Model comparison

Amazon Nova Experimental Chat 26 01 10 vs GLM-5.2

GLM-5.2 is the stronger model overall, scoring 50.9 to 42.2 on the Noometry Index.

Last verified . 13 shared benchmarks.

GLM-5.2 Z.ai (Zhipu)

50.9

Rank #38 Confirmed

Summary

  • They share 13 benchmarks with published results for both. Amazon Nova Experimental Chat 26 01 10 scores higher in 0 categories and GLM-5.2 in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where GLM-5.2 leads 55.4 to 35.8.
  • GLM-5.2 has downloadable open weights; the other is API-only.

Side by side

Amazon Nova Experimental Chat 26 01 10 and GLM-5.2 specifications
Amazon Nova Experimental Chat 26 01 10GLM-5.2
ProviderAmazonZ.ai (Zhipu)
Noometry Index42.250.9
Released—2026-06-13
WeightsProprietaryOpen
Context window—1M
Max output—131K
Input $ / M tokens—$1.40
Output $ / M tokens—$4.40
Results tracked1350

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Category by category

Coding GLM-5.2 leads

Amazon Nova Experimental Chat 26 01 10: 42.1 (#97), GLM-5.2: 50.9 (#37)

Coding benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10GLM-5.2
LMArena Coding14471484
SWE-bench Verified—78.7%
DeepSWE—43.8%
FrontierCode—24.5%
LMArena WebDev—1604
SciCode—50.5%
WeirdML—70.1%
ALE-Bench—1,047

Agentic & Tool Use Not comparable

Amazon Nova Experimental Chat 26 01 10: —, GLM-5.2: 31.6 (#63)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10GLM-5.2
τ²-bench Banking—37.1%
PostTrainBench—31.7%
GBAEval—0%
Vending-Bench 2—8,314

Reasoning GLM-5.2 leads

Amazon Nova Experimental Chat 26 01 10: 27.8 (#97), GLM-5.2: 42.1 (#46)

Reasoning benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10GLM-5.2
LMArena Hard Prompts14151480
ARC-AGI-2—22.8%
SimpleBench—58.8%
Kagi LLM Benchmark—62.6%
NYT Connections (extended)—74.3%
ARC-AGI-1—77%
CritPt—20.9%
Chess Puzzles—21%
EBR-Bench—9.5%
Mystery Game Puzzles—19%
DTBench—93.6%
LMCA—45.8%
Surface Evolver Bench—55.6%
Epoch Capabilities Index—151.76

Math GLM-5.2 leads

Amazon Nova Experimental Chat 26 01 10: 35.8 (#136), GLM-5.2: 55.4 (#35)

Math benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10GLM-5.2
LMArena Math14041482
FrontierMath (Tiers 1-3)—59.2%
FrontierMath Tier 4—29.3%
MathArena Final-Answer Competitions—67.6%
OTIS Mock AIME 2024-2025—86.4%
ProofBench—35%

Knowledge GLM-5.2 leads

Amazon Nova Experimental Chat 26 01 10: 39.7 (#115), GLM-5.2: 57.1 (#36)

Knowledge benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10GLM-5.2
LMArena Expert14451484
GPQA Diamond—91.9%
SimpleQA Verified—34.2%

Multilingual GLM-5.2 leads

Amazon Nova Experimental Chat 26 01 10: 50.4 (#121), GLM-5.2: 56.0 (#25)

Multilingual benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10GLM-5.2
LMArena Non-English13811459
LMArena Chinese13731518
LMArena Russian13931467
LMArena Spanish13901477
LMArena French—1476
LMArena German—1470
LMArena Japanese—1451
LMArena Korean—1445

Instruction Following GLM-5.2 leads

Amazon Nova Experimental Chat 26 01 10: 73.1 (#121), GLM-5.2: 77.1 (#32)

Instruction Following benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10GLM-5.2
LMArena Instruction Following13811465

Long Context GLM-5.2 leads

Amazon Nova Experimental Chat 26 01 10: 42.7 (#114), GLM-5.2: 45.3 (#43)

Long Context benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10GLM-5.2
LMArena Longer Query14011479

Writing & Preference GLM-5.2 leads

Amazon Nova Experimental Chat 26 01 10: 57.6 (#123), GLM-5.2: 70.7 (#20)

Writing & Preference benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10GLM-5.2
LMArena Text13961470
LMArena Creative Writing13311465
LMArena Multi-Turn13801468
EQ-Bench Creative Writing—1757
EQ-Bench 4—1222

Frequently asked questions

Is Amazon Nova Experimental Chat 26 01 10 better than GLM-5.2?

GLM-5.2 is the stronger model overall, scoring 50.9 to 42.2 on the Noometry Index.

Is Amazon Nova Experimental Chat 26 01 10 or GLM-5.2 better for coding?

GLM-5.2 scores higher on coding benchmarks: 50.9 versus 42.1 in the Noometry coding category.

How many benchmarks do Amazon Nova Experimental Chat 26 01 10 and GLM-5.2 share?

13 benchmarks have published results for both models. Amazon Nova Experimental Chat 26 01 10 has 13 scored results on Noometry and GLM-5.2 has 50.

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