DeepSeek V3 vs DeepSeek V3.2

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

DeepSeek V3.2 is clearly ahead on the aggregate, 38 to 25. 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 79.9 against 24.9. The single biggest benchmark swing on the page is SimpleQA, 24.9% to 81%. DeepSeek V3 does hit back in coding, so the answer changes if that is the part of the workload you care about most.

Quick Verdict

Pick DeepSeek V3.2 if you want the stronger benchmark profile. DeepSeek V3 only becomes the better choice if coding is the priority.

Agentic

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
Terminal-Bench 2.0
39.6%

Coding

DeepSeek V3

DeepSeek V3

42

DeepSeek V3.2

15.6

42%
SWE-bench Verified
Coming soon
Coming soon
HumanEval
76%
Coming soon
SWE-bench Pro
15.6%

Multimodal & Grounded

Coming soon

Benchmark data for this category is coming soon.

Reasoning

DeepSeek V3.2

DeepSeek V3

24.9

DeepSeek V3.2

79.9

24.9%
SimpleQA
81%
Coming soon
MuSR
79%

Knowledge

DeepSeek V3.2

DeepSeek V3

69.6

DeepSeek V3.2

70

59.1%
GPQA
82.4%
88.5%
MMLU
84%
75.9%
MMLU-Pro
85%
Coming soon
SuperGPQA
81%
Coming soon
OpenBookQA
79%
Coming soon
HLE
40.8%

Instruction Following

Coming soon

Benchmark data for this category is coming soon.

Multilingual

Coming soon

Benchmark data for this category is coming soon.

Mathematics

DeepSeek V3

DeepSeek V3

90.2

DeepSeek V3.2

83

39.2%
AIME 2024
86%
90.2%
MATH-500
Coming soon
Coming soon
AIME 2023
84%
Coming soon
AIME 2025
85%
Coming soon
HMMT Feb 2023
80%
Coming soon
HMMT Feb 2024
82%
Coming soon
HMMT Feb 2025
81%
Coming soon
BRUMO 2025
83%

Frequently Asked Questions

Which is better, DeepSeek V3 or DeepSeek V3.2?

DeepSeek V3.2 is ahead overall, 38 to 25. The biggest single separator in this matchup is SimpleQA, where the scores are 24.9% and 81%.

Which is better for knowledge tasks, DeepSeek V3 or DeepSeek V3.2?

DeepSeek V3.2 has the edge for knowledge tasks in this comparison, averaging 70 versus 69.6. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Which is better for coding, DeepSeek V3 or DeepSeek V3.2?

DeepSeek V3 has the edge for coding in this comparison, averaging 42 versus 15.6. DeepSeek V3.2 stays close enough that the answer can still flip depending on your workload.

Which is better for math, DeepSeek V3 or DeepSeek V3.2?

DeepSeek V3 has the edge for math in this comparison, averaging 90.2 versus 83. Inside this category, AIME 2024 is the benchmark that creates the most daylight between them.

Which is better for reasoning, DeepSeek V3 or DeepSeek V3.2?

DeepSeek V3.2 has the edge for reasoning in this comparison, averaging 79.9 versus 24.9. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Last updated: March 17, 2026

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