Model comparison

GLM-5.3 vs Nemotron 3 Super

GLM-5.3 is the stronger model overall, scoring 54.6 to 39.6 on the Noometry Index. Nemotron 3 Super costs 12× less per token, which makes it the better buy when GLM-5.3's lead doesn't matter for your workload.

Last verified . 20 shared benchmarks.

GLM-5.3 Z.ai (Zhipu)

54.6

Rank #25 Confirmed

Nemotron 3 Super NVIDIA

39.6

Rank #147 Confirmed

Summary

  • They share 20 benchmarks with published results for both. GLM-5.3 scores higher in 8 categories and Nemotron 3 Super in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where GLM-5.3 leads 45.2 to 17.9.
  • The biggest single-benchmark swing is NYT Connections (extended): 74.2% for GLM-5.3 and 15.4% for Nemotron 3 Super.
  • Nemotron 3 Super is cheaper at $0.08 / $0.45 per million input/output tokens, against $1.40 / $4.40 for GLM-5.3.
  • GLM-5.3 accepts more context: 1M tokens versus 262K.

Side by side

GLM-5.3 and Nemotron 3 Super specifications
GLM-5.3Nemotron 3 Super
ProviderZ.ai (Zhipu)NVIDIA
Noometry Index54.639.6
Released2026-08-142026-03-11
WeightsOpenOpen
Context window1M262K
Max output131K131K
Input $ / M tokens$1.40$0.08
Output $ / M tokens$4.40$0.45
Results tracked4121

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Category by category

Coding GLM-5.3 leads

GLM-5.3: 59.0 (#12), Nemotron 3 Super: 38.9 (#153)

Coding benchmarks
BenchmarkGLM-5.3Nemotron 3 Super
SciCode59%36%
WeirdML75.4%38%
LMArena Coding14991403
ALE-Bench1,317213.9
DeepSWE69%—
FrontierCode40.1%—
LMArena WebDev1623—
FrontierSWE30.2%—

Agentic & Tool Use Not comparable

GLM-5.3: 36.3 (#34), Nemotron 3 Super: —

Agentic & Tool Use benchmarks
BenchmarkGLM-5.3Nemotron 3 Super
APEX-Agents56.6%—
Vending-Bench 28,164—

Reasoning GLM-5.3 leads

GLM-5.3: 45.2 (#42), Nemotron 3 Super: 17.9 (#274)

Reasoning benchmarks
BenchmarkGLM-5.3Nemotron 3 Super
NYT Connections (extended)74.2%15.4%
CritPt19.1%3.1%
LMArena Hard Prompts14911386
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), Nemotron 3 Super: 37.6 (#95)

Math benchmarks
BenchmarkGLM-5.3Nemotron 3 Super
LMArena Math14931381
FrontierMath (Tiers 1-3)68.8%—
FrontierMath Tier 429.3%—
MathArena Final-Answer Competitions—60.4%
OTIS Mock AIME 2024-202591.1%—
ProofBench49%—

Knowledge GLM-5.3 leads

GLM-5.3: 58.3 (#34), Nemotron 3 Super: 38.2 (#136)

Knowledge benchmarks
BenchmarkGLM-5.3Nemotron 3 Super
LMArena Expert15121397
GPQA Diamond90.9%—
SimpleQA Verified41%—

Multilingual GLM-5.3 leads

GLM-5.3: 55.9 (#27), Nemotron 3 Super: 48.6 (#139)

Multilingual benchmarks
BenchmarkGLM-5.3Nemotron 3 Super
LMArena Non-English14571356
LMArena Chinese15231430
LMArena French14991404
LMArena German15051341
LMArena Russian14601336
LMArena Spanish14441417
LMArena Japanese1438—
LMArena Korean1478—

Instruction Following GLM-5.3 leads

GLM-5.3: 77.8 (#15), Nemotron 3 Super: 71.4 (#149)

Instruction Following benchmarks
BenchmarkGLM-5.3Nemotron 3 Super
LMArena Instruction Following14811347

Long Context GLM-5.3 leads

GLM-5.3: 45.5 (#32), Nemotron 3 Super: 41.5 (#134)

Long Context benchmarks
BenchmarkGLM-5.3Nemotron 3 Super
LMArena Longer Query14851362

Writing & Preference GLM-5.3 leads

GLM-5.3: 75.9 (#6), Nemotron 3 Super: 56.1 (#135)

Writing & Preference benchmarks
BenchmarkGLM-5.3Nemotron 3 Super
LMArena Text14731378
LMArena Creative Writing14591317
LMArena Multi-Turn14731369
EQ-Bench Creative Writing2075—

Frequently asked questions

Is GLM-5.3 better than Nemotron 3 Super?

GLM-5.3 is the stronger model overall, scoring 54.6 to 39.6 on the Noometry Index. Nemotron 3 Super costs 12× 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 Nemotron 3 Super?

Nemotron 3 Super is cheaper. It lists at $0.08 per million input tokens and $0.45 per million output tokens; GLM-5.3 lists at $1.40 and $4.40.

Is GLM-5.3 or Nemotron 3 Super better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.0 versus 38.9 in the Noometry coding category.

Which has the bigger context window?

GLM-5.3 does, with 1M tokens against 262K.

How many benchmarks do GLM-5.3 and Nemotron 3 Super share?

20 benchmarks have published results for both models. GLM-5.3 has 41 scored results on Noometry and Nemotron 3 Super has 21.

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