Model comparison

Codellama 34b Instruct vs Llama 3.1-70B

Codellama 34b Instruct and Llama 3.1-70B score almost the same on the Noometry Index (30.2 vs 29.4), so choose on price, context window or the category you care about most.

Last verified . 12 shared benchmarks.

Codellama 34b Instruct Meta

30.2

Rank #285 Confirmed

Llama 3.1-70B Meta

29.4

Rank #299 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Codellama 34b Instruct scores higher in 1 category and Llama 3.1-70B in 6 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in math, where Codellama 34b Instruct leads 28.5 to 12.7.
  • The biggest single-benchmark swing is BigCodeBench Complete: 37.1% for Codellama 34b Instruct and 54.8% for Llama 3.1-70B.

Side by side

Codellama 34b Instruct and Llama 3.1-70B specifications
Codellama 34b InstructLlama 3.1-70B
ProviderMetaMeta
Noometry Index30.229.4
Released—2024-07-23
WeightsOpenOpen
Context window—128K
Max output—4K
Input $ / M tokens—$0.40
Output $ / M tokens—$0.40
Results tracked1435

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Category by category

Coding Llama 3.1-70B leads

Codellama 34b Instruct: 28.0 (#310), Llama 3.1-70B: 29.8 (#292)

Coding benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-70B
BigCodeBench Instruct29%46.1%
LMArena Coding10461260
BigCodeBench Complete37.1%54.8%
WeirdML—9%
HumanEval+43.9%—
MBPP+56.3%—

Agentic & Tool Use Not comparable

Codellama 34b Instruct: —, Llama 3.1-70B: 24.9 (#104)

Agentic & Tool Use benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-70B
TheAgentCompany—6.9%
BALROG—27.9%

Reasoning Llama 3.1-70B leads

Codellama 34b Instruct: 18.8 (#250), Llama 3.1-70B: 20.8 (#215)

Reasoning benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-70B
LMArena Hard Prompts10321241
DTBench—60%
LMCA—14.8%
Epoch Capabilities Index—125.91

Math Codellama 34b Instruct leads

Codellama 34b Instruct: 28.5 (#227), Llama 3.1-70B: 12.7 (#298)

Math benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-70B
LMArena Math10561252
OTIS Mock AIME 2024-2025—3.6%
Omni-MATH—21%
MATH Level 5—36.7%

Knowledge Not comparable

Codellama 34b Instruct: —, Llama 3.1-70B: 24.1 (#264)

Knowledge benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-70B
GPQA Diamond—44.2%
MMLU-Pro—65.3%
GPQA (HELM)—42.6%
LMArena Expert—1209
MMLU—80.1%

Multilingual Llama 3.1-70B leads

Codellama 34b Instruct: 25.9 (#279), Llama 3.1-70B: 38.9 (#220)

Multilingual benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-70B
LMArena Non-English10111219
LMArena Chinese9761215
LMArena French—1260
LMArena German—1222
LMArena Japanese—1132
LMArena Korean—1140
LMArena Russian—1234
LMArena Spanish—1253

Instruction Following Llama 3.1-70B leads

Codellama 34b Instruct: 52.4 (#286), Llama 3.1-70B: 65.5 (#218)

Instruction Following benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-70B
LMArena Instruction Following10281231
IFEval—82.1%

Long Context Llama 3.1-70B leads

Codellama 34b Instruct: 30.8 (#279), Llama 3.1-70B: 37.6 (#208)

Long Context benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-70B
LMArena Longer Query10141241

Writing & Preference Llama 3.1-70B leads

Codellama 34b Instruct: 28.4 (#292), Llama 3.1-70B: 35.6 (#262)

Writing & Preference benchmarks
BenchmarkCodellama 34b InstructLlama 3.1-70B
LMArena Text10661261
LMArena Creative Writing10321232
LMArena Multi-Turn10151256
EQ-Bench Creative Writing—784
WildBench—75.8%

Frequently asked questions

Is Codellama 34b Instruct better than Llama 3.1-70B?

Codellama 34b Instruct and Llama 3.1-70B score almost the same on the Noometry Index (30.2 vs 29.4), so choose on price, context window or the category you care about most.

Is Codellama 34b Instruct or Llama 3.1-70B better for coding?

Llama 3.1-70B scores higher on coding benchmarks: 29.8 versus 28.0 in the Noometry coding category.

How many benchmarks do Codellama 34b Instruct and Llama 3.1-70B share?

12 benchmarks have published results for both models. Codellama 34b Instruct has 14 scored results on Noometry and Llama 3.1-70B has 35.

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