Model comparison

GLM-5.3 vs Granite 4.1 8b

GLM-5.3 is the stronger model overall, scoring 54.8 to 37.4 on the Noometry Index.

Last verified . 13 shared benchmarks.

GLM-5.3 Z.ai (Zhipu)

54.8

Rank #26 Confirmed

Granite 4.1 8b IBM

37.4

Rank #205 Confirmed

Summary

  • They share 13 benchmarks with published results for both. GLM-5.3 scores higher in 8 categories and Granite 4.1 8b in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in coding, where GLM-5.3 leads 59.5 to 30.1.

Side by side

GLM-5.3 and Granite 4.1 8b specifications
GLM-5.3Granite 4.1 8b
ProviderZ.ai (Zhipu)IBM
Noometry Index54.837.4
Released2026-08-14—
WeightsOpenOpen
Context window1M—
Max output131K—
Input $ / M tokens$1.40—
Output $ / M tokens$4.40—
Results tracked4213

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Category by category

Coding GLM-5.3 leads

GLM-5.3: 59.5 (#14), Granite 4.1 8b: 30.1 (#297)

Coding benchmarks
BenchmarkGLM-5.3Granite 4.1 8b
LMArena WebDev16221192
LMArena Coding14961312
DeepSWE69%—
FrontierCode40.1%—
CursorBench42.6%—
FrontierSWE30.2%—
SciCode59%—
WeirdML75.4%—
ALE-Bench1,317—

Agentic & Tool Use Not comparable

GLM-5.3: 36.4 (#38), Granite 4.1 8b: —

Agentic & Tool Use benchmarks
BenchmarkGLM-5.3Granite 4.1 8b
APEX-Agents56.6%—
Vending-Bench 28,164—

Reasoning GLM-5.3 leads

GLM-5.3: 46.1 (#46), Granite 4.1 8b: 25.7 (#143)

Reasoning benchmarks
BenchmarkGLM-5.3Granite 4.1 8b
LMArena Hard Prompts14891293
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), Granite 4.1 8b: 36.4 (#166)

Math benchmarks
BenchmarkGLM-5.3Granite 4.1 8b
LMArena Math14891312
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), Granite 4.1 8b: 36.1 (#174)

Knowledge benchmarks
BenchmarkGLM-5.3Granite 4.1 8b
LMArena Expert15161309
GPQA Diamond90.9%—
SimpleQA Verified41%—

Multilingual GLM-5.3 leads

GLM-5.3: 55.7 (#28), Granite 4.1 8b: 41.7 (#204)

Multilingual benchmarks
BenchmarkGLM-5.3Granite 4.1 8b
LMArena Non-English14571261
LMArena Chinese15281337
LMArena Russian14631240
LMArena French1499—
LMArena German1499—
LMArena Japanese1453—
LMArena Korean1472—
LMArena Spanish1460—

Instruction Following GLM-5.3 leads

GLM-5.3: 77.5 (#23), Granite 4.1 8b: 66.9 (#203)

Instruction Following benchmarks
BenchmarkGLM-5.3Granite 4.1 8b
LMArena Instruction Following14771269

Long Context GLM-5.3 leads

GLM-5.3: 45.4 (#41), Granite 4.1 8b: 38.7 (#193)

Long Context benchmarks
BenchmarkGLM-5.3Granite 4.1 8b
LMArena Longer Query14821275

Writing & Preference GLM-5.3 leads

GLM-5.3: 75.7 (#6), Granite 4.1 8b: 48.1 (#204)

Writing & Preference benchmarks
BenchmarkGLM-5.3Granite 4.1 8b
LMArena Text14711290
LMArena Creative Writing14571251
LMArena Multi-Turn14721268
EQ-Bench Creative Writing2075—

Frequently asked questions

Is GLM-5.3 better than Granite 4.1 8b?

GLM-5.3 is the stronger model overall, scoring 54.8 to 37.4 on the Noometry Index.

Is GLM-5.3 or Granite 4.1 8b better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.5 versus 30.1 in the Noometry coding category.

How many benchmarks do GLM-5.3 and Granite 4.1 8b share?

13 benchmarks have published results for both models. GLM-5.3 has 42 scored results on Noometry and Granite 4.1 8b has 13.

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