Model comparison

DeepSeek Coder 6.7B vs Gemma 1.1 7b IT

Gemma 1.1 7b IT has enough public results to be ranked (#277); DeepSeek Coder 6.7B does not yet, so treat this comparison as directional.

Last verified . 2 shared benchmarks.

DeepSeek Coder 6.7B DeepSeek

37.6

Unranked Sparse

Gemma 1.1 7b IT Google

31.3

Rank #277 Confirmed

Summary

  • They share 2 benchmarks with published results for both. DeepSeek Coder 6.7B scores higher in 1 category and Gemma 1.1 7b IT 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 31.5.

Side by side

DeepSeek Coder 6.7B and Gemma 1.1 7b IT specifications
DeepSeek Coder 6.7BGemma 1.1 7b IT
ProviderDeepSeekGoogle
Noometry Index37.631.3
Released2023-11-02—
WeightsOpenOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked919

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Category by category

Coding DeepSeek Coder 6.7B leads

DeepSeek Coder 6.7B: 35.8 (#219), Gemma 1.1 7b IT: 31.5 (#284)

Coding benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 1.1 7b IT
HumanEval+71.3%35.4%
MBPP+65.6%45%
BigCodeBench Instruct35.5%—
LMArena Coding—1084
BigCodeBench Complete43.8%—

Reasoning Not comparable

DeepSeek Coder 6.7B: —, Gemma 1.1 7b IT: 20.5 (#238)

Reasoning benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 1.1 7b IT
LMArena Hard Prompts—1071
Epoch Capabilities Index89.62—
WinoGrande57.6%—

Math Not comparable

DeepSeek Coder 6.7B: —, Gemma 1.1 7b IT: 32.0 (#220)

Math benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 1.1 7b IT
LMArena Math—1107
GSM8K21.3%—

Knowledge Not comparable

DeepSeek Coder 6.7B: —, Gemma 1.1 7b IT: 28.3 (#247)

Knowledge benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 1.1 7b IT
LMArena Expert—1039
ARC (AI2) Challenge36.4%—
MMLU36.4%—

Multilingual Not comparable

DeepSeek Coder 6.7B: —, Gemma 1.1 7b IT: 28.1 (#273)

Multilingual benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 1.1 7b IT
LMArena Non-English—1052
LMArena Chinese—1061
LMArena French—1065
LMArena German—1054
LMArena Japanese—971
LMArena Korean—988
LMArena Russian—1046
LMArena Spanish—1049

Instruction Following Not comparable

DeepSeek Coder 6.7B: —, Gemma 1.1 7b IT: 54.0 (#283)

Instruction Following benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 1.1 7b IT
LMArena Instruction Following—1057

Long Context Not comparable

DeepSeek Coder 6.7B: —, Gemma 1.1 7b IT: 32.1 (#272)

Long Context benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 1.1 7b IT
LMArena Longer Query—1056

Writing & Preference Not comparable

DeepSeek Coder 6.7B: —, Gemma 1.1 7b IT: 30.4 (#288)

Writing & Preference benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 1.1 7b IT
LMArena Text—1094
LMArena Creative Writing—1060
LMArena Multi-Turn—1040

Frequently asked questions

Is DeepSeek Coder 6.7B better than Gemma 1.1 7b IT?

Gemma 1.1 7b IT has enough public results to be ranked (#277); DeepSeek Coder 6.7B does not yet, so treat this comparison as directional.

Is DeepSeek Coder 6.7B or Gemma 1.1 7b IT better for coding?

DeepSeek Coder 6.7B scores higher on coding benchmarks: 35.8 versus 31.5 in the Noometry coding category.

How many benchmarks do DeepSeek Coder 6.7B and Gemma 1.1 7b IT share?

2 benchmarks have published results for both models. DeepSeek Coder 6.7B has 9 scored results on Noometry and Gemma 1.1 7b IT has 19.

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