Model comparison

GLM-5.1 vs o4-mini

GLM-5.1 is the stronger model overall, scoring 47.8 to 41.6 on the Noometry Index.

Last verified . 29 shared benchmarks.

GLM-5.1 Z.ai (Zhipu)

47.8

Rank #59 Confirmed

o4-mini OpenAI

41.6

Rank #132 Confirmed

Summary

  • They share 29 benchmarks with published results for both. GLM-5.1 scores higher in 7 categories and o4-mini in 2 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where GLM-5.1 leads 39.1 to 24.6.
  • The biggest single-benchmark swing is SimpleBench: 55.1% for GLM-5.1 and 38.7% for o4-mini.
  • o4-mini is cheaper at $1.10 / $4.40 per million input/output tokens, against $1.40 / $4.40 for GLM-5.1.
  • GLM-5.1 has downloadable open weights; the other is API-only.

Side by side

GLM-5.1 and o4-mini specifications
GLM-5.1o4-mini
ProviderZ.ai (Zhipu)OpenAI
Noometry Index47.841.6
Released2026-04-072025-04-16
WeightsOpenProprietary
Context window200K200K
Max output131K100K
Input $ / M tokens$1.40$1.10
Output $ / M tokens$4.40$4.40
Results tracked4160

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Category by category

Coding GLM-5.1 leads

GLM-5.1: 48.7 (#55), o4-mini: 40.9 (#127)

Coding benchmarks
BenchmarkGLM-5.1o4-mini
WeirdML57.1%52.6%
LMArena Coding14851368
ALE-Bench887.1826.17
SWE-bench Verified74.2%—
SWE-bench Verified (bash only)—45%
Aider Polyglot—72%
LMArena WebDev1508—
SciCode43.8%—
GSO—3.6%
CadEval—62%
AlgoTune—1.72

Agentic & Tool Use o4-mini leads

GLM-5.1: 24.9 (#113), o4-mini: 32.6 (#61)

Agentic & Tool Use benchmarks
BenchmarkGLM-5.1o4-mini
APEX-Agents40.9%—
Berkeley Function Calling Leaderboard—53.2%
GDPval—25.3%
ExploitBench18.1%—
GBAEval0%—
METR Time Horizons—63.9%
Vending-Bench 25,634—

Reasoning GLM-5.1 leads

GLM-5.1: 39.1 (#60), o4-mini: 24.6 (#162)

Reasoning benchmarks
BenchmarkGLM-5.1o4-mini
SimpleBench55.1%38.7%
CritPt4.6%0.6%
Chess Puzzles19%26%
LMArena Hard Prompts14721351
Epoch Capabilities Index149.84145.64
ARC-AGI-2—6.1%
Kagi LLM Benchmark—67.6%
NYT Connections (extended)77.7%—
ARC-AGI-1—58.7%
EnigmaEval—9.2%
Thematic Generalization69.8%—
Mystery Game Puzzles—5%
DTBench—77.6%
LMCA—26.5%
ForecastBench—61.8

Math GLM-5.1 leads

GLM-5.1: 49.7 (#60), o4-mini: 40.8 (#89)

Knowledge GLM-5.1 leads

GLM-5.1: 54.9 (#50), o4-mini: 43.6 (#91)

Knowledge benchmarks
BenchmarkGLM-5.1o4-mini
GPQA Diamond89.9%79.6%
SimpleQA Verified34%19.6%
LMArena Expert14761343
Humanity's Last Exam—18.1%
MMLU-Pro—82%
Confabulations—15.8%
Vectara Hallucination Rate—18.6%
GPQA (HELM)—73.5%

Multimodal Not comparable

GLM-5.1: —, o4-mini: 40.2 (#49)

Multimodal benchmarks
BenchmarkGLM-5.1o4-mini
LMArena Vision—1194
GeoBench—64%
VPCT—57.5%

Multilingual GLM-5.1 leads

GLM-5.1: 55.0 (#36), o4-mini: 47.0 (#154)

Multilingual benchmarks
BenchmarkGLM-5.1o4-mini
LMArena Non-English14471337
LMArena Chinese15151354
LMArena French14741364
LMArena German14651336
LMArena Japanese14341308
LMArena Korean14181312
LMArena Russian14541334
LMArena Spanish14691347

Instruction Following GLM-5.1 leads

GLM-5.1: 76.3 (#42), o4-mini: 75.2 (#68)

Instruction Following benchmarks
BenchmarkGLM-5.1o4-mini
LMArena Instruction Following14511321
IFEval—92.8%

Long Context Too close to call

GLM-5.1: 44.9 (#53), o4-mini: 45.5 (#33)

Long Context benchmarks
BenchmarkGLM-5.1o4-mini
LMArena Longer Query14661315
Fiction.LiveBench—77.8%

Writing & Preference GLM-5.1 leads

GLM-5.1: 66.9 (#31), o4-mini: 54.0 (#152)

Writing & Preference benchmarks
BenchmarkGLM-5.1o4-mini
LMArena Text14611353
LMArena Creative Writing14531294
LMArena Multi-Turn14721350
Short-Story Creative Writing—75%
EQ-Bench Creative Writing1592—
WildBench—85.4%

Frequently asked questions

Is GLM-5.1 better than o4-mini?

GLM-5.1 is the stronger model overall, scoring 47.8 to 41.6 on the Noometry Index.

Which is cheaper, GLM-5.1 or o4-mini?

o4-mini is cheaper. It lists at $1.10 per million input tokens and $4.40 per million output tokens; GLM-5.1 lists at $1.40 and $4.40.

Is GLM-5.1 or o4-mini better for coding?

GLM-5.1 scores higher on coding benchmarks: 48.7 versus 40.9 in the Noometry coding category.

Which has the bigger context window?

Both accept 200K tokens.

How many benchmarks do GLM-5.1 and o4-mini share?

29 benchmarks have published results for both models. GLM-5.1 has 41 scored results on Noometry and o4-mini has 60.

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