Model comparison

GLM-4.6 vs Hunyuan Large Vision

GLM-4.6 is the stronger model overall, scoring 40.9 to 37.0 on the Noometry Index.

Last verified . 12 shared benchmarks.

GLM-4.6 Z.ai (Zhipu)

40.9

Rank #132 Confirmed

Hunyuan Large Vision Tencent

37.0

Rank #198 Confirmed

Summary

  • They share 12 benchmarks with published results for both. GLM-4.6 scores higher in 7 categories and Hunyuan Large Vision in 1 category; 7 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where GLM-4.6 leads 61.3 to 46.7.
  • GLM-4.6 has downloadable open weights; the other is API-only.

Side by side

GLM-4.6 and Hunyuan Large Vision specifications
GLM-4.6Hunyuan Large Vision
ProviderZ.ai (Zhipu)Tencent
Noometry Index40.937.0
Released2025-09-30—
WeightsOpenProprietary
Context window205K—
Max output131K—
Input $ / M tokens$0.60—
Output $ / M tokens$2.20—
Results tracked2913

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Category by category

Coding GLM-4.6 leads

GLM-4.6: 39.9 (#137), Hunyuan Large Vision: 37.6 (#176)

Coding benchmarks
BenchmarkGLM-4.6Hunyuan Large Vision
LMArena Coding14491307
SWE-bench Verified (bash only)55.4%—
LMArena WebDev1339—
SciCode38.4%—
ALE-Bench340.82—

Agentic & Tool Use Not comparable

GLM-4.6: 32.1 (#60), Hunyuan Large Vision: —

Agentic & Tool Use benchmarks
BenchmarkGLM-4.6Hunyuan Large Vision
Terminal-Bench24.5%—
Berkeley Function Calling Leaderboard72.4%—

Reasoning Too close to call

GLM-4.6: 23.1 (#168), Hunyuan Large Vision: 23.8 (#160)

Reasoning benchmarks
BenchmarkGLM-4.6Hunyuan Large Vision
LMArena Hard Prompts14401257
Kagi LLM Benchmark47.4%—
CritPt1.1%—

Math GLM-4.6 leads

GLM-4.6: 36.4 (#115), Hunyuan Large Vision: 32.8 (#184)

Math benchmarks
BenchmarkGLM-4.6Hunyuan Large Vision
LMArena Math14311269
FrontierMath (Feb 2025 set)3.8%—
FrontierMath Tier 4 (v1)2.1%—

Knowledge GLM-4.6 leads

GLM-4.6: 39.6 (#118), Hunyuan Large Vision: 33.7 (#191)

Knowledge benchmarks
BenchmarkGLM-4.6Hunyuan Large Vision
LMArena Expert14321250
Vectara Hallucination Rate9.5%—

Multimodal Not comparable

GLM-4.6: —, Hunyuan Large Vision: 35.1 (#79)

Multimodal benchmarks
BenchmarkGLM-4.6Hunyuan Large Vision
LMArena Vision—1180

Multilingual GLM-4.6 leads

GLM-4.6: 53.6 (#62), Hunyuan Large Vision: 40.1 (#216)

Multilingual benchmarks
BenchmarkGLM-4.6Hunyuan Large Vision
LMArena Non-English14261236
LMArena Chinese15001289
LMArena Russian14181243
LMArena French1459—
LMArena German1447—
LMArena Japanese1394—
LMArena Korean1401—
LMArena Spanish1436—

Instruction Following GLM-4.6 leads

GLM-4.6: 74.5 (#93), Hunyuan Large Vision: 66.0 (#210)

Instruction Following benchmarks
BenchmarkGLM-4.6Hunyuan Large Vision
LMArena Instruction Following14101250

Long Context GLM-4.6 leads

GLM-4.6: 43.4 (#91), Hunyuan Large Vision: 38.8 (#184)

Long Context benchmarks
BenchmarkGLM-4.6Hunyuan Large Vision
LMArena Longer Query14231279

Writing & Preference GLM-4.6 leads

GLM-4.6: 61.3 (#86), Hunyuan Large Vision: 46.7 (#211)

Writing & Preference benchmarks
BenchmarkGLM-4.6Hunyuan Large Vision
LMArena Text14401263
LMArena Creative Writing14111250
LMArena Multi-Turn14271253
EQ-Bench Creative Writing1411—

Frequently asked questions

Is GLM-4.6 better than Hunyuan Large Vision?

GLM-4.6 is the stronger model overall, scoring 40.9 to 37.0 on the Noometry Index.

Is GLM-4.6 or Hunyuan Large Vision better for coding?

GLM-4.6 scores higher on coding benchmarks: 39.9 versus 37.6 in the Noometry coding category.

How many benchmarks do GLM-4.6 and Hunyuan Large Vision share?

12 benchmarks have published results for both models. GLM-4.6 has 29 scored results on Noometry and Hunyuan Large Vision has 13.

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