Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
DeepSeekMath V2 is clearly ahead on the aggregate, 41 to 25. 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 reasoning, where it averages 75.9 against 24.9. The single biggest benchmark swing on the page is SimpleQA, 24.9% to 77%. DeepSeek V3 does hit back in mathematics, so the answer changes if that is the part of the workload you care about most.
DeepSeekMath V2 is the reasoning model in the pair, while DeepSeek V3 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.
Pick DeepSeekMath V2 if you want the stronger benchmark profile. DeepSeek V3 only becomes the better choice if mathematics is the priority or you would rather avoid the extra latency and token burn of a reasoning model.
Benchmark data for this category is coming soon.
DeepSeek V3
42
DeepSeekMath V2
72
Benchmark data for this category is coming soon.
DeepSeek V3
24.9
DeepSeekMath V2
75.9
DeepSeek V3
69.6
DeepSeekMath V2
78
Benchmark data for this category is coming soon.
Benchmark data for this category is coming soon.
DeepSeek V3
90.2
DeepSeekMath V2
79
DeepSeekMath V2 is ahead overall, 41 to 25. The biggest single separator in this matchup is SimpleQA, where the scores are 24.9% and 77%.
DeepSeekMath V2 has the edge for knowledge tasks in this comparison, averaging 78 versus 69.6. Inside this category, GPQA is the benchmark that creates the most daylight between them.
DeepSeekMath V2 has the edge for coding in this comparison, averaging 72 versus 42. DeepSeek V3 stays close enough that the answer can still flip depending on your workload.
DeepSeek V3 has the edge for math in this comparison, averaging 90.2 versus 79. Inside this category, AIME 2024 is the benchmark that creates the most daylight between them.
DeepSeekMath V2 has the edge for reasoning in this comparison, averaging 75.9 versus 24.9. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.
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