Model comparison

DeepSeek Coder 6.7B vs DeepSeek-R1-Distill-Qwen-32B

DeepSeek-R1-Distill-Qwen-32B has enough public results to be ranked (#226); DeepSeek Coder 6.7B does not yet, so treat this comparison as directional.

Last verified . 3 shared benchmarks.

DeepSeek Coder 6.7B DeepSeek

37.6

Unranked Sparse

DeepSeek-R1-Distill-Qwen-32B DeepSeek

35.5

Rank #226 Confirmed

Summary

  • They share 3 benchmarks with published results for both. DeepSeek Coder 6.7B scores higher in 0 categories and DeepSeek-R1-Distill-Qwen-32B in 1 category, but none of those gaps is larger than the uncertainty.
  • The biggest single-benchmark swing is BigCodeBench Complete: 43.8% for DeepSeek Coder 6.7B and 54.9% for DeepSeek-R1-Distill-Qwen-32B.

Side by side

DeepSeek Coder 6.7B and DeepSeek-R1-Distill-Qwen-32B specifications
DeepSeek Coder 6.7BDeepSeek-R1-Distill-Qwen-32B
ProviderDeepSeekDeepSeek
Noometry Index37.635.5
Released2023-11-022025-01-20
WeightsOpenOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked914

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Category by category

Coding Too close to call

DeepSeek Coder 6.7B: 35.8 (#219), DeepSeek-R1-Distill-Qwen-32B: 36.1 (#212)

Coding benchmarks
BenchmarkDeepSeek Coder 6.7BDeepSeek-R1-Distill-Qwen-32B
BigCodeBench Instruct35.5%43.9%
BigCodeBench Complete43.8%54.9%
LiveBench Coding—33.7%
HumanEval+71.3%—
MBPP+65.6%—

Agentic & Tool Use Not comparable

DeepSeek Coder 6.7B: —, DeepSeek-R1-Distill-Qwen-32B: 28.1 (#94)

Agentic & Tool Use benchmarks
BenchmarkDeepSeek Coder 6.7BDeepSeek-R1-Distill-Qwen-32B
BALROG—19.5%

Reasoning Not comparable

DeepSeek Coder 6.7B: —, DeepSeek-R1-Distill-Qwen-32B: 18.2 (#284)

Reasoning benchmarks
BenchmarkDeepSeek Coder 6.7BDeepSeek-R1-Distill-Qwen-32B
Epoch Capabilities Index89.62137.44
Chess Puzzles—1%
LiveBench Reasoning—52.3%
LiveBench Data Analysis—45.4%
LiveBench—45.5%
WinoGrande57.6%—

Math Not comparable

DeepSeek Coder 6.7B: —, DeepSeek-R1-Distill-Qwen-32B: 34.5 (#194)

Math benchmarks
BenchmarkDeepSeek Coder 6.7BDeepSeek-R1-Distill-Qwen-32B
OTIS Mock AIME 2024-2025—55.6%
LiveBench Math—59.4%
GSM8K21.3%—

Knowledge Not comparable

DeepSeek Coder 6.7B: —, DeepSeek-R1-Distill-Qwen-32B: 35.7 (#182)

Knowledge benchmarks
BenchmarkDeepSeek Coder 6.7BDeepSeek-R1-Distill-Qwen-32B
GPQA Diamond—64.1%
ARC (AI2) Challenge36.4%—
MMLU36.4%—

Instruction Following Not comparable

DeepSeek Coder 6.7B: —, DeepSeek-R1-Distill-Qwen-32B: 61.6 (#243)

Instruction Following benchmarks
BenchmarkDeepSeek Coder 6.7BDeepSeek-R1-Distill-Qwen-32B
LiveBench Instruction Following—55.7%

Writing & Preference Not comparable

DeepSeek Coder 6.7B: —, DeepSeek-R1-Distill-Qwen-32B: 49.6 (#188)

Writing & Preference benchmarks
BenchmarkDeepSeek Coder 6.7BDeepSeek-R1-Distill-Qwen-32B
LiveBench Language—26.8%

Frequently asked questions

Is DeepSeek Coder 6.7B better than DeepSeek-R1-Distill-Qwen-32B?

DeepSeek-R1-Distill-Qwen-32B has enough public results to be ranked (#226); DeepSeek Coder 6.7B does not yet, so treat this comparison as directional.

Is DeepSeek Coder 6.7B or DeepSeek-R1-Distill-Qwen-32B better for coding?

They score almost the same on coding (35.8 vs 36.1); test both on your own repository before choosing.

How many benchmarks do DeepSeek Coder 6.7B and DeepSeek-R1-Distill-Qwen-32B share?

3 benchmarks have published results for both models. DeepSeek Coder 6.7B has 9 scored results on Noometry and DeepSeek-R1-Distill-Qwen-32B has 14.

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