Model comparison

GLM-5.3 vs Qwen3.7 Plus

GLM-5.3 is the stronger model overall, scoring 54.8 to 45.3 on the Noometry Index. Qwen3.7 Plus costs 3.1× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Last verified . 29 shared benchmarks.

GLM-5.3 Z.ai (Zhipu)

54.8

Rank #26 Confirmed

Qwen3.7 Plus Alibaba (Qwen)

45.3

Rank #72 Confirmed

Summary

  • They share 29 benchmarks with published results for both. GLM-5.3 scores higher in 9 categories and Qwen3.7 Plus in 0 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in coding, where GLM-5.3 leads 59.5 to 36.6.
  • The biggest single-benchmark swing is FrontierMath (Tiers 1-3): 68.8% for GLM-5.3 and 34.4% for Qwen3.7 Plus.
  • Qwen3.7 Plus is cheaper at $0.40 / $1.60 per million input/output tokens, against $1.40 / $4.40 for GLM-5.3.
  • GLM-5.3 has downloadable open weights; the other is API-only.

Side by side

GLM-5.3 and Qwen3.7 Plus specifications
GLM-5.3Qwen3.7 Plus
ProviderZ.ai (Zhipu)Alibaba (Qwen)
Noometry Index54.845.3
Released2026-08-142026-06-02
WeightsOpenProprietary
Context window1M1M
Max output131K131K
Input $ / M tokens$1.40$0.40
Output $ / M tokens$4.40$1.60
Results tracked4232

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Category by category

Coding GLM-5.3 leads

GLM-5.3: 59.5 (#14), Qwen3.7 Plus: 36.6 (#206)

Coding benchmarks
BenchmarkGLM-5.3Qwen3.7 Plus
FrontierCode40.1%10.2%
SciCode59%45.5%
LMArena Coding14961473
DeepSWE69%—
CursorBench42.6%—
LMArena WebDev1622—
FrontierSWE30.2%—
WeirdML75.4%—
ALE-Bench1,317—

Agentic & Tool Use GLM-5.3 leads

GLM-5.3: 36.4 (#38), Qwen3.7 Plus: 21.4 (#138)

Agentic & Tool Use benchmarks
BenchmarkGLM-5.3Qwen3.7 Plus
APEX-Agents56.6%—
OSWorld 2.0—2.8%
Vending-Bench 28,164—

Reasoning GLM-5.3 leads

GLM-5.3: 46.1 (#46), Qwen3.7 Plus: 39.3 (#59)

Reasoning benchmarks
BenchmarkGLM-5.3Qwen3.7 Plus
NYT Connections (extended)74.2%74.8%
CritPt19.1%9.1%
Chess Puzzles21%24%
LMArena Hard Prompts14891460
Mystery Game Puzzles33%17%
DTBench87.7%84%
LMCA55.5%37.6%
Epoch Capabilities Index155.61147.37
Bench to the Future 30.15—

Math GLM-5.3 leads

GLM-5.3: 62.3 (#33), Qwen3.7 Plus: 50.5 (#56)

Math benchmarks
BenchmarkGLM-5.3Qwen3.7 Plus
FrontierMath (Tiers 1-3)68.8%34.4%
OTIS Mock AIME 2024-202591.1%93.3%
LMArena Math14891466
FrontierMath Tier 429.3%—
ProofBench49%—

Knowledge GLM-5.3 leads

GLM-5.3: 58.3 (#37), Qwen3.7 Plus: 54.9 (#51)

Knowledge benchmarks
BenchmarkGLM-5.3Qwen3.7 Plus
GPQA Diamond90.9%87.9%
LMArena Expert15161467
SimpleQA Verified41%—

Multimodal Not comparable

GLM-5.3: —, Qwen3.7 Plus: 41.8 (#33)

Multimodal benchmarks
BenchmarkGLM-5.3Qwen3.7 Plus
LMArena Vision—1279
LMArena Document—1444

Multilingual Too close to call

GLM-5.3: 55.7 (#28), Qwen3.7 Plus: 54.8 (#38)

Multilingual benchmarks
BenchmarkGLM-5.3Qwen3.7 Plus
LMArena Non-English14571445
LMArena Chinese15281510
LMArena French14991473
LMArena German14991471
LMArena Japanese14531413
LMArena Korean14721415
LMArena Russian14631457
LMArena Spanish14601457

Instruction Following GLM-5.3 leads

GLM-5.3: 77.5 (#23), Qwen3.7 Plus: 75.8 (#52)

Instruction Following benchmarks
BenchmarkGLM-5.3Qwen3.7 Plus
LMArena Instruction Following14771440

Long Context Too close to call

GLM-5.3: 45.4 (#41), Qwen3.7 Plus: 44.5 (#65)

Long Context benchmarks
BenchmarkGLM-5.3Qwen3.7 Plus
LMArena Longer Query14821455

Writing & Preference GLM-5.3 leads

GLM-5.3: 75.7 (#6), Qwen3.7 Plus: 64.3 (#56)

Writing & Preference benchmarks
BenchmarkGLM-5.3Qwen3.7 Plus
LMArena Text14711455
LMArena Creative Writing14571439
LMArena Multi-Turn14721460
EQ-Bench Creative Writing2075—

Frequently asked questions

Is GLM-5.3 better than Qwen3.7 Plus?

GLM-5.3 is the stronger model overall, scoring 54.8 to 45.3 on the Noometry Index. Qwen3.7 Plus costs 3.1× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Which is cheaper, GLM-5.3 or Qwen3.7 Plus?

Qwen3.7 Plus is cheaper. It lists at $0.40 per million input tokens and $1.60 per million output tokens; GLM-5.3 lists at $1.40 and $4.40.

Is GLM-5.3 or Qwen3.7 Plus better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.5 versus 36.6 in the Noometry coding category.

Which has the bigger context window?

Both accept 1M tokens.

How many benchmarks do GLM-5.3 and Qwen3.7 Plus share?

29 benchmarks have published results for both models. GLM-5.3 has 42 scored results on Noometry and Qwen3.7 Plus has 32.

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