Model comparison

DeepSeek Coder 6.7B vs Gemma 3 4B

Gemma 3 4B has enough public results to be ranked (#326); DeepSeek Coder 6.7B does not yet, so treat this comparison as directional.

Last verified . 1 shared benchmarks.

DeepSeek Coder 6.7B DeepSeek

37.6

Unranked Sparse

Gemma 3 4B Google

28.1

Rank #326 Confirmed

Summary

  • They share 1 benchmark with published results for both. DeepSeek Coder 6.7B scores higher in 0 categories and Gemma 3 4B in 1 category, but none of those gaps is larger than the uncertainty.

Side by side

DeepSeek Coder 6.7B and Gemma 3 4B specifications
DeepSeek Coder 6.7BGemma 3 4B
ProviderDeepSeekGoogle
Noometry Index37.628.1
Released2023-11-022025-03-12
WeightsOpenOpen
Context window—131K
Max output—4K
Input $ / M tokens—$0.04
Output $ / M tokens—$0.08
Results tracked922

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Category by category

Coding Too close to call

DeepSeek Coder 6.7B: 35.8 (#219), Gemma 3 4B: 35.9 (#215)

Coding benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 3 4B
BigCodeBench Instruct35.5%—
LMArena Coding—1230
BigCodeBench Complete43.8%—
HumanEval+71.3%—
MBPP+65.6%—

Agentic & Tool Use Not comparable

DeepSeek Coder 6.7B: —, Gemma 3 4B: 20.9 (#142)

Agentic & Tool Use benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 3 4B
Berkeley Function Calling Leaderboard—19.6%

Reasoning Not comparable

DeepSeek Coder 6.7B: —, Gemma 3 4B: 13.2 (#335)

Reasoning benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 3 4B
Epoch Capabilities Index89.62116.02
Kagi LLM Benchmark—25.2%
Chess Puzzles—0%
LMArena Hard Prompts—1253
DTBench—50.9%
LMCA—2.8%
WinoGrande57.6%—

Math Not comparable

DeepSeek Coder 6.7B: —, Gemma 3 4B: 16.8 (#292)

Math benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 3 4B
OTIS Mock AIME 2024-2025—7.5%
LMArena Math—1239
GSM8K21.3%—

Knowledge Not comparable

DeepSeek Coder 6.7B: —, Gemma 3 4B: 11.8 (#299)

Knowledge benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 3 4B
GPQA Diamond—23.2%
Vectara Hallucination Rate—6.4%
LMArena Expert—1223
ARC (AI2) Challenge36.4%—
MMLU36.4%—

Multilingual Not comparable

DeepSeek Coder 6.7B: —, Gemma 3 4B: 42.5 (#194)

Multilingual benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 3 4B
LMArena Non-English—1273
LMArena German—1281
LMArena Russian—1294

Instruction Following Not comparable

DeepSeek Coder 6.7B: —, Gemma 3 4B: 65.2 (#225)

Instruction Following benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 3 4B
LMArena Instruction Following—1239

Long Context Not comparable

DeepSeek Coder 6.7B: —, Gemma 3 4B: 38.7 (#194)

Long Context benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 3 4B
LMArena Longer Query—1273

Writing & Preference Not comparable

DeepSeek Coder 6.7B: —, Gemma 3 4B: 42.0 (#239)

Writing & Preference benchmarks
BenchmarkDeepSeek Coder 6.7BGemma 3 4B
LMArena Text—1291
LMArena Creative Writing—1271
EQ-Bench Creative Writing—1068
LMArena Multi-Turn—1255

Frequently asked questions

Is DeepSeek Coder 6.7B better than Gemma 3 4B?

Gemma 3 4B has enough public results to be ranked (#326); DeepSeek Coder 6.7B does not yet, so treat this comparison as directional.

Is DeepSeek Coder 6.7B or Gemma 3 4B better for coding?

They score almost the same on coding (35.8 vs 35.9); test both on your own repository before choosing.

How many benchmarks do DeepSeek Coder 6.7B and Gemma 3 4B share?

1 benchmark has published results for both models. DeepSeek Coder 6.7B has 9 scored results on Noometry and Gemma 3 4B has 22.

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