Model comparison

GLM-4.5 vs Step 2 16k Exp 202412

GLM-4.5 is the stronger model overall, scoring 42.0 to 39.2 on the Noometry Index.

Last verified . 12 shared benchmarks.

GLM-4.5 Z.ai (Zhipu)

42.0

Rank #122 Confirmed

Step 2 16k Exp 202412 StepFun

39.2

Rank #171 Confirmed

Summary

  • They share 12 benchmarks with published results for both. GLM-4.5 scores higher in 7 categories and Step 2 16k Exp 202412 in 1 category; 7 gaps are clear of the uncertainty.
  • The widest gap is in multilingual, where GLM-4.5 leads 52.8 to 43.7.
  • GLM-4.5 has downloadable open weights; the other is API-only.

Side by side

GLM-4.5 and Step 2 16k Exp 202412 specifications
GLM-4.5Step 2 16k Exp 202412
ProviderZ.ai (Zhipu)StepFun
Noometry Index42.039.2
Released2025-07-27—
WeightsOpenProprietary
Context window131K—
Max output98K—
Input $ / M tokens$0.60—
Output $ / M tokens$2.20—
Results tracked2712

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Category by category

Coding GLM-4.5 leads

GLM-4.5: 41.4 (#125), Step 2 16k Exp 202412: 38.5 (#174)

Coding benchmarks
BenchmarkGLM-4.5Step 2 16k Exp 202412
LMArena Coding14341316
SWE-bench Verified (bash only)54.2%—
WeirdML40.6%—
ALE-Bench344.82—
AlgoTune1.52—

Reasoning GLM-4.5 leads

GLM-4.5: 28.6 (#100), Step 2 16k Exp 202412: 25.9 (#142)

Reasoning benchmarks
BenchmarkGLM-4.5Step 2 16k Exp 202412
LMArena Hard Prompts14291299
Kagi LLM Benchmark57.9%—

Math GLM-4.5 leads

GLM-4.5: 39.0 (#116), Step 2 16k Exp 202412: 36.3 (#169)

Math benchmarks
BenchmarkGLM-4.5Step 2 16k Exp 202412
LMArena Math14271304

Knowledge Too close to call

GLM-4.5: 35.9 (#179), Step 2 16k Exp 202412: 35.2 (#187)

Knowledge benchmarks
BenchmarkGLM-4.5Step 2 16k Exp 202412
LMArena Expert14331279
Humanity's Last Exam8.3%—
Confabulations11.3%—

Multilingual GLM-4.5 leads

GLM-4.5: 52.8 (#77), Step 2 16k Exp 202412: 43.7 (#181)

Multilingual benchmarks
BenchmarkGLM-4.5Step 2 16k Exp 202412
LMArena Non-English14171290
LMArena Chinese14651331
LMArena Russian14141324
LMArena French1418—
LMArena German1407—
LMArena Japanese1415—
LMArena Korean1380—
LMArena Spanish1454—

Instruction Following GLM-4.5 leads

GLM-4.5: 74.1 (#104), Step 2 16k Exp 202412: 67.9 (#192)

Instruction Following benchmarks
BenchmarkGLM-4.5Step 2 16k Exp 202412
LMArena Instruction Following14041287

Long Context Step 2 16k Exp 202412 leads

GLM-4.5: 38.2 (#201), Step 2 16k Exp 202412: 39.7 (#170)

Long Context benchmarks
BenchmarkGLM-4.5Step 2 16k Exp 202412
LMArena Longer Query14121307
Fiction.LiveBench58.3%—

Writing & Preference GLM-4.5 leads

GLM-4.5: 57.5 (#127), Step 2 16k Exp 202412: 52.3 (#173)

Writing & Preference benchmarks
BenchmarkGLM-4.5Step 2 16k Exp 202412
LMArena Text14301321
LMArena Creative Writing13951328
LMArena Multi-Turn14151292
Short-Story Creative Writing73.4%—
EQ-Bench Creative Writing1343—

Frequently asked questions

Is GLM-4.5 better than Step 2 16k Exp 202412?

GLM-4.5 is the stronger model overall, scoring 42.0 to 39.2 on the Noometry Index.

Is GLM-4.5 or Step 2 16k Exp 202412 better for coding?

GLM-4.5 scores higher on coding benchmarks: 41.4 versus 38.5 in the Noometry coding category.

How many benchmarks do GLM-4.5 and Step 2 16k Exp 202412 share?

12 benchmarks have published results for both models. GLM-4.5 has 27 scored results on Noometry and Step 2 16k Exp 202412 has 12.

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