Model comparison

Codellama 34b Instruct vs Llama 3.1-405B

Codellama 34b Instruct and Llama 3.1-405B score almost the same on the Noometry Index (30.8 vs 30.7), so choose on price, context window or the category you care about most.

Last verified . 10 shared benchmarks.

Codellama 34b Instruct Meta

30.8

Rank #287 Confirmed

Llama 3.1-405B Meta

30.7

Rank #288 Confirmed

Summary

  • They share 10 benchmarks with published results for both. Codellama 34b Instruct scores higher in 2 categories and Llama 3.1-405B in 5 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in multilingual, where Llama 3.1-405B leads 40.7 to 25.8.

Side by side

Codellama 34b Instruct and Llama 3.1-405B specifications
Codellama 34b InstructLlama 3.1-405B
ProviderMetaMeta
Noometry Index30.830.7
Released—2024-07-23
WeightsOpenOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked1442

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Category by category

Coding Llama 3.1-405B leads

Codellama 34b Instruct: 28.5 (#314), Llama 3.1-405B: 33.1 (#262)

Coding benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-405B
LMArena Coding10461291
WeirdML—21.4%
BigCodeBench Instruct29%—
BigCodeBench Complete37.1%—
HumanEval+43.9%—
MBPP+56.3%—

Agentic & Tool Use Not comparable

Codellama 34b Instruct: —, Llama 3.1-405B: 21.0 (#140)

Agentic & Tool Use benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-405B
TheAgentCompany—7.4%
Cybench—7.5%

Reasoning Codellama 34b Instruct leads

Codellama 34b Instruct: 19.6 (#255), Llama 3.1-405B: 16.8 (#300)

Reasoning benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-405B
LMArena Hard Prompts10321269
SimpleBench—23%
Kagi LLM Benchmark—45%
DTBench—61.4%
BIG-Bench Hard—82.9%
Epoch Capabilities Index—128.75
ForecastBench—59.9
HellaSwag—89.2%
PIQA—85.9%
WinoGrande—89.2%

Math Codellama 34b Instruct leads

Codellama 34b Instruct: 31.0 (#230), Llama 3.1-405B: 18.4 (#290)

Math benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-405B
LMArena Math10561281
OTIS Mock AIME 2024-2025—9.7%
Omni-MATH—24.9%
MATH Level 5—49.8%

Knowledge Not comparable

Codellama 34b Instruct: —, Llama 3.1-405B: 30.4 (#227)

Knowledge benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-405B
GPQA Diamond—50.9%
MMLU-Pro—72.3%
Confabulations—17.6%
GPQA (HELM)—52.2%
LMArena Expert—1243
ARC (AI2) Challenge—95.3%
MMLU—84.5%
TriviaQA—82.7%

Multilingual Llama 3.1-405B leads

Codellama 34b Instruct: 25.8 (#284), Llama 3.1-405B: 40.7 (#214)

Multilingual benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-405B
LMArena Non-English10111248
LMArena Chinese9761242
LMArena French—1279
LMArena German—1252
LMArena Japanese—1208
LMArena Korean—1184
LMArena Russian—1265
LMArena Spanish—1260

Instruction Following Llama 3.1-405B leads

Codellama 34b Instruct: 52.2 (#291), Llama 3.1-405B: 65.9 (#214)

Instruction Following benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-405B
LMArena Instruction Following10281259
IFEval—81.1%

Long Context Llama 3.1-405B leads

Codellama 34b Instruct: 30.9 (#284), Llama 3.1-405B: 38.4 (#197)

Long Context benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-405B
LMArena Longer Query10131266

Writing & Preference Llama 3.1-405B leads

Codellama 34b Instruct: 28.2 (#297), Llama 3.1-405B: 38.9 (#251)

Writing & Preference benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-405B
LMArena Text10661284
LMArena Creative Writing10321262
LMArena Multi-Turn10151297
EQ-Bench Creative Writing—870
WildBench—78.3%

Frequently asked questions

Is Codellama 34b Instruct better than Llama 3.1-405B?

Codellama 34b Instruct and Llama 3.1-405B score almost the same on the Noometry Index (30.8 vs 30.7), so choose on price, context window or the category you care about most.

Is Codellama 34b Instruct or Llama 3.1-405B better for coding?

Llama 3.1-405B scores higher on coding benchmarks: 33.1 versus 28.5 in the Noometry coding category.

How many benchmarks do Codellama 34b Instruct and Llama 3.1-405B share?

10 benchmarks have published results for both models. Codellama 34b Instruct has 14 scored results on Noometry and Llama 3.1-405B has 42.

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