Ministral 3 14B vs Qwen3 235B 2507

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

Ministral 3 14B is clearly ahead on the aggregate, 55 to 37. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Ministral 3 14B's sharpest advantage is in multimodal & grounded, where it averages 70.5 against 41.6. The single biggest benchmark swing on the page is MMMU-Pro, 70 to 38.

Quick Verdict

Pick Ministral 3 14B if you want the stronger benchmark profile. Qwen3 235B 2507 only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

Agentic

Ministral 3 14B

Ministral 3 14B

48.4

Qwen3 235B 2507

33.7

48
Terminal-Bench 2.0
33
55
BrowseComp
40
44
OSWorld-Verified
30

Coding

Ministral 3 14B

Ministral 3 14B

33

Qwen3 235B 2507

14.6

58
HumanEval
31
37
SWE-bench Verified
15
31
LiveCodeBench
10
34
SWE-bench Pro
19

Multimodal & Grounded

Ministral 3 14B

Ministral 3 14B

70.5

Qwen3 235B 2507

41.6

70
MMMU-Pro
38
71
OfficeQA Pro
46

Reasoning

Ministral 3 14B

Ministral 3 14B

63.6

Qwen3 235B 2507

45.6

66
SimpleQA
37
64
MuSR
35
74
BBH
60
60
LongBench v2
52
60
MRCRv2
52

Knowledge

Ministral 3 14B

Ministral 3 14B

50.1

Qwen3 235B 2507

31.9

69
MMLU
39
68
GPQA
38
66
SuperGPQA
36
64
OpenBookQA
34
67
MMLU-Pro
51
5
HLE
1
60
FrontierScience
39

Instruction Following

Ministral 3 14B

Ministral 3 14B

80

Qwen3 235B 2507

69

80
IFEval
69

Multilingual

Ministral 3 14B

Ministral 3 14B

76.8

Qwen3 235B 2507

60.4

80
MGSM
63
75
MMLU-ProX
59

Mathematics

Ministral 3 14B

Ministral 3 14B

69.7

Qwen3 235B 2507

46.6

68
AIME 2023
39
70
AIME 2024
41
72
AIME 2025
40
64
HMMT Feb 2023
35
66
HMMT Feb 2024
37
65
HMMT Feb 2025
36
67
BRUMO 2025
38
72
MATH-500
57

Frequently Asked Questions

Which is better, Ministral 3 14B or Qwen3 235B 2507?

Ministral 3 14B is ahead overall, 55 to 37. The biggest single separator in this matchup is MMMU-Pro, where the scores are 70 and 38.

Which is better for knowledge tasks, Ministral 3 14B or Qwen3 235B 2507?

Ministral 3 14B has the edge for knowledge tasks in this comparison, averaging 50.1 versus 31.9. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, Ministral 3 14B or Qwen3 235B 2507?

Ministral 3 14B has the edge for coding in this comparison, averaging 33 versus 14.6. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, Ministral 3 14B or Qwen3 235B 2507?

Ministral 3 14B has the edge for math in this comparison, averaging 69.7 versus 46.6. Inside this category, AIME 2025 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Ministral 3 14B or Qwen3 235B 2507?

Ministral 3 14B has the edge for reasoning in this comparison, averaging 63.6 versus 45.6. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Ministral 3 14B or Qwen3 235B 2507?

Ministral 3 14B has the edge for agentic tasks in this comparison, averaging 48.4 versus 33.7. 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, Ministral 3 14B or Qwen3 235B 2507?

Ministral 3 14B has the edge for multimodal and grounded tasks in this comparison, averaging 70.5 versus 41.6. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Ministral 3 14B or Qwen3 235B 2507?

Ministral 3 14B has the edge for instruction following in this comparison, averaging 80 versus 69. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, Ministral 3 14B or Qwen3 235B 2507?

Ministral 3 14B has the edge for multilingual tasks in this comparison, averaging 76.8 versus 60.4. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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