Model comparison

DeepSeek Coder 6.7B vs Gemma 2B

Gemma 2B has enough public results to be ranked (#307); DeepSeek Coder 6.7B does not yet, so treat this comparison as directional.

Last verified . 7 shared benchmarks.

DeepSeek Coder 6.7B DeepSeek

37.6

Unranked Sparse

Gemma 2B Google

29.6

Rank #307 Confirmed

Summary

  • They share 7 benchmarks with published results for both. DeepSeek Coder 6.7B scores higher in 1 category and Gemma 2B in 0 categories; one gap is clear of the uncertainty.
  • The widest gap is in coding, where DeepSeek Coder 6.7B leads 35.8 to 29.4.

Side by side

DeepSeek Coder 6.7B and Gemma 2B specifications
DeepSeek Coder 6.7BGemma 2B
ProviderDeepSeekGoogle
Noometry Index37.629.6
Released2023-11-022024-02-21
WeightsOpenOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked923

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Category by category

Coding DeepSeek Coder 6.7B leads

DeepSeek Coder 6.7B: 35.8 (#219), Gemma 2B: 29.4 (#305)

Coding benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 2B
HumanEval+71.3%20.7%
MBPP+65.6%34.1%
BigCodeBench Instruct35.5%—
LMArena Coding—1010
BigCodeBench Complete43.8%—

Reasoning Not comparable

DeepSeek Coder 6.7B: —, Gemma 2B: 18.8 (#275)

Reasoning benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 2B
Epoch Capabilities Index89.6294.2
WinoGrande57.6%65.4%
LMArena Hard Prompts—989
BIG-Bench Hard—35.2%
HellaSwag—71.4%
PIQA—77.3%

Math Not comparable

DeepSeek Coder 6.7B: —, Gemma 2B: 30.0 (#239)

Math benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 2B
GSM8K21.3%17.7%
LMArena Math—1009

Knowledge Not comparable

DeepSeek Coder 6.7B: —, Gemma 2B: —

Knowledge benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 2B
ARC (AI2) Challenge36.4%42.1%
MMLU36.4%42.3%
BoolQ—69.4%
TriviaQA—53.2%

Multilingual Not comparable

DeepSeek Coder 6.7B: —, Gemma 2B: 23.0 (#294)

Multilingual benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 2B
LMArena Non-English—958
LMArena Chinese—986
LMArena Russian—937

Instruction Following Not comparable

DeepSeek Coder 6.7B: —, Gemma 2B: 48.5 (#302)

Instruction Following benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 2B
LMArena Instruction Following—970

Long Context Not comparable

DeepSeek Coder 6.7B: —, Gemma 2B: 29.9 (#291)

Long Context benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 2B
LMArena Longer Query—981

Writing & Preference Not comparable

DeepSeek Coder 6.7B: —, Gemma 2B: 24.0 (#308)

Writing & Preference benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 2B
LMArena Text—1002
LMArena Creative Writing—987
LMArena Multi-Turn—945

Frequently asked questions

Is DeepSeek Coder 6.7B better than Gemma 2B?

Gemma 2B has enough public results to be ranked (#307); DeepSeek Coder 6.7B does not yet, so treat this comparison as directional.

Is DeepSeek Coder 6.7B or Gemma 2B better for coding?

DeepSeek Coder 6.7B scores higher on coding benchmarks: 35.8 versus 29.4 in the Noometry coding category.

How many benchmarks do DeepSeek Coder 6.7B and Gemma 2B share?

7 benchmarks have published results for both models. DeepSeek Coder 6.7B has 9 scored results on Noometry and Gemma 2B has 23.

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