Model comparison

Gemma 2B vs StarCoder 2 3B

Gemma 2B has enough public results to be ranked (#307); StarCoder 2 3B does not yet, so treat this comparison as directional.

Last verified . 6 shared benchmarks.

Gemma 2B Google

29.6

Rank #307 Confirmed

StarCoder 2 3B NVIDIA

36.3

Unranked Sparse

Summary

  • They share 6 benchmarks with published results for both. Gemma 2B scores higher in 0 categories and StarCoder 2 3B in 1 category; one gap is clear of the uncertainty.
  • The widest gap is in coding, where StarCoder 2 3B leads 33.5 to 29.4.

Side by side

Gemma 2B and StarCoder 2 3B specifications
Gemma 2BStarCoder 2 3B
ProviderGoogleNVIDIA
Noometry Index29.636.3
Released2024-02-212024-02-22
WeightsOpenOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked237

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Category by category

Coding StarCoder 2 3B leads

Gemma 2B: 29.4 (#305), StarCoder 2 3B: 33.5

Coding benchmarks
BenchmarkGemma 2BStarCoder 2 3B
HumanEval+20.7%27.4%
LMArena Coding1010—
BigCodeBench Complete—21.4%
MBPP+34.1%—

Reasoning Not comparable

Gemma 2B: 18.8 (#275), StarCoder 2 3B: —

Reasoning benchmarks
BenchmarkGemma 2BStarCoder 2 3B
Epoch Capabilities Index94.288.76
WinoGrande65.4%57.1%
LMArena Hard Prompts989—
BIG-Bench Hard35.2%—
HellaSwag71.4%—
PIQA77.3%—

Math Not comparable

Gemma 2B: 30.0 (#239), StarCoder 2 3B: —

Math benchmarks
BenchmarkGemma 2BStarCoder 2 3B
GSM8K17.7%21.6%
LMArena Math1009—

Knowledge Not comparable

Gemma 2B: —, StarCoder 2 3B: —

Knowledge benchmarks
BenchmarkGemma 2BStarCoder 2 3B
ARC (AI2) Challenge42.1%34.2%
MMLU42.3%36.6%
BoolQ69.4%—
TriviaQA53.2%—

Multilingual Not comparable

Gemma 2B: 23.0 (#294), StarCoder 2 3B: —

Multilingual benchmarks
BenchmarkGemma 2BStarCoder 2 3B
LMArena Non-English958—
LMArena Chinese986—
LMArena Russian937—

Instruction Following Not comparable

Gemma 2B: 48.5 (#302), StarCoder 2 3B: —

Instruction Following benchmarks
BenchmarkGemma 2BStarCoder 2 3B
LMArena Instruction Following970—

Long Context Not comparable

Gemma 2B: 29.9 (#291), StarCoder 2 3B: —

Long Context benchmarks
BenchmarkGemma 2BStarCoder 2 3B
LMArena Longer Query981—

Writing & Preference Not comparable

Gemma 2B: 24.0 (#308), StarCoder 2 3B: —

Writing & Preference benchmarks
BenchmarkGemma 2BStarCoder 2 3B
LMArena Text1002—
LMArena Creative Writing987—
LMArena Multi-Turn945—

Frequently asked questions

Is Gemma 2B better than StarCoder 2 3B?

Gemma 2B has enough public results to be ranked (#307); StarCoder 2 3B does not yet, so treat this comparison as directional.

Is Gemma 2B or StarCoder 2 3B better for coding?

StarCoder 2 3B scores higher on coding benchmarks: 33.5 versus 29.4 in the Noometry coding category.

How many benchmarks do Gemma 2B and StarCoder 2 3B share?

6 benchmarks have published results for both models. Gemma 2B has 23 scored results on Noometry and StarCoder 2 3B has 7.

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