Model comparison

Mistral 7B vs StarCoder 2 15B

Mistral 7B has enough public results to be ranked (#351); StarCoder 2 15B does not yet, so treat this comparison as directional.

Last verified . 7 shared benchmarks.

Mistral 7B Mistral AI

23.0

Rank #351 Confirmed

StarCoder 2 15B NVIDIA

38.1

Unranked Sparse

Summary

  • They share 7 benchmarks with published results for both. Mistral 7B 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 26.4.
  • The biggest single-benchmark swing is BigCodeBench Complete: 27.3% for Mistral 7B and 38.4% for StarCoder 2 15B.

Side by side

Mistral 7B and StarCoder 2 15B specifications
Mistral 7BStarCoder 2 15B
ProviderMistral AINVIDIA
Noometry Index23.038.1
Released2023-09-272024-02-20
WeightsOpenOpen
Context window8K—
Max output8K—
Input $ / M tokens$0.25—
Output $ / M tokens$0.25—
Results tracked377

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Category by category

Coding StarCoder 2 15B leads

Mistral 7B: 26.4 (#326), StarCoder 2 15B: 36.6

Coding benchmarks
BenchmarkMistral 7BStarCoder 2 15B
BigCodeBench Complete27.3%38.4%
HumanEval+36%37.8%
BigCodeBench Instruct19.5%—
LMArena Coding1082—
MBPP+42.1%—

Reasoning Not comparable

Mistral 7B: 13.1 (#336), StarCoder 2 15B: —

Reasoning benchmarks
BenchmarkMistral 7BStarCoder 2 15B
Epoch Capabilities Index112.21105
WinoGrande75.3%64.3%
Chess Puzzles0%—
LMArena Hard Prompts1067—
DTBench42.5%—
Adversarial NLI47.1%—
BIG-Bench Hard56.1%—
HellaSwag81%—
PIQA83%—

Math Not comparable

Mistral 7B: 8.1 (#325), StarCoder 2 15B: —

Math benchmarks
BenchmarkMistral 7BStarCoder 2 15B
GSM8K54.4%57.7%
OTIS Mock AIME 2024-20250.3%—
LMArena Math1085—
MATH Level 53.7%—

Knowledge Not comparable

Mistral 7B: 7.4 (#311), StarCoder 2 15B: —

Knowledge benchmarks
BenchmarkMistral 7BStarCoder 2 15B
ARC (AI2) Challenge78.6%47.2%
MMLU62.5%64.1%
GPQA Diamond15.2%—
LMArena Expert1036—
BoolQ87.4%—
OpenBookQA79.8%—
TriviaQA75.2%—

Multilingual Not comparable

Mistral 7B: 25.8 (#283), StarCoder 2 15B: —

Multilingual benchmarks
BenchmarkMistral 7BStarCoder 2 15B
LMArena Non-English1012—
LMArena Chinese1009—
LMArena French1037—
LMArena German987—
LMArena Japanese878—
LMArena Russian1018—
LMArena Spanish1026—

Instruction Following Not comparable

Mistral 7B: 54.2 (#280), StarCoder 2 15B: —

Instruction Following benchmarks
BenchmarkMistral 7BStarCoder 2 15B
LMArena Instruction Following1060—

Long Context Not comparable

Mistral 7B: 32.2 (#271), StarCoder 2 15B: —

Long Context benchmarks
BenchmarkMistral 7BStarCoder 2 15B
LMArena Longer Query1060—

Writing & Preference Not comparable

Mistral 7B: 30.7 (#286), StarCoder 2 15B: —

Writing & Preference benchmarks
BenchmarkMistral 7BStarCoder 2 15B
LMArena Text1090—
LMArena Creative Writing1068—
LMArena Multi-Turn1062—

Frequently asked questions

Is Mistral 7B better than StarCoder 2 15B?

Mistral 7B has enough public results to be ranked (#351); StarCoder 2 15B does not yet, so treat this comparison as directional.

Is Mistral 7B or StarCoder 2 15B better for coding?

StarCoder 2 15B scores higher on coding benchmarks: 36.6 versus 26.4 in the Noometry coding category.

How many benchmarks do Mistral 7B and StarCoder 2 15B share?

7 benchmarks have published results for both models. Mistral 7B has 37 scored results on Noometry and StarCoder 2 15B has 7.

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