DeepSeek V3.2 vs Ministral 3 8B

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

DeepSeek V3.2 is clearly ahead on the aggregate, 64 to 32. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

DeepSeek V3.2's sharpest advantage is in reasoning, where it averages 75.3 against 36.1. The single biggest benchmark swing on the page is MMLU, 84 to 28.

Quick Verdict

Pick DeepSeek V3.2 if you want the stronger benchmark profile. Ministral 3 8B only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

Agentic

DeepSeek V3.2

DeepSeek V3.2

58.8

Ministral 3 8B

28.9

60
Terminal-Bench 2.0
26
62
BrowseComp
36
55
OSWorld-Verified
27

Coding

DeepSeek V3.2

DeepSeek V3.2

43.2

Ministral 3 8B

14.2

76
HumanEval
23
45
SWE-bench Verified
16
39
LiveCodeBench
15
47
SWE-bench Pro
13

Multimodal & Grounded

DeepSeek V3.2

DeepSeek V3.2

66

Ministral 3 8B

32.4

61
MMMU-Pro
27
72
OfficeQA Pro
39

Reasoning

DeepSeek V3.2

DeepSeek V3.2

75.3

Ministral 3 8B

36.1

81
SimpleQA
28
79
MuSR
26
81
BBH
63
69
LongBench v2
38
70
MRCRv2
41

Knowledge

DeepSeek V3.2

DeepSeek V3.2

60

Ministral 3 8B

28

84
MMLU
28
83
GPQA
27
81
SuperGPQA
25
79
OpenBookQA
23
73
MMLU-Pro
52
11
HLE
3
72
FrontierScience
32

Instruction Following

DeepSeek V3.2

DeepSeek V3.2

85

Ministral 3 8B

69

85
IFEval
69

Multilingual

DeepSeek V3.2

DeepSeek V3.2

82.1

Ministral 3 8B

61.7

84
MGSM
63
81
MMLU-ProX
61

Mathematics

DeepSeek V3.2

DeepSeek V3.2

82.1

Ministral 3 8B

43.3

84
AIME 2023
30
86
AIME 2024
32
85
AIME 2025
33
80
HMMT Feb 2023
26
82
HMMT Feb 2024
28
81
HMMT Feb 2025
27
83
BRUMO 2025
29
81
MATH-500
60

Frequently Asked Questions

Which is better, DeepSeek V3.2 or Ministral 3 8B?

DeepSeek V3.2 is ahead overall, 64 to 32. The biggest single separator in this matchup is MMLU, where the scores are 84 and 28.

Which is better for knowledge tasks, DeepSeek V3.2 or Ministral 3 8B?

DeepSeek V3.2 has the edge for knowledge tasks in this comparison, averaging 60 versus 28. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, DeepSeek V3.2 or Ministral 3 8B?

DeepSeek V3.2 has the edge for coding in this comparison, averaging 43.2 versus 14.2. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, DeepSeek V3.2 or Ministral 3 8B?

DeepSeek V3.2 has the edge for math in this comparison, averaging 82.1 versus 43.3. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, DeepSeek V3.2 or Ministral 3 8B?

DeepSeek V3.2 has the edge for reasoning in this comparison, averaging 75.3 versus 36.1. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, DeepSeek V3.2 or Ministral 3 8B?

DeepSeek V3.2 has the edge for agentic tasks in this comparison, averaging 58.8 versus 28.9. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, DeepSeek V3.2 or Ministral 3 8B?

DeepSeek V3.2 has the edge for multimodal and grounded tasks in this comparison, averaging 66 versus 32.4. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, DeepSeek V3.2 or Ministral 3 8B?

DeepSeek V3.2 has the edge for instruction following in this comparison, averaging 85 versus 69. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, DeepSeek V3.2 or Ministral 3 8B?

DeepSeek V3.2 has the edge for multilingual tasks in this comparison, averaging 82.1 versus 61.7. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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