Model comparison

DeepSeek Coder 33B vs Llama 2-7B

Llama 2-7B has enough public results to be ranked (#317); DeepSeek Coder 33B does not yet, so treat this comparison as directional.

Last verified . 5 shared benchmarks.

DeepSeek Coder 33B DeepSeek

38.9

Unranked Sparse

Llama 2-7B Meta

29.1

Rank #317 Confirmed

Summary

  • They share 5 benchmarks with published results for both. DeepSeek Coder 33B scores higher in 1 category and Llama 2-7B in 0 categories; one gap is clear of the uncertainty.
  • The widest gap is in coding, where DeepSeek Coder 33B leads 38.0 to 29.2.

Side by side

DeepSeek Coder 33B and Llama 2-7B specifications
DeepSeek Coder 33BLlama 2-7B
ProviderDeepSeekMeta
Noometry Index38.929.1
Released2023-11-022023-07-18
WeightsOpenOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked929

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Category by category

Coding DeepSeek Coder 33B leads

DeepSeek Coder 33B: 38.0 (#184), Llama 2-7B: 29.2 (#307)

Coding benchmarks
BenchmarkDeepSeek Coder 33BLlama 2-7B
BigCodeBench Instruct42%—
LMArena Coding—1002
BigCodeBench Complete51.1%—
HumanEval+75%—
MBPP+70.1%—

Reasoning Not comparable

DeepSeek Coder 33B: —, Llama 2-7B: 15.7 (#312)

Reasoning benchmarks
BenchmarkDeepSeek Coder 33BLlama 2-7B
Epoch Capabilities Index96.3299.06
WinoGrande62%69.2%
Chess Puzzles—0%
LMArena Hard Prompts—1009
BIG-Bench Hard—39.2%
HellaSwag—77.2%
LAMBADA—73.3%
PIQA—78.8%

Math Not comparable

DeepSeek Coder 33B: —, Llama 2-7B: 30.7 (#233)

Math benchmarks
BenchmarkDeepSeek Coder 33BLlama 2-7B
GSM8K35.4%16.7%
LMArena Math—1042

Knowledge Not comparable

DeepSeek Coder 33B: —, Llama 2-7B: 28.2 (#248)

Knowledge benchmarks
BenchmarkDeepSeek Coder 33BLlama 2-7B
ARC (AI2) Challenge42.2%45.9%
MMLU39.4%45.8%
LMArena Expert—1036
BoolQ—77.9%
OpenBookQA—58.6%
TriviaQA—73.7%

Multimodal Not comparable

DeepSeek Coder 33B: —, Llama 2-7B: —

Multimodal benchmarks
BenchmarkDeepSeek Coder 33BLlama 2-7B
ScienceQA—43.1%

Multilingual Not comparable

DeepSeek Coder 33B: —, Llama 2-7B: 23.8 (#293)

Multilingual benchmarks
BenchmarkDeepSeek Coder 33BLlama 2-7B
LMArena Non-English—973
LMArena Chinese—973
LMArena French—970
LMArena German—978
LMArena Russian—995
LMArena Spanish—1007

Instruction Following Not comparable

DeepSeek Coder 33B: —, Llama 2-7B: 50.8 (#298)

Instruction Following benchmarks
BenchmarkDeepSeek Coder 33BLlama 2-7B
LMArena Instruction Following—1006

Long Context Not comparable

DeepSeek Coder 33B: —, Llama 2-7B: 30.4 (#287)

Long Context benchmarks
BenchmarkDeepSeek Coder 33BLlama 2-7B
LMArena Longer Query—999

Writing & Preference Not comparable

DeepSeek Coder 33B: —, Llama 2-7B: 28.0 (#298)

Writing & Preference benchmarks
BenchmarkDeepSeek Coder 33BLlama 2-7B
LMArena Text—1053
LMArena Creative Writing—1033
LMArena Multi-Turn—1029

Frequently asked questions

Is DeepSeek Coder 33B better than Llama 2-7B?

Llama 2-7B has enough public results to be ranked (#317); DeepSeek Coder 33B does not yet, so treat this comparison as directional.

Is DeepSeek Coder 33B or Llama 2-7B better for coding?

DeepSeek Coder 33B scores higher on coding benchmarks: 38.0 versus 29.2 in the Noometry coding category.

How many benchmarks do DeepSeek Coder 33B and Llama 2-7B share?

5 benchmarks have published results for both models. DeepSeek Coder 33B has 9 scored results on Noometry and Llama 2-7B has 29.

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