DeepSeek V3.2 (Thinking) vs Llama 4 Scout

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

Quick Verdict

DeepSeek V3.2 (Thinking) wins overall with a score of 69 vs 38 (31 point difference).DeepSeek V3.2 (Thinking) wins 4 out of 4 categories.

Knowledge

DeepSeek V3.2 (Thinking)

DeepSeek V3.2 (Thinking)

84

Llama 4 Scout

44.8

87
MMLU
47
85
GPQA
46
83
SuperGPQA
44
81
OpenBookQA
42

Coding

DeepSeek V3.2 (Thinking)

DeepSeek V3.2 (Thinking)

79

Llama 4 Scout

39

79
HumanEval
39

Mathematics

DeepSeek V3.2 (Thinking)

DeepSeek V3.2 (Thinking)

86

Llama 4 Scout

46

87
AIME 2023
47
89
AIME 2024
49
88
AIME 2025
48
83
HMMT Feb 2023
43
85
HMMT Feb 2024
45
84
HMMT Feb 2025
44
86
BRUMO 2025
46

Reasoning

DeepSeek V3.2 (Thinking)

DeepSeek V3.2 (Thinking)

82

Llama 4 Scout

44

83
SimpleQA
45
81
MuSR
43

Frequently Asked Questions

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

DeepSeek V3.2 (Thinking) scores higher overall with 69 vs 38, a difference of 31 points across all benchmarks.

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

DeepSeek V3.2 (Thinking) leads in knowledge tasks with an average score of 84 vs 44.8.

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

DeepSeek V3.2 (Thinking) leads in coding with an average score of 79 vs 39.

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

DeepSeek V3.2 (Thinking) leads in math with an average score of 86 vs 46.

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

DeepSeek V3.2 (Thinking) leads in reasoning with an average score of 82 vs 44.