45.6 to 35.9.
  • The biggest single-benchmark swing is Kagi LLM Benchmark: 57.9% for GLM-4.5 and 70.3% for GPT-5 Mini.
  • GPT-5 Mini is cheaper at $0.25 / $2 per million input/output tokens, against $0.60 / $2.20 for GLM-4.5.
  • GPT-5 Mini accepts more context: 400K tokens versus 131K.
  • GLM-4.5 has downloadable open weights; the other is API-only.

Side by side

GLM-4.5 and GPT-5 Mini specifications
GLM-4.5GPT-5 Mini
ProviderZ.ai (Zhipu)OpenAI
Noometry Index42.041.8
Released2025-07-272025-08-07
WeightsOpenProprietary
Context window131K400K
Max output98K128K
Input $ / M tokens$0.60$0.25
Output $ / M tokens$2.20$2
Results tracked2760

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Category by category

Coding GLM-4.5 leads

GLM-4.5: 41.4 (#125), GPT-5 Mini: 40.1 (#146)

Coding benchmarks
BenchmarkGLM-4.5GPT-5 Mini
SWE-bench Verified (bash only)54.2%59.8%
WeirdML40.6%52.7%
LMArena Coding14341406
ALE-Bench344.82799.77
AlgoTune1.521.38
SWE-bench Verified—64.7%
SWE-bench Multilingual—39.7%
SciCode—39.2%

Agentic & Tool Use Not comparable

GLM-4.5: —, GPT-5 Mini: 31.1 (#70)

Agentic & Tool Use benchmarks
BenchmarkGLM-4.5GPT-5 Mini
Terminal-Bench—34.8%
Berkeley Function Calling Leaderboard—55.5%
Vending-Bench 2—-31.18

Reasoning GLM-4.5 leads

GLM-4.5: 28.6 (#100), GPT-5 Mini: 23.9 (#168)

Reasoning benchmarks
BenchmarkGLM-4.5GPT-5 Mini
Kagi LLM Benchmark57.9%70.3%
LMArena Hard Prompts14291380
ARC-AGI-2—4.4%
ARC-AGI-1—54.3%
CritPt—0%
Chess Puzzles—30%
EnigmaEval—8.2%
Mystery Game Puzzles—10%
DTBench—80.5%
LMCA—34.2%
Epoch Capabilities Index—145.52
ForecastBench—61

Math GPT-5 Mini leads

GLM-4.5: 39.0 (#116), GPT-5 Mini: 46.7 (#69)

Math benchmarks
BenchmarkGLM-4.5GPT-5 Mini
LMArena Math14271378
FrontierMath (Tiers 1-3)—46.7%
FrontierMath Tier 4—12.2%
OTIS Mock AIME 2024-2025—86.7%
ProofBench—9%
Omni-MATH—72.2%
MATH Level 5—97.8%
FrontierMath (Feb 2025 set)—27.2%
FrontierMath Tier 4 (v1)—6.3%

Knowledge GPT-5 Mini leads

GLM-4.5: 35.9 (#179), GPT-5 Mini: 45.6 (#86)

Knowledge benchmarks
BenchmarkGLM-4.5GPT-5 Mini
Humanity's Last Exam8.3%19.4%
Confabulations11.3%13.3%
LMArena Expert14331379
GPQA Diamond—75%
SimpleQA Verified—21.6%
MMLU-Pro—83.5%
Vectara Hallucination Rate—12.9%
GPQA (HELM)—75.6%

Multimodal Not comparable

GLM-4.5: —, GPT-5 Mini: 35.6 (#85)

Multimodal benchmarks
BenchmarkGLM-4.5GPT-5 Mini
LMArena Vision—1202
VPCT—40.2%

Multilingual GLM-4.5 leads

GLM-4.5: 52.8 (#77), GPT-5 Mini: 48.9 (#137)

Multilingual benchmarks
BenchmarkGLM-4.5GPT-5 Mini
LMArena Non-English14171363
LMArena Chinese14651385
LMArena French14181386
LMArena German14071366
LMArena Japanese14151341
LMArena Korean13801308
LMArena Russian14141362
LMArena Spanish14541355

Instruction Following GPT-5 Mini leads

GLM-4.5: 74.1 (#104), GPT-5 Mini: 76.2 (#46)

Instruction Following benchmarks
BenchmarkGLM-4.5GPT-5 Mini
LMArena Instruction Following14041357
IFEval—92.7%

Long Context GPT-5 Mini leads

GLM-4.5: 38.2 (#201), GPT-5 Mini: 41.9 (#132)

Long Context benchmarks
BenchmarkGLM-4.5GPT-5 Mini
Fiction.LiveBench58.3%69.4%
LMArena Longer Query14121355

Writing & Preference GLM-4.5 leads

GLM-4.5: 57.5 (#127), GPT-5 Mini: 55.2 (#148)

Writing & Preference benchmarks
BenchmarkGLM-4.5GPT-5 Mini
LMArena Text14301373
LMArena Creative Writing13951325
Short-Story Creative Writing73.4%83.1%
EQ-Bench Creative Writing13431313
LMArena Multi-Turn14151363
WildBench—85.5%

Frequently asked questions

Is GLM-4.5 better than GPT-5 Mini?

GLM-4.5 and GPT-5 Mini score almost the same on the Noometry Index (42.0 vs 41.8), so choose on price, context window or the category you care about most.

Which is cheaper, GLM-4.5 or GPT-5 Mini?

GPT-5 Mini is cheaper. It lists at $0.25 per million input tokens and $2 per million output tokens; GLM-4.5 lists at $0.60 and $2.20.

Is GLM-4.5 or GPT-5 Mini better for coding?

GLM-4.5 scores higher on coding benchmarks: 41.4 versus 40.1 in the Noometry coding category.

Which has the bigger context window?

GPT-5 Mini does, with 400K tokens against 131K.

How many benchmarks do GLM-4.5 and GPT-5 Mini share?

27 benchmarks have published results for both models. GLM-4.5 has 27 scored results on Noometry and GPT-5 Mini has 60.

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