DeepSeek Coder 2.0 vs Llama 4 Scout

Side-by-side benchmark comparison across knowledge, coding, math, and reasoning.

Quick Verdict

DeepSeek Coder 2.0 wins overall with a score of 64 vs 38 (26 point difference).DeepSeek Coder 2.0 wins 4 out of 4 categories.

Knowledge

DeepSeek Coder 2.0

DeepSeek Coder 2.0

77.8

Llama 4 Scout

44.8

80
MMLU
47
79
GPQA
46
77
SuperGPQA
44
75
OpenBookQA
42

Coding

DeepSeek Coder 2.0

DeepSeek Coder 2.0

82

Llama 4 Scout

39

82
HumanEval
39

Mathematics

DeepSeek Coder 2.0

DeepSeek Coder 2.0

80

Llama 4 Scout

46

81
AIME 2023
47
83
AIME 2024
49
82
AIME 2025
48
77
HMMT Feb 2023
43
79
HMMT Feb 2024
45
78
HMMT Feb 2025
44
80
BRUMO 2025
46

Reasoning

DeepSeek Coder 2.0

DeepSeek Coder 2.0

77

Llama 4 Scout

44

78
SimpleQA
45
76
MuSR
43

Frequently Asked Questions

Which is better, DeepSeek Coder 2.0 or Llama 4 Scout?

DeepSeek Coder 2.0 scores higher overall with 64 vs 38, a difference of 26 points across all benchmarks.

Which is better for knowledge tasks, DeepSeek Coder 2.0 or Llama 4 Scout?

DeepSeek Coder 2.0 leads in knowledge tasks with an average score of 77.8 vs 44.8.

Which is better for coding, DeepSeek Coder 2.0 or Llama 4 Scout?

DeepSeek Coder 2.0 leads in coding with an average score of 82 vs 39.

Which is better for math, DeepSeek Coder 2.0 or Llama 4 Scout?

DeepSeek Coder 2.0 leads in math with an average score of 80 vs 46.

Which is better for reasoning, DeepSeek Coder 2.0 or Llama 4 Scout?

DeepSeek Coder 2.0 leads in reasoning with an average score of 77 vs 44.