Model comparison

Codellama 34b Instruct vs Mixtral 8x7B

Codellama 34b Instruct is the stronger model overall, scoring 30.8 to 27.1 on the Noometry Index.

Last verified . 12 shared benchmarks.

Codellama 34b Instruct Meta

30.8

Rank #287 Confirmed

Mixtral 8x7B Mistral AI

27.1

Rank #334 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Codellama 34b Instruct scores higher in 3 categories and Mixtral 8x7B in 4 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in math, where Codellama 34b Instruct leads 31.0 to 18.8.

Side by side

Codellama 34b Instruct and Mixtral 8x7B specifications
Codellama 34b InstructMixtral 8x7B
ProviderMetaMistral AI
Noometry Index30.827.1
Released—2023-12-11
WeightsOpenOpen
Context window—32K
Max output—32K
Input $ / M tokens—$0.70
Output $ / M tokens—$0.70
Results tracked1438

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Category by category

Coding Mixtral 8x7B leads

Codellama 34b Instruct: 28.5 (#314), Mixtral 8x7B: 32.8 (#269)

Coding benchmarks
BenchmarkCodellama 34b InstructMixtral 8x7B
LMArena Coding10461126
HumanEval+43.9%39.6%
MBPP+56.3%49.7%
BigCodeBench Instruct29%—
BigCodeBench Complete37.1%—

Reasoning Codellama 34b Instruct leads

Codellama 34b Instruct: 19.6 (#255), Mixtral 8x7B: 18.2 (#285)

Reasoning benchmarks
BenchmarkCodellama 34b InstructMixtral 8x7B
LMArena Hard Prompts10321115
DTBench—49.6%
Adversarial NLI—55.2%
Epoch Capabilities Index—118.47
ForecastBench—56.3
HellaSwag—86.7%
PIQA—83.6%
WinoGrande—77.2%

Math Codellama 34b Instruct leads

Codellama 34b Instruct: 31.0 (#230), Mixtral 8x7B: 18.8 (#289)

Math benchmarks
BenchmarkCodellama 34b InstructMixtral 8x7B
LMArena Math10561147
Omni-MATH—10.5%
MATH Level 5—10%
GSM8K—74.4%

Knowledge Not comparable

Codellama 34b Instruct: —, Mixtral 8x7B: 11.0 (#301)

Knowledge benchmarks
BenchmarkCodellama 34b InstructMixtral 8x7B
GPQA Diamond—30.6%
MMLU-Pro—33.5%
GPQA (HELM)—29.6%
LMArena Expert—1088
ARC (AI2) Challenge—87.3%
MMLU—70.6%
OpenBookQA—85.8%
TriviaQA—82.2%

Multilingual Mixtral 8x7B leads

Codellama 34b Instruct: 25.8 (#284), Mixtral 8x7B: 29.6 (#266)

Multilingual benchmarks
BenchmarkCodellama 34b InstructMixtral 8x7B
LMArena Non-English10111077
LMArena Chinese9761055
LMArena French—1166
LMArena German—1114
LMArena Japanese—931
LMArena Korean—968
LMArena Russian—1090
LMArena Spanish—1111

Instruction Following Codellama 34b Instruct leads

Codellama 34b Instruct: 52.2 (#291), Mixtral 8x7B: 51.0 (#297)

Instruction Following benchmarks
BenchmarkCodellama 34b InstructMixtral 8x7B
LMArena Instruction Following10281109
IFEval—57.5%

Long Context Mixtral 8x7B leads

Codellama 34b Instruct: 30.9 (#284), Mixtral 8x7B: 33.4 (#260)

Long Context benchmarks
BenchmarkCodellama 34b InstructMixtral 8x7B
LMArena Longer Query10131103

Writing & Preference Mixtral 8x7B leads

Codellama 34b Instruct: 28.2 (#297), Mixtral 8x7B: 34.2 (#270)

Writing & Preference benchmarks
BenchmarkCodellama 34b InstructMixtral 8x7B
LMArena Text10661132
LMArena Creative Writing10321109
LMArena Multi-Turn10151115
WildBench—67.3%

Frequently asked questions

Is Codellama 34b Instruct better than Mixtral 8x7B?

Codellama 34b Instruct is the stronger model overall, scoring 30.8 to 27.1 on the Noometry Index.

Is Codellama 34b Instruct or Mixtral 8x7B better for coding?

Mixtral 8x7B scores higher on coding benchmarks: 32.8 versus 28.5 in the Noometry coding category.

How many benchmarks do Codellama 34b Instruct and Mixtral 8x7B share?

12 benchmarks have published results for both models. Codellama 34b Instruct has 14 scored results on Noometry and Mixtral 8x7B has 38.

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