Ministral 3 14B (Reasoning) vs Z-1

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

Ministral 3 14B (Reasoning) is clearly ahead on the aggregate, 60 to 47. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Ministral 3 14B (Reasoning)'s sharpest advantage is in multimodal & grounded, where it averages 71.5 against 50.5. The single biggest benchmark swing on the page is MMMU-Pro, 71 to 46.

Ministral 3 14B (Reasoning) is the reasoning model in the pair, while Z-1 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use.

Quick Verdict

Pick Ministral 3 14B (Reasoning) if you want the stronger benchmark profile. Z-1 only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.

Agentic

Ministral 3 14B (Reasoning)

Ministral 3 14B (Reasoning)

58.5

Z-1

42.2

60
Terminal-Bench 2.0
39
61
BrowseComp
49
55
OSWorld-Verified
41

Coding

Ministral 3 14B (Reasoning)

Ministral 3 14B (Reasoning)

35

Z-1

26.7

62
HumanEval
44
39
SWE-bench Verified
33
33
LiveCodeBench
22
36
SWE-bench Pro
30

Multimodal & Grounded

Ministral 3 14B (Reasoning)

Ministral 3 14B (Reasoning)

71.5

Z-1

50.5

71
MMMU-Pro
46
72
OfficeQA Pro
56

Reasoning

Ministral 3 14B (Reasoning)

Ministral 3 14B (Reasoning)

69.2

Z-1

54.8

70
SimpleQA
50
70
MuSR
48
80
BBH
74
66
LongBench v2
56
66
MRCRv2
57

Knowledge

Ministral 3 14B (Reasoning)

Ministral 3 14B (Reasoning)

52.1

Z-1

42.7

71
MMLU
52
70
GPQA
51
68
SuperGPQA
49
66
OpenBookQA
47
69
MMLU-Pro
64
7
HLE
6
62
FrontierScience
51

Instruction Following

Ministral 3 14B (Reasoning)

Ministral 3 14B (Reasoning)

81

Z-1

80

81
IFEval
80

Multilingual

Ministral 3 14B (Reasoning)

Ministral 3 14B (Reasoning)

77.8

Z-1

72.7

81
MGSM
74
76
MMLU-ProX
72

Mathematics

Ministral 3 14B (Reasoning)

Ministral 3 14B (Reasoning)

75.2

Z-1

60.9

73
AIME 2023
52
75
AIME 2024
54
74
AIME 2025
53
69
HMMT Feb 2023
48
71
HMMT Feb 2024
50
70
HMMT Feb 2025
49
72
BRUMO 2025
51
79
MATH-500
73

Frequently Asked Questions

Which is better, Ministral 3 14B (Reasoning) or Z-1?

Ministral 3 14B (Reasoning) is ahead overall, 60 to 47. The biggest single separator in this matchup is MMMU-Pro, where the scores are 71 and 46.

Which is better for knowledge tasks, Ministral 3 14B (Reasoning) or Z-1?

Ministral 3 14B (Reasoning) has the edge for knowledge tasks in this comparison, averaging 52.1 versus 42.7. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, Ministral 3 14B (Reasoning) or Z-1?

Ministral 3 14B (Reasoning) has the edge for coding in this comparison, averaging 35 versus 26.7. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, Ministral 3 14B (Reasoning) or Z-1?

Ministral 3 14B (Reasoning) has the edge for math in this comparison, averaging 75.2 versus 60.9. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Ministral 3 14B (Reasoning) or Z-1?

Ministral 3 14B (Reasoning) has the edge for reasoning in this comparison, averaging 69.2 versus 54.8. Inside this category, MuSR is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Ministral 3 14B (Reasoning) or Z-1?

Ministral 3 14B (Reasoning) has the edge for agentic tasks in this comparison, averaging 58.5 versus 42.2. 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 (Reasoning) or Z-1?

Ministral 3 14B (Reasoning) has the edge for multimodal and grounded tasks in this comparison, averaging 71.5 versus 50.5. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Ministral 3 14B (Reasoning) or Z-1?

Ministral 3 14B (Reasoning) has the edge for instruction following in this comparison, averaging 81 versus 80. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, Ministral 3 14B (Reasoning) or Z-1?

Ministral 3 14B (Reasoning) has the edge for multilingual tasks in this comparison, averaging 77.8 versus 72.7. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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