Model comparison

Amazon Nova Pro vs Step 3

Step 3 is the stronger model overall, scoring 40.5 to 31.0 on the Noometry Index.

Last verified . 16 shared benchmarks.

Amazon Nova Pro Amazon

31.0

Rank #281 Confirmed

Step 3 StepFun

40.5

Rank #149 Confirmed

Summary

  • They share 16 benchmarks with published results for both. Amazon Nova Pro scores higher in 0 categories and Step 3 in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in multimodal, where Step 3 leads 35.5 to 25.0.
  • Step 3 has downloadable open weights; the other is API-only.

Side by side

Amazon Nova Pro and Step 3 specifications
Amazon Nova ProStep 3
ProviderAmazonStepFun
Noometry Index31.040.5
Released2024-12-03—
WeightsProprietaryOpen
Context window300K—
Max output10K—
Input $ / M tokens$0.80—
Output $ / M tokens$3.20—
Results tracked3817

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Category by category

Coding Step 3 leads

Amazon Nova Pro: 35.1 (#229), Step 3: 40.1 (#147)

Coding benchmarks
BenchmarkAmazon Nova ProStep 3
LMArena Coding12701367
LiveBench Coding38.1%—

Agentic & Tool Use Not comparable

Amazon Nova Pro: 16.7 (#147), Step 3: —

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova ProStep 3
Berkeley Function Calling Leaderboard25%—
TheAgentCompany1.7%—

Reasoning Step 3 leads

Amazon Nova Pro: 20.0 (#243), Step 3: 28.4 (#105)

Reasoning benchmarks
BenchmarkAmazon Nova ProStep 3
LMArena Hard Prompts12461355
Kagi LLM Benchmark—62.3%
LiveBench Reasoning32.6%—
LiveBench Data Analysis48.3%—
Epoch Capabilities Index123.8—
LiveBench43.5%—

Math Step 3 leads

Amazon Nova Pro: 28.5 (#243), Step 3: 37.6 (#148)

Math benchmarks
BenchmarkAmazon Nova ProStep 3
LMArena Math12521366
Omni-MATH24.2%—
LiveBench Math38%—

Knowledge Step 3 leads

Amazon Nova Pro: 27.4 (#250), Step 3: 36.8 (#164)

Knowledge benchmarks
BenchmarkAmazon Nova ProStep 3
LMArena Expert12111333
Humanity's Last Exam4.4%—
MMLU-Pro67.3%—
Confabulations30.1%—
Vectara Hallucination Rate5.1%—
GPQA (HELM)44.6%—
MMLU82%—

Multimodal Step 3 leads

Amazon Nova Pro: 25.0 (#126), Step 3: 35.5 (#86)

Multimodal benchmarks
BenchmarkAmazon Nova ProStep 3
LMArena Vision9801177

Multilingual Step 3 leads

Amazon Nova Pro: 39.7 (#223), Step 3: 46.3 (#159)

Multilingual benchmarks
BenchmarkAmazon Nova ProStep 3
LMArena Non-English12341327
LMArena Chinese12441397
LMArena German12431371
LMArena Korean12031269
LMArena Russian12401331
LMArena Spanish11821371
LMArena French1271—
LMArena Japanese1200—

Instruction Following Step 3 leads

Amazon Nova Pro: 64.9 (#226), Step 3: 70.4 (#164)

Instruction Following benchmarks
BenchmarkAmazon Nova ProStep 3
LMArena Instruction Following12351332
LiveBench Instruction Following67.1%—
IFEval81.5%—

Long Context Step 3 leads

Amazon Nova Pro: 38.1 (#205), Step 3: 40.3 (#157)

Long Context benchmarks
BenchmarkAmazon Nova ProStep 3
LMArena Longer Query12551326

Writing & Preference Step 3 leads

Amazon Nova Pro: 43.9 (#226), Step 3: 54.3 (#151)

Writing & Preference benchmarks
BenchmarkAmazon Nova ProStep 3
LMArena Text12591350
LMArena Creative Writing12121321
LMArena Multi-Turn12461341
Short-Story Creative Writing60.5%—
WildBench77.7%—
LiveBench Language37%—

Frequently asked questions

Is Amazon Nova Pro better than Step 3?

Step 3 is the stronger model overall, scoring 40.5 to 31.0 on the Noometry Index.

Is Amazon Nova Pro or Step 3 better for coding?

Step 3 scores higher on coding benchmarks: 40.1 versus 35.1 in the Noometry coding category.

How many benchmarks do Amazon Nova Pro and Step 3 share?

16 benchmarks have published results for both models. Amazon Nova Pro has 38 scored results on Noometry and Step 3 has 17.

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