DeepSeek V3.2 vs Holo3-35B-A3B

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

Agentic
Coding
Multimodal & Grounded
Reasoning
Knowledge
Instruction Following
Multilingual
Mathematics

DeepSeek V3.2· Holo3-35B-A3B

Quick Verdict

Pick Holo3-35B-A3B if you want the stronger benchmark profile. DeepSeek V3.2 only becomes the better choice if you want the cheaper token bill or you need the larger 128K context window.

Holo3-35B-A3B is clearly ahead on the aggregate, 78 to 62. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Holo3-35B-A3B's sharpest advantage is in agentic, where it averages 77.8 against 58.8. The single biggest benchmark swing on the page is OSWorld-Verified, 55% to 77.8%.

Holo3-35B-A3B is also the more expensive model on tokens at $0.25 input / $1.80 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for DeepSeek V3.2. That is roughly Infinityx on output cost alone. DeepSeek V3.2 gives you the larger context window at 128K, compared with 64K for Holo3-35B-A3B.

Operational tradeoffs

PriceFree*$0.25 / $1.80
Speed35 t/sN/A
TTFT3.75sN/A
Context128K64K

Decision framing

BenchLM keeps the benchmark table and the operator tradeoffs on the same page so a better score does not hide a materially slower, pricier, or smaller-context model.

Runtime metrics show N/A when BenchLM does not have a sourced snapshot for that exact model. The scoring rules and freshness policy are documented on the methodology page.

BenchmarkDeepSeek V3.2Holo3-35B-A3B
AgenticHolo3-35B-A3B wins
Terminal-Bench 2.060%
BrowseComp62%
OSWorld-Verified55%77.8%
Coding
HumanEval76%
SWE-bench Verified45%
LiveCodeBench39%
SWE-bench Pro47%
SWE-Rebench60.9%
React Native Evals69%
Multimodal & Grounded
MMMU-Pro61%
OfficeQA Pro72%
Reasoning
MuSR79%
BBH81%
LongBench v269%
MRCRv270%
ARC-AGI-24%
Knowledge
MMLU84%
GPQA83%
SuperGPQA81%
MMLU-Pro73%
HLE11%
FrontierScience72%
SimpleQA81%
Instruction Following
IFEval85%
Multilingual
MGSM84%
MMLU-ProX81%
Mathematics
AIME 202384%
AIME 202486%
AIME 202585%
HMMT Feb 202380%
HMMT Feb 202482%
HMMT Feb 202581%
BRUMO 202583%
MATH-50081%
Frequently Asked Questions (2)

Which is better, DeepSeek V3.2 or Holo3-35B-A3B?

Holo3-35B-A3B is ahead overall, 78 to 62. The biggest single separator in this matchup is OSWorld-Verified, where the scores are 55% and 77.8%.

Which is better for agentic tasks, DeepSeek V3.2 or Holo3-35B-A3B?

Holo3-35B-A3B has the edge for agentic tasks in this comparison, averaging 77.8 versus 58.8. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.

Last updated: March 31, 2026

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