Model comparison

GLM-5.3 vs Kimi K2.5 Instant

GLM-5.3 is the stronger model overall, scoring 54.8 to 43.6 on the Noometry Index.

Last verified . 17 shared benchmarks.

GLM-5.3 Z.ai (Zhipu)

54.8

Rank #26 Confirmed

Kimi K2.5 Instant Moonshot AI

43.6

Rank #89 Confirmed

Summary

  • They share 17 benchmarks with published results for both. GLM-5.3 scores higher in 8 categories and Kimi K2.5 Instant in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where GLM-5.3 leads 62.3 to 39.4.

Side by side

GLM-5.3 and Kimi K2.5 Instant specifications
GLM-5.3Kimi K2.5 Instant
ProviderZ.ai (Zhipu)Moonshot AI
Noometry Index54.843.6
Released2026-08-14—
WeightsOpenOpen
Context window1M—
Max output131K—
Input $ / M tokens$1.40—
Output $ / M tokens$4.40—
Results tracked4218

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Category by category

Coding GLM-5.3 leads

GLM-5.3: 59.5 (#14), Kimi K2.5 Instant: 42.6 (#97)

Coding benchmarks
BenchmarkGLM-5.3Kimi K2.5 Instant
LMArena WebDev16221404
LMArena Coding14961484
DeepSWE69%—
FrontierCode40.1%—
CursorBench42.6%—
FrontierSWE30.2%—
SciCode59%—
WeirdML75.4%—
ALE-Bench1,317—

Agentic & Tool Use Not comparable

GLM-5.3: 36.4 (#38), Kimi K2.5 Instant: —

Agentic & Tool Use benchmarks
BenchmarkGLM-5.3Kimi K2.5 Instant
APEX-Agents56.6%—
Vending-Bench 28,164—

Reasoning GLM-5.3 leads

GLM-5.3: 46.1 (#46), Kimi K2.5 Instant: 29.7 (#90)

Reasoning benchmarks
BenchmarkGLM-5.3Kimi K2.5 Instant
LMArena Hard Prompts14891443
NYT Connections (extended)74.2%—
CritPt19.1%—
Chess Puzzles21%—
Mystery Game Puzzles33%—
DTBench87.7%—
LMCA55.5%—
Bench to the Future 30.15—
Epoch Capabilities Index155.61—

Math GLM-5.3 leads

GLM-5.3: 62.3 (#33), Kimi K2.5 Instant: 39.4 (#105)

Math benchmarks
BenchmarkGLM-5.3Kimi K2.5 Instant
LMArena Math14891442
FrontierMath (Tiers 1-3)68.8%—
FrontierMath Tier 429.3%—
OTIS Mock AIME 2024-202591.1%—
ProofBench49%—

Knowledge GLM-5.3 leads

GLM-5.3: 58.3 (#37), Kimi K2.5 Instant: 40.2 (#123)

Knowledge benchmarks
BenchmarkGLM-5.3Kimi K2.5 Instant
LMArena Expert15161440
GPQA Diamond90.9%—
SimpleQA Verified41%—

Multimodal Not comparable

GLM-5.3: —, Kimi K2.5 Instant: 40.2 (#50)

Multimodal benchmarks
BenchmarkGLM-5.3Kimi K2.5 Instant
LMArena Vision—1254

Multilingual GLM-5.3 leads

GLM-5.3: 55.7 (#28), Kimi K2.5 Instant: 52.0 (#94)

Multilingual benchmarks
BenchmarkGLM-5.3Kimi K2.5 Instant
LMArena Non-English14571406
LMArena Chinese15281449
LMArena French14991403
LMArena German14991413
LMArena Korean14721378
LMArena Russian14631404
LMArena Spanish14601447
LMArena Japanese1453—

Instruction Following GLM-5.3 leads

GLM-5.3: 77.5 (#23), Kimi K2.5 Instant: 75.3 (#65)

Instruction Following benchmarks
BenchmarkGLM-5.3Kimi K2.5 Instant
LMArena Instruction Following14771430

Long Context GLM-5.3 leads

GLM-5.3: 45.4 (#41), Kimi K2.5 Instant: 43.9 (#83)

Long Context benchmarks
BenchmarkGLM-5.3Kimi K2.5 Instant
LMArena Longer Query14821435

Writing & Preference GLM-5.3 leads

GLM-5.3: 75.7 (#6), Kimi K2.5 Instant: 60.6 (#95)

Writing & Preference benchmarks
BenchmarkGLM-5.3Kimi K2.5 Instant
LMArena Text14711420
LMArena Creative Writing14571381
LMArena Multi-Turn14721427
EQ-Bench Creative Writing2075—

Frequently asked questions

Is GLM-5.3 better than Kimi K2.5 Instant?

GLM-5.3 is the stronger model overall, scoring 54.8 to 43.6 on the Noometry Index.

Is GLM-5.3 or Kimi K2.5 Instant better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.5 versus 42.6 in the Noometry coding category.

How many benchmarks do GLM-5.3 and Kimi K2.5 Instant share?

17 benchmarks have published results for both models. GLM-5.3 has 42 scored results on Noometry and Kimi K2.5 Instant has 18.

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