Model comparison

DeepSeek Coder 1.3B vs Gemma 2B

Gemma 2B has enough public results to be ranked (#307); DeepSeek Coder 1.3B does not yet, so treat this comparison as directional.

Last verified . 7 shared benchmarks.

DeepSeek Coder 1.3B DeepSeek

35.0

Unranked Sparse

Gemma 2B Google

29.6

Rank #307 Confirmed

Summary

  • They share 7 benchmarks with published results for both. DeepSeek Coder 1.3B scores higher in 1 category and Gemma 2B in 0 categories; one gap is clear of the uncertainty.

Side by side

DeepSeek Coder 1.3B and Gemma 2B specifications
DeepSeek Coder 1.3BGemma 2B
ProviderDeepSeekGoogle
Noometry Index35.029.6
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 1.3B leads

DeepSeek Coder 1.3B: 31.2 (#287), Gemma 2B: 29.4 (#305)

Coding benchmarks
BenchmarkDeepSeek Coder 1.3BGemma 2B
HumanEval+60.4%20.7%
MBPP+54.8%34.1%
BigCodeBench Instruct22.8%—
LMArena Coding—1010
BigCodeBench Complete29.6%—

Reasoning Not comparable

DeepSeek Coder 1.3B: —, Gemma 2B: 18.8 (#275)

Reasoning benchmarks
BenchmarkDeepSeek Coder 1.3BGemma 2B
Epoch Capabilities Index63.694.2
WinoGrande53.3%65.4%
LMArena Hard Prompts—989
BIG-Bench Hard—35.2%
HellaSwag—71.4%
PIQA—77.3%

Math Not comparable

DeepSeek Coder 1.3B: —, Gemma 2B: 30.0 (#239)

Math benchmarks
BenchmarkDeepSeek Coder 1.3BGemma 2B
GSM8K4.4%17.7%
LMArena Math—1009

Knowledge Not comparable

DeepSeek Coder 1.3B: —, Gemma 2B: —

Knowledge benchmarks
BenchmarkDeepSeek Coder 1.3BGemma 2B
ARC (AI2) Challenge25.4%42.1%
MMLU25.8%42.3%
BoolQ—69.4%
TriviaQA—53.2%

Multilingual Not comparable

DeepSeek Coder 1.3B: —, Gemma 2B: 23.0 (#294)

Multilingual benchmarks
BenchmarkDeepSeek Coder 1.3BGemma 2B
LMArena Non-English—958
LMArena Chinese—986
LMArena Russian—937

Instruction Following Not comparable

DeepSeek Coder 1.3B: —, Gemma 2B: 48.5 (#302)

Instruction Following benchmarks
BenchmarkDeepSeek Coder 1.3BGemma 2B
LMArena Instruction Following—970

Long Context Not comparable

DeepSeek Coder 1.3B: —, Gemma 2B: 29.9 (#291)

Long Context benchmarks
BenchmarkDeepSeek Coder 1.3BGemma 2B
LMArena Longer Query—981

Writing & Preference Not comparable

DeepSeek Coder 1.3B: —, Gemma 2B: 24.0 (#308)

Writing & Preference benchmarks
BenchmarkDeepSeek Coder 1.3BGemma 2B
LMArena Text—1002
LMArena Creative Writing—987
LMArena Multi-Turn—945

Frequently asked questions

Is DeepSeek Coder 1.3B better than Gemma 2B?

Gemma 2B has enough public results to be ranked (#307); DeepSeek Coder 1.3B does not yet, so treat this comparison as directional.

Is DeepSeek Coder 1.3B or Gemma 2B better for coding?

DeepSeek Coder 1.3B scores higher on coding benchmarks: 31.2 versus 29.4 in the Noometry coding category.

How many benchmarks do DeepSeek Coder 1.3B and Gemma 2B share?

7 benchmarks have published results for both models. DeepSeek Coder 1.3B has 9 scored results on Noometry and Gemma 2B has 23.

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