Model comparison

Llama 3.2 3B vs StarCoder 2 3B

Llama 3.2 3B has enough public results to be ranked (#318); StarCoder 2 3B does not yet, so treat this comparison as directional.

Last verified . 1 shared benchmarks.

Llama 3.2 3B Meta

28.4

Rank #318 Confirmed

StarCoder 2 3B NVIDIA

35.8

Unranked Sparse

Summary

  • They share 1 benchmark with published results for both. Llama 3.2 3B 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 32.9 to 27.1.
  • The biggest single-benchmark swing is BigCodeBench Complete: 28.3% for Llama 3.2 3B and 21.4% for StarCoder 2 3B.

Side by side

Llama 3.2 3B and StarCoder 2 3B specifications
Llama 3.2 3BStarCoder 2 3B
ProviderMetaNVIDIA
Noometry Index28.435.8
Released2024-09-242024-02-22
WeightsOpenOpen
Context window131K—
Max output118K—
Input $ / M tokens$0.05—
Output $ / M tokens$0.33—
Results tracked187

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Category by category

Coding StarCoder 2 3B leads

Llama 3.2 3B: 27.1 (#314), StarCoder 2 3B: 32.9

Coding benchmarks
BenchmarkLlama 3.2 3BStarCoder 2 3B
BigCodeBench Complete28.3%21.4%
BigCodeBench Instruct23.4%—
LMArena Coding1098—
HumanEval+—27.4%

Agentic & Tool Use Not comparable

Llama 3.2 3B: 19.9 (#135), StarCoder 2 3B: —

Agentic & Tool Use benchmarks
BenchmarkLlama 3.2 3BStarCoder 2 3B
Berkeley Function Calling Leaderboard21.9%—
BALROG10.1%—

Reasoning Not comparable

Llama 3.2 3B: 20.1 (#225), StarCoder 2 3B: —

Reasoning benchmarks
BenchmarkLlama 3.2 3BStarCoder 2 3B
LMArena Hard Prompts1095—
Epoch Capabilities Index—88.01
WinoGrande—57.1%

Math Not comparable

Llama 3.2 3B: 29.9 (#213), StarCoder 2 3B: —

Math benchmarks
BenchmarkLlama 3.2 3BStarCoder 2 3B
LMArena Math1126—
GSM8K—21.6%

Knowledge Not comparable

Llama 3.2 3B: 29.1 (#232), StarCoder 2 3B: —

Knowledge benchmarks
BenchmarkLlama 3.2 3BStarCoder 2 3B
LMArena Expert1090—
ARC (AI2) Challenge—34.2%
MMLU—36.6%

Multilingual Not comparable

Llama 3.2 3B: 26.4 (#276), StarCoder 2 3B: —

Multilingual benchmarks
BenchmarkLlama 3.2 3BStarCoder 2 3B
LMArena Non-English1019—
LMArena Chinese1017—
LMArena German1056—
LMArena Russian949—

Instruction Following Not comparable

Llama 3.2 3B: 56.3 (#270), StarCoder 2 3B: —

Instruction Following benchmarks
BenchmarkLlama 3.2 3BStarCoder 2 3B
LMArena Instruction Following1089—

Long Context Not comparable

Llama 3.2 3B: 33.4 (#256), StarCoder 2 3B: —

Long Context benchmarks
BenchmarkLlama 3.2 3BStarCoder 2 3B
LMArena Longer Query1101—

Writing & Preference Not comparable

Llama 3.2 3B: 24.9 (#302), StarCoder 2 3B: —

Writing & Preference benchmarks
BenchmarkLlama 3.2 3BStarCoder 2 3B
LMArena Text1110—
LMArena Creative Writing1094—
EQ-Bench Creative Writing595—
LMArena Multi-Turn1105—

Frequently asked questions

Is Llama 3.2 3B better than StarCoder 2 3B?

Llama 3.2 3B has enough public results to be ranked (#318); StarCoder 2 3B does not yet, so treat this comparison as directional.

Is Llama 3.2 3B or StarCoder 2 3B better for coding?

StarCoder 2 3B scores higher on coding benchmarks: 32.9 versus 27.1 in the Noometry coding category.

How many benchmarks do Llama 3.2 3B and StarCoder 2 3B share?

1 benchmark has published results for both models. Llama 3.2 3B has 18 scored results on Noometry and StarCoder 2 3B has 7.

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