Model comparison

StarCoder 2 3B vs Step 5 Preview

Step 5 Preview has enough public results to be ranked (#58); StarCoder 2 3B does not yet, so treat this comparison as directional.

Last verified . 0 shared benchmarks.

StarCoder 2 3B NVIDIA

36.3

Unranked Sparse

Step 5 Preview StepFun

47.9

Rank #58 Confirmed

Summary

  • The widest gap is in coding, where Step 5 Preview leads 51.8 to 33.5.
  • StarCoder 2 3B has downloadable open weights; the other is API-only.

Side by side

StarCoder 2 3B and Step 5 Preview specifications
StarCoder 2 3BStep 5 Preview
ProviderNVIDIAStepFun
Noometry Index36.347.9
Released2024-02-222026-09-16
WeightsOpenProprietary
Context window—1.02M
Max output—66K
Input $ / M tokens—$1
Output $ / M tokens—$2.70
Results tracked718

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Category by category

Coding Step 5 Preview leads

StarCoder 2 3B: 33.5, Step 5 Preview: 51.8 (#36)

Coding benchmarks
BenchmarkStarCoder 2 3BStep 5 Preview
LMArena WebDev—1564
SciCode—58.9%
LMArena Coding—1480
BigCodeBench Complete21.4%—
HumanEval+27.4%—

Reasoning Not comparable

StarCoder 2 3B: —, Step 5 Preview: 40.0 (#57)

Reasoning benchmarks
BenchmarkStarCoder 2 3BStep 5 Preview
CritPt—20.9%
LMArena Hard Prompts—1465
Epoch Capabilities Index88.76—
WinoGrande57.1%—

Math Not comparable

StarCoder 2 3B: —, Step 5 Preview: 46.1 (#72)

Math benchmarks
BenchmarkStarCoder 2 3BStep 5 Preview
ProofBench—42%
LMArena Math—1470
GSM8K21.6%—

Knowledge Not comparable

StarCoder 2 3B: —, Step 5 Preview: 41.2 (#112)

Knowledge benchmarks
BenchmarkStarCoder 2 3BStep 5 Preview
LMArena Expert—1470
ARC (AI2) Challenge34.2%—
MMLU36.6%—

Multimodal Not comparable

StarCoder 2 3B: —, Step 5 Preview: 41.0 (#41)

Multimodal benchmarks
BenchmarkStarCoder 2 3BStep 5 Preview
LMArena Vision—1267

Multilingual Not comparable

StarCoder 2 3B: —, Step 5 Preview: 53.8 (#54)

Multilingual benchmarks
BenchmarkStarCoder 2 3BStep 5 Preview
LMArena Non-English—1432
LMArena Chinese—1519
LMArena Russian—1436
LMArena Spanish—1439

Instruction Following Not comparable

StarCoder 2 3B: —, Step 5 Preview: 76.0 (#50)

Instruction Following benchmarks
BenchmarkStarCoder 2 3BStep 5 Preview
LMArena Instruction Following—1444

Long Context Not comparable

StarCoder 2 3B: —, Step 5 Preview: 44.5 (#64)

Long Context benchmarks
BenchmarkStarCoder 2 3BStep 5 Preview
LMArena Longer Query—1455

Writing & Preference Not comparable

StarCoder 2 3B: —, Step 5 Preview: 62.8 (#71)

Writing & Preference benchmarks
BenchmarkStarCoder 2 3BStep 5 Preview
LMArena Text—1442
LMArena Creative Writing—1410
LMArena Multi-Turn—1447

Frequently asked questions

Is StarCoder 2 3B better than Step 5 Preview?

Step 5 Preview has enough public results to be ranked (#58); StarCoder 2 3B does not yet, so treat this comparison as directional.

Is StarCoder 2 3B or Step 5 Preview better for coding?

Step 5 Preview scores higher on coding benchmarks: 51.8 versus 33.5 in the Noometry coding category.

How many benchmarks do StarCoder 2 3B and Step 5 Preview share?

0 benchmarks have published results for both models. StarCoder 2 3B has 7 scored results on Noometry and Step 5 Preview has 18.

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