Model comparison

Codellama 70b Instruct vs phi-3-medium 14B

Codellama 70b Instruct is the stronger model overall, scoring 33.7 to 29.7 on the Noometry Index.

Last verified . 2 shared benchmarks.

Codellama 70b Instruct Meta

33.7

Rank #237 Confirmed

phi-3-medium 14B Microsoft

29.7

Rank #306 Reported

Summary

  • They share 2 benchmarks with published results for both. Codellama 70b Instruct scores higher in 1 category and phi-3-medium 14B in 0 categories, but none of those gaps is larger than the uncertainty.

Side by side

Codellama 70b Instruct and phi-3-medium 14B specifications
Codellama 70b Instructphi-3-medium 14B
ProviderMetaMicrosoft
Noometry Index33.729.7
Released—2024-04-23
WeightsOpenOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked713

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Category by category

Coding Too close to call

Codellama 70b Instruct: 37.6 (#193), phi-3-medium 14B: 36.8 (#201)

Coding benchmarks
BenchmarkCodellama 70b Instructphi-3-medium 14B
BigCodeBench Instruct40.7%37.6%
BigCodeBench Complete49.6%48.7%
HumanEval+65.9%—

Reasoning Not comparable

Codellama 70b Instruct: 20.1 (#242), phi-3-medium 14B: —

Reasoning benchmarks
BenchmarkCodellama 70b Instructphi-3-medium 14B
LMArena Hard Prompts1052—
Adversarial NLI—55.8%
BIG-Bench Hard—81.4%
Epoch Capabilities Index—121.23
HellaSwag—82.4%
WinoGrande—81.5%

Math Not comparable

Codellama 70b Instruct: —, phi-3-medium 14B: 27.3 (#250)

Math benchmarks
BenchmarkCodellama 70b Instructphi-3-medium 14B
MATH Level 5—17.6%

Knowledge Not comparable

Codellama 70b Instruct: —, phi-3-medium 14B: 9.1 (#306)

Knowledge benchmarks
BenchmarkCodellama 70b Instructphi-3-medium 14B
GPQA Diamond—27.6%
ARC (AI2) Challenge—91.6%
MMLU—78%
OpenBookQA—87.4%
TriviaQA—73.9%

Multilingual Not comparable

Codellama 70b Instruct: 24.8 (#288), phi-3-medium 14B: —

Multilingual benchmarks
BenchmarkCodellama 70b Instructphi-3-medium 14B
LMArena Non-English992—

Instruction Following Not comparable

Codellama 70b Instruct: 51.9 (#293), phi-3-medium 14B: —

Instruction Following benchmarks
BenchmarkCodellama 70b Instructphi-3-medium 14B
LMArena Instruction Following1024—

Writing & Preference Not comparable

Codellama 70b Instruct: 33.4 (#277), phi-3-medium 14B: —

Writing & Preference benchmarks
BenchmarkCodellama 70b Instructphi-3-medium 14B
LMArena Text1057—

Frequently asked questions

Is Codellama 70b Instruct better than phi-3-medium 14B?

Codellama 70b Instruct is the stronger model overall, scoring 33.7 to 29.7 on the Noometry Index.

Is Codellama 70b Instruct or phi-3-medium 14B better for coding?

They score almost the same on coding (37.6 vs 36.8); test both on your own repository before choosing.

How many benchmarks do Codellama 70b Instruct and phi-3-medium 14B share?

2 benchmarks have published results for both models. Codellama 70b Instruct has 7 scored results on Noometry and phi-3-medium 14B has 13.

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