Model comparison

phi-3-medium 14B vs StarCoder 2 7B

phi-3-medium 14B has enough public results to be ranked (#306); StarCoder 2 7B does not yet, so treat this comparison as directional.

Last verified . 5 shared benchmarks.

phi-3-medium 14B Microsoft

29.7

Rank #306 Reported

StarCoder 2 7B NVIDIA

37.0

Unranked Sparse

Summary

  • They share 5 benchmarks with published results for both. phi-3-medium 14B scores higher in 1 category and StarCoder 2 7B in 0 categories; one gap is clear of the uncertainty.
  • The biggest single-benchmark swing is BigCodeBench Complete: 48.7% for phi-3-medium 14B and 27.7% for StarCoder 2 7B.

Side by side

phi-3-medium 14B and StarCoder 2 7B specifications
phi-3-medium 14BStarCoder 2 7B
ProviderMicrosoftNVIDIA
Noometry Index29.737.0
Released2024-04-232024-02-20
WeightsOpenOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked137

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Category by category

Coding phi-3-medium 14B leads

phi-3-medium 14B: 36.8 (#201), StarCoder 2 7B: 34.8

Coding benchmarks
Benchmarkphi-3-medium 14BStarCoder 2 7B
BigCodeBench Complete48.7%27.7%
BigCodeBench Instruct37.6%—
HumanEval+—29.9%

Reasoning Not comparable

phi-3-medium 14B: —, StarCoder 2 7B: —

Reasoning benchmarks
Benchmarkphi-3-medium 14BStarCoder 2 7B
Epoch Capabilities Index121.2393.56
WinoGrande81.5%57.1%
Adversarial NLI55.8%—
BIG-Bench Hard81.4%—
HellaSwag82.4%—

Math Not comparable

phi-3-medium 14B: 27.3 (#250), StarCoder 2 7B: —

Math benchmarks
Benchmarkphi-3-medium 14BStarCoder 2 7B
MATH Level 517.6%—
GSM8K—32.7%

Knowledge Not comparable

phi-3-medium 14B: 9.1 (#306), StarCoder 2 7B: —

Knowledge benchmarks
Benchmarkphi-3-medium 14BStarCoder 2 7B
ARC (AI2) Challenge91.6%38.7%
MMLU78%38.8%
GPQA Diamond27.6%—
OpenBookQA87.4%—
TriviaQA73.9%—

Frequently asked questions

Is phi-3-medium 14B better than StarCoder 2 7B?

phi-3-medium 14B has enough public results to be ranked (#306); StarCoder 2 7B does not yet, so treat this comparison as directional.

Is phi-3-medium 14B or StarCoder 2 7B better for coding?

phi-3-medium 14B scores higher on coding benchmarks: 36.8 versus 34.8 in the Noometry coding category.

How many benchmarks do phi-3-medium 14B and StarCoder 2 7B share?

5 benchmarks have published results for both models. phi-3-medium 14B has 13 scored results on Noometry and StarCoder 2 7B has 7.

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