Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
DeepSeekMath V2 is clearly ahead on the aggregate, 66 to 60. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
DeepSeekMath V2's sharpest advantage is in coding, where it averages 47.3 against 35. The single biggest benchmark swing on the page is SWE-bench Pro, 51 to 36. Ministral 3 14B (Reasoning) does hit back in multimodal & grounded, so the answer changes if that is the part of the workload you care about most.
Pick DeepSeekMath V2 if you want the stronger benchmark profile. Ministral 3 14B (Reasoning) only becomes the better choice if multimodal & grounded is the priority.
DeepSeekMath V2
63.9
Ministral 3 14B (Reasoning)
58.5
DeepSeekMath V2
47.3
Ministral 3 14B (Reasoning)
35
DeepSeekMath V2
68.1
Ministral 3 14B (Reasoning)
71.5
DeepSeekMath V2
75.9
Ministral 3 14B (Reasoning)
69.2
DeepSeekMath V2
61
Ministral 3 14B (Reasoning)
52.1
DeepSeekMath V2
83
Ministral 3 14B (Reasoning)
81
DeepSeekMath V2
82.5
Ministral 3 14B (Reasoning)
77.8
DeepSeekMath V2
84
Ministral 3 14B (Reasoning)
75.2
DeepSeekMath V2 is ahead overall, 66 to 60. The biggest single separator in this matchup is SWE-bench Pro, where the scores are 51 and 36.
DeepSeekMath V2 has the edge for knowledge tasks in this comparison, averaging 61 versus 52.1. Inside this category, HLE is the benchmark that creates the most daylight between them.
DeepSeekMath V2 has the edge for coding in this comparison, averaging 47.3 versus 35. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.
DeepSeekMath V2 has the edge for math in this comparison, averaging 84 versus 75.2. Inside this category, MATH-500 is the benchmark that creates the most daylight between them.
DeepSeekMath V2 has the edge for reasoning in this comparison, averaging 75.9 versus 69.2. Inside this category, LongBench v2 is the benchmark that creates the most daylight between them.
DeepSeekMath V2 has the edge for agentic tasks in this comparison, averaging 63.9 versus 58.5. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.
Ministral 3 14B (Reasoning) has the edge for multimodal and grounded tasks in this comparison, averaging 71.5 versus 68.1. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.
DeepSeekMath V2 has the edge for instruction following in this comparison, averaging 83 versus 81. Inside this category, IFEval is the benchmark that creates the most daylight between them.
DeepSeekMath V2 has the edge for multilingual tasks in this comparison, averaging 82.5 versus 77.8. Inside this category, MGSM is the benchmark that creates the most daylight between them.
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