Model comparison

Llama 13b vs StarCoder 2 15B

Llama 13b has enough public results to be ranked (#348); StarCoder 2 15B does not yet, so treat this comparison as directional.

Last verified . 5 shared benchmarks.

Llama 13b Meta

24.4

Rank #348 Confirmed

StarCoder 2 15B NVIDIA

38.1

Unranked Sparse

Summary

  • They share 5 benchmarks with published results for both. Llama 13b scores higher in 0 categories and StarCoder 2 15B in 1 category; one gap is clear of the uncertainty.
  • The widest gap is in coding, where StarCoder 2 15B leads 36.6 to 21.4.

Side by side

Llama 13b and StarCoder 2 15B specifications
Llama 13bStarCoder 2 15B
ProviderMetaNVIDIA
Noometry Index24.438.1
Released2023-02-242024-02-20
WeightsOpenOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked217

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Category by category

Coding StarCoder 2 15B leads

Llama 13b: 21.4 (#337), StarCoder 2 15B: 36.6

Coding benchmarks
BenchmarkLlama 13bStarCoder 2 15B
LMArena Coding683—
BigCodeBench Complete—38.4%
HumanEval+—37.8%

Reasoning Not comparable

Llama 13b: 14.0 (#329), StarCoder 2 15B: —

Reasoning benchmarks
BenchmarkLlama 13bStarCoder 2 15B
Epoch Capabilities Index100.58105
WinoGrande73%64.3%
LMArena Hard Prompts728—
BIG-Bench Hard37.9%—
HellaSwag79.2%—
LAMBADA75.2%—
PIQA80.1%—

Math Not comparable

Llama 13b: 26.7 (#256), StarCoder 2 15B: —

Math benchmarks
BenchmarkLlama 13bStarCoder 2 15B
GSM8K20.6%57.7%
LMArena Math838—

Knowledge Not comparable

Llama 13b: —, StarCoder 2 15B: —

Knowledge benchmarks
BenchmarkLlama 13bStarCoder 2 15B
ARC (AI2) Challenge52.7%47.2%
MMLU47.7%64.1%
BoolQ78.7%—
OpenBookQA56.4%—
TriviaQA77.9%—

Multimodal Not comparable

Llama 13b: —, StarCoder 2 15B: —

Multimodal benchmarks
BenchmarkLlama 13bStarCoder 2 15B
ScienceQA43.3%—

Multilingual Not comparable

Llama 13b: 16.6 (#297), StarCoder 2 15B: —

Multilingual benchmarks
BenchmarkLlama 13bStarCoder 2 15B
LMArena Non-English819—

Instruction Following Not comparable

Llama 13b: 36.7 (#305), StarCoder 2 15B: —

Instruction Following benchmarks
BenchmarkLlama 13bStarCoder 2 15B
LMArena Instruction Following781—

Writing & Preference Not comparable

Llama 13b: 13.8 (#312), StarCoder 2 15B: —

Writing & Preference benchmarks
BenchmarkLlama 13bStarCoder 2 15B
LMArena Text834—
LMArena Creative Writing794—
LMArena Multi-Turn753—

Frequently asked questions

Is Llama 13b better than StarCoder 2 15B?

Llama 13b has enough public results to be ranked (#348); StarCoder 2 15B does not yet, so treat this comparison as directional.

Is Llama 13b or StarCoder 2 15B better for coding?

StarCoder 2 15B scores higher on coding benchmarks: 36.6 versus 21.4 in the Noometry coding category.

How many benchmarks do Llama 13b and StarCoder 2 15B share?

5 benchmarks have published results for both models. Llama 13b has 21 scored results on Noometry and StarCoder 2 15B has 7.

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