Model comparison

GLM-4.5 vs GPT-5.5 Instant

GPT-5.5 Instant is the stronger model overall, scoring 42.5 to 41.4 on the Noometry Index.

Last verified . 17 shared benchmarks.

GLM-4.5 Z.ai (Zhipu)

41.4

Rank #125 Confirmed

GPT-5.5 Instant OpenAI

42.5

Rank #99 Confirmed

Summary

  • They share 17 benchmarks with published results for both. GLM-4.5 scores higher in 3 categories and GPT-5.5 Instant in 5 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where GPT-5.5 Instant leads 48.9 to 35.5.
  • GLM-4.5 has downloadable open weights; the other is API-only.

Side by side

GLM-4.5 and GPT-5.5 Instant specifications
GLM-4.5GPT-5.5 Instant
ProviderZ.ai (Zhipu)OpenAI
Noometry Index41.442.5
Released2025-07-272026-05-05
WeightsOpenProprietary
Context window131K—
Max output98K—
Input $ / M tokens$0.60—
Output $ / M tokens$2.20—
Results tracked2727

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Category by category

Coding GPT-5.5 Instant leads

GLM-4.5: 41.1 (#121), GPT-5.5 Instant: 43.7 (#73)

Coding benchmarks
BenchmarkGLM-4.5GPT-5.5 Instant
LMArena Coding14341433
SWE-bench Verified (bash only)54.2%—
SciCode—48.6%
WeirdML40.6%—
ALE-Bench344.82—
AlgoTune1.52—

Reasoning GLM-4.5 leads

GLM-4.5: 27.7 (#99), GPT-5.5 Instant: 24.2 (#149)

Reasoning benchmarks
BenchmarkGLM-4.5GPT-5.5 Instant
LMArena Hard Prompts14301426
Kagi LLM Benchmark57.9%—
CritPt—0%
Chess Puzzles—12%
Epoch Capabilities Index—142.48

Math GLM-4.5 leads

GLM-4.5: 36.3 (#119), GPT-5.5 Instant: 26.1 (#241)

Math benchmarks
BenchmarkGLM-4.5GPT-5.5 Instant
LMArena Math14271420
FrontierMath (Tiers 1-3)—26.3%
FrontierMath Tier 4—2.4%
OTIS Mock AIME 2024-2025—68.1%

Knowledge GPT-5.5 Instant leads

GLM-4.5: 35.5 (#172), GPT-5.5 Instant: 48.9 (#68)

Knowledge benchmarks
BenchmarkGLM-4.5GPT-5.5 Instant
LMArena Expert14331409
GPQA Diamond—82.5%
Humanity's Last Exam8.3%—
Confabulations11.3%—

Multimodal Not comparable

GLM-4.5: —, GPT-5.5 Instant: 39.3 (#48)

Multimodal benchmarks
BenchmarkGLM-4.5GPT-5.5 Instant
LMArena Vision—1250
LMArena Document—1403

Multilingual Too close to call

GLM-4.5: 53.0 (#74), GPT-5.5 Instant: 53.0 (#76)

Multilingual benchmarks
BenchmarkGLM-4.5GPT-5.5 Instant
LMArena Non-English14171417
LMArena Chinese14651457
LMArena French14231428
LMArena German14061410
LMArena Japanese14161408
LMArena Korean13821393
LMArena Russian14141430
LMArena Spanish14541430

Instruction Following Too close to call

GLM-4.5: 74.3 (#100), GPT-5.5 Instant: 74.4 (#94)

Instruction Following benchmarks
BenchmarkGLM-4.5GPT-5.5 Instant
LMArena Instruction Following14051407

Long Context GPT-5.5 Instant leads

GLM-4.5: 38.2 (#196), GPT-5.5 Instant: 43.4 (#92)

Long Context benchmarks
BenchmarkGLM-4.5GPT-5.5 Instant
LMArena Longer Query14131422
Fiction.LiveBench58.3%—

Writing & Preference GPT-5.5 Instant leads

GLM-4.5: 57.7 (#121), GPT-5.5 Instant: 62.0 (#81)

Writing & Preference benchmarks
BenchmarkGLM-4.5GPT-5.5 Instant
LMArena Text14301419
LMArena Creative Writing13951420
LMArena Multi-Turn14151434
Short-Story Creative Writing73.4%—
EQ-Bench Creative Writing1343—

Frequently asked questions

Is GLM-4.5 better than GPT-5.5 Instant?

GPT-5.5 Instant is the stronger model overall, scoring 42.5 to 41.4 on the Noometry Index.

Is GLM-4.5 or GPT-5.5 Instant better for coding?

GPT-5.5 Instant scores higher on coding benchmarks: 43.7 versus 41.1 in the Noometry coding category.

How many benchmarks do GLM-4.5 and GPT-5.5 Instant share?

17 benchmarks have published results for both models. GLM-4.5 has 27 scored results on Noometry and GPT-5.5 Instant has 27.

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