DeepSeek V3.2 vs Llama 4 Scout

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

Quick Verdict

DeepSeek V3.2 wins overall with a score of 66 vs 38 (28 point difference).DeepSeek V3.2 wins 4 out of 4 categories.

Knowledge

DeepSeek V3.2

DeepSeek V3.2

81.8

Llama 4 Scout

44.8

84
MMLU
47
83
GPQA
46
81
SuperGPQA
44
79
OpenBookQA
42

Coding

DeepSeek V3.2

DeepSeek V3.2

76

Llama 4 Scout

39

76
HumanEval
39

Mathematics

DeepSeek V3.2

DeepSeek V3.2

83

Llama 4 Scout

46

84
AIME 2023
47
86
AIME 2024
49
85
AIME 2025
48
80
HMMT Feb 2023
43
82
HMMT Feb 2024
45
81
HMMT Feb 2025
44
83
BRUMO 2025
46

Reasoning

DeepSeek V3.2

DeepSeek V3.2

80

Llama 4 Scout

44

81
SimpleQA
45
79
MuSR
43

Frequently Asked Questions

Which is better, DeepSeek V3.2 or Llama 4 Scout?

DeepSeek V3.2 scores higher overall with 66 vs 38, a difference of 28 points across all benchmarks.

Which is better for knowledge tasks, DeepSeek V3.2 or Llama 4 Scout?

DeepSeek V3.2 leads in knowledge tasks with an average score of 81.8 vs 44.8.

Which is better for coding, DeepSeek V3.2 or Llama 4 Scout?

DeepSeek V3.2 leads in coding with an average score of 76 vs 39.

Which is better for math, DeepSeek V3.2 or Llama 4 Scout?

DeepSeek V3.2 leads in math with an average score of 83 vs 46.

Which is better for reasoning, DeepSeek V3.2 or Llama 4 Scout?

DeepSeek V3.2 leads in reasoning with an average score of 80 vs 44.