Model comparison

GLM-4.6 vs Hy4 preview

Hy4 preview is the stronger model overall, scoring 45.3 to 41.4 on the Noometry Index.

Last verified . 1 shared benchmarks.

GLM-4.6 Z.ai (Zhipu)

41.4

Rank #135 Confirmed

Hy4 preview Tencent

45.3

Rank #73 Reported

Summary

  • They share 1 benchmark with published results for both. GLM-4.6 scores higher in 0 categories and Hy4 preview in 3 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in math, where Hy4 preview leads 55.7 to 39.1.
  • GLM-4.6 is cheaper at $0.60 / $2.20 per million input/output tokens, against $0.83 / $2.50 for Hy4 preview.
  • Hy4 preview accepts more context: 1.05M tokens versus 205K.

Side by side

GLM-4.6 and Hy4 preview specifications
GLM-4.6Hy4 preview
ProviderZ.ai (Zhipu)Tencent
Noometry Index41.445.3
Released2025-09-302026-08-28
WeightsOpenOpen
Context window205K1.05M
Max output131K64K
Input $ / M tokens$0.60$0.83
Output $ / M tokens$2.20$2.50
Results tracked293

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Category by category

Coding Hy4 preview leads

GLM-4.6: 40.1 (#148), Hy4 preview: 51.6 (#38)

Coding benchmarks
BenchmarkGLM-4.6Hy4 preview
LMArena WebDev13401632
SWE-bench Verified (bash only)55.4%—
SciCode38.4%—
LMArena Coding1449—
ALE-Bench340.82—

Agentic & Tool Use Not comparable

GLM-4.6: 32.3 (#66), Hy4 preview: —

Agentic & Tool Use benchmarks
BenchmarkGLM-4.6Hy4 preview
Terminal-Bench24.5%—
Berkeley Function Calling Leaderboard72.4%—

Reasoning Hy4 preview leads

GLM-4.6: 23.7 (#172), Hy4 preview: 31.9 (#79)

Reasoning benchmarks
BenchmarkGLM-4.6Hy4 preview
Kagi LLM Benchmark47.4%—
NYT Connections (extended)—68.2%
CritPt1.1%—
LMArena Hard Prompts1440—

Math Hy4 preview leads

GLM-4.6: 39.1 (#111), Hy4 preview: 55.7 (#42)

Math benchmarks
BenchmarkGLM-4.6Hy4 preview
ProofBench—75%
LMArena Math1432—
FrontierMath (Feb 2025 set)3.8%—
FrontierMath Tier 4 (v1)2.1%—

Knowledge Not comparable

GLM-4.6: 40.2 (#124), Hy4 preview: —

Knowledge benchmarks
BenchmarkGLM-4.6Hy4 preview
Vectara Hallucination Rate9.5%—
LMArena Expert1431—

Multilingual Not comparable

GLM-4.6: 53.5 (#66), Hy4 preview: —

Multilingual benchmarks
BenchmarkGLM-4.6Hy4 preview
LMArena Non-English1426—
LMArena Chinese1499—
LMArena French1459—
LMArena German1447—
LMArena Japanese1393—
LMArena Korean1400—
LMArena Russian1419—
LMArena Spanish1436—

Instruction Following Not comparable

GLM-4.6: 74.3 (#98), Hy4 preview: —

Instruction Following benchmarks
BenchmarkGLM-4.6Hy4 preview
LMArena Instruction Following1410—

Long Context Not comparable

GLM-4.6: 43.4 (#94), Hy4 preview: —

Long Context benchmarks
BenchmarkGLM-4.6Hy4 preview
LMArena Longer Query1422—

Writing & Preference Not comparable

GLM-4.6: 61.1 (#90), Hy4 preview: —

Writing & Preference benchmarks
BenchmarkGLM-4.6Hy4 preview
LMArena Text1440—
LMArena Creative Writing1411—
EQ-Bench Creative Writing1411—
LMArena Multi-Turn1427—

Frequently asked questions

Is GLM-4.6 better than Hy4 preview?

Hy4 preview is the stronger model overall, scoring 45.3 to 41.4 on the Noometry Index.

Which is cheaper, GLM-4.6 or Hy4 preview?

GLM-4.6 is cheaper. It lists at $0.60 per million input tokens and $2.20 per million output tokens; Hy4 preview lists at $0.83 and $2.50.

Is GLM-4.6 or Hy4 preview better for coding?

Hy4 preview scores higher on coding benchmarks: 51.6 versus 40.1 in the Noometry coding category.

Which has the bigger context window?

Hy4 preview does, with 1.05M tokens against 205K.

How many benchmarks do GLM-4.6 and Hy4 preview share?

1 benchmark has published results for both models. GLM-4.6 has 29 scored results on Noometry and Hy4 preview has 3.

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