Model comparison

GLM-5.3 vs Qwen3-Next 80B-A3B Instruct

GLM-5.3 is the stronger model overall, scoring 54.6 to 42.5 on the Noometry Index. Qwen3-Next 80B-A3B Instruct costs 2.5× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Last verified . 17 shared benchmarks.

GLM-5.3 Z.ai (Zhipu)

54.6

Rank #25 Confirmed

Summary

  • They share 17 benchmarks with published results for both. GLM-5.3 scores higher in 8 categories and Qwen3-Next 80B-A3B Instruct in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where GLM-5.3 leads 62.1 to 36.3.
  • Qwen3-Next 80B-A3B Instruct is cheaper at $0.50 / $2 per million input/output tokens, against $1.40 / $4.40 for GLM-5.3.
  • GLM-5.3 accepts more context: 1M tokens versus 131K.

Side by side

GLM-5.3 and Qwen3-Next 80B-A3B Instruct specifications
GLM-5.3Qwen3-Next 80B-A3B Instruct
ProviderZ.ai (Zhipu)Alibaba (Qwen)
Noometry Index54.642.5
Released2026-08-142025-09
WeightsOpenOpen
Context window1M131K
Max output131K33K
Input $ / M tokens$1.40$0.50
Output $ / M tokens$4.40$2
Results tracked4125

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Category by category

Coding GLM-5.3 leads

GLM-5.3: 59.0 (#12), Qwen3-Next 80B-A3B Instruct: 41.9 (#101)

Coding benchmarks
BenchmarkGLM-5.3Qwen3-Next 80B-A3B Instruct
LMArena Coding14991441
DeepSWE69%—
FrontierCode40.1%—
LMArena WebDev1623—
FrontierSWE30.2%—
SciCode59%—
WeirdML75.4%—
ALE-Bench1,317—

Agentic & Tool Use Not comparable

GLM-5.3: 36.3 (#34), Qwen3-Next 80B-A3B Instruct: —

Agentic & Tool Use benchmarks
BenchmarkGLM-5.3Qwen3-Next 80B-A3B Instruct
APEX-Agents56.6%—
Vending-Bench 28,164—

Reasoning GLM-5.3 leads

GLM-5.3: 45.2 (#42), Qwen3-Next 80B-A3B Instruct: 30.1 (#79)

Reasoning benchmarks
BenchmarkGLM-5.3Qwen3-Next 80B-A3B Instruct
LMArena Hard Prompts14911428
Kagi LLM Benchmark—66.7%
NYT Connections (extended)74.2%—
CritPt19.1%—
Chess Puzzles21%—
Mystery Game Puzzles33%—
DTBench87.7%—
LMCA55.5%—
Bench to the Future 30.15—
Epoch Capabilities Index155.56—

Math GLM-5.3 leads

GLM-5.3: 62.1 (#27), Qwen3-Next 80B-A3B Instruct: 36.3 (#118)

Math benchmarks
BenchmarkGLM-5.3Qwen3-Next 80B-A3B Instruct
LMArena Math14931440
FrontierMath (Tiers 1-3)68.8%—
FrontierMath Tier 429.3%—
OTIS Mock AIME 2024-202591.1%—
ProofBench49%—
Omni-MATH—46.7%

Knowledge GLM-5.3 leads

GLM-5.3: 58.3 (#34), Qwen3-Next 80B-A3B Instruct: 41.3 (#102)

Knowledge benchmarks
BenchmarkGLM-5.3Qwen3-Next 80B-A3B Instruct
LMArena Expert15121416
GPQA Diamond90.9%—
SimpleQA Verified41%—
MMLU-Pro—78.6%
Vectara Hallucination Rate—9.3%
GPQA (HELM)—63%

Multilingual GLM-5.3 leads

GLM-5.3: 55.9 (#27), Qwen3-Next 80B-A3B Instruct: 52.3 (#88)

Multilingual benchmarks
BenchmarkGLM-5.3Qwen3-Next 80B-A3B Instruct
LMArena Non-English14571407
LMArena Chinese15231461
LMArena French14991415
LMArena German15051416
LMArena Japanese14381398
LMArena Korean14781366
LMArena Russian14601403
LMArena Spanish14441436

Instruction Following GLM-5.3 leads

GLM-5.3: 77.8 (#15), Qwen3-Next 80B-A3B Instruct: 71.0 (#154)

Instruction Following benchmarks
BenchmarkGLM-5.3Qwen3-Next 80B-A3B Instruct
LMArena Instruction Following14811388
IFEval—81%

Long Context GLM-5.3 leads

GLM-5.3: 45.5 (#32), Qwen3-Next 80B-A3B Instruct: 37.0 (#218)

Long Context benchmarks
BenchmarkGLM-5.3Qwen3-Next 80B-A3B Instruct
LMArena Longer Query14851403
Fiction.LiveBench—55.6%

Writing & Preference GLM-5.3 leads

GLM-5.3: 75.9 (#6), Qwen3-Next 80B-A3B Instruct: 58.2 (#116)

Writing & Preference benchmarks
BenchmarkGLM-5.3Qwen3-Next 80B-A3B Instruct
LMArena Text14731417
LMArena Creative Writing14591333
LMArena Multi-Turn14731415
EQ-Bench Creative Writing2075—
WildBench—80.7%

Frequently asked questions

Is GLM-5.3 better than Qwen3-Next 80B-A3B Instruct?

GLM-5.3 is the stronger model overall, scoring 54.6 to 42.5 on the Noometry Index. Qwen3-Next 80B-A3B Instruct costs 2.5× 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-Next 80B-A3B Instruct?

Qwen3-Next 80B-A3B Instruct is cheaper. It lists at $0.50 per million input tokens and $2 per million output tokens; GLM-5.3 lists at $1.40 and $4.40.

Is GLM-5.3 or Qwen3-Next 80B-A3B Instruct better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.0 versus 41.9 in the Noometry coding category.

Which has the bigger context window?

GLM-5.3 does, with 1M tokens against 131K.

How many benchmarks do GLM-5.3 and Qwen3-Next 80B-A3B Instruct share?

17 benchmarks have published results for both models. GLM-5.3 has 41 scored results on Noometry and Qwen3-Next 80B-A3B Instruct has 25.

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