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Model comparison

DeepSeek R1 Distill Qwen 32B vs DeepSeek V3

Data verified

Head-to-head evidence from 6 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

42.58/100
Margin
2.4pts
winning →
DeepSeek
44.97/100
0 category wins0 category wins

Public leaderboard positions: DeepSeek R1 Distill Qwen 32B #160 (Estimated); DeepSeek V3 #147 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek R1 Distill Qwen 32B and DeepSeek V3 share 6 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to DeepSeek R1 Distill Qwen 32B; 16 to DeepSeek V3.

Updated July 23, 2026
Shared results
6
DeepSeek R1 Distill Qwen 32B only
0
DeepSeek V3 only
16
Comparable categories
0 / 8

Benchmark data for DeepSeek R1 Distill Qwen 32B and DeepSeek V3 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 6 shared benchmark results across 4 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

DeepSeek V3 is priced at $0.27 input / $1.10 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for DeepSeek R1 Distill Qwen 32B.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for DeepSeek R1 Distill Qwen 32B and DeepSeek V3
CategoryDeepSeek R1 Distill Qwen 32BΔDeepSeek V3
CodingDeepSeek R1 Distill Qwen 32BNot measuredMarginNo overlapDeepSeek V338.9
KnowledgeDeepSeek R1 Distill Qwen 32BNot measuredMarginNo overlapDeepSeek V372.7
MathDeepSeek R1 Distill Qwen 32BNot measuredMarginNo overlapDeepSeek V31.7
Inst. FollowingDeepSeek R1 Distill Qwen 32BNot measuredMarginNo overlapDeepSeek V386.1

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricDeepSeek R1 Distill Qwen 32BDeepSeek V3Comparison
Input / output priceUSD per 1M tokensDeepSeek R1 Distill Qwen 32B$0 input / $0 outputDeepSeek V3$0.27 input / $1.1 outputDeepSeek R1 Distill Qwen 32B has the lower combined listed price.
Generation speedtokens per secondDeepSeek R1 Distill Qwen 32B60 tok/sDeepSeek V3Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek R1 Distill Qwen 32B0.84 sDeepSeek V3Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek R1 Distill Qwen 32B128KDeepSeek V3128KListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek R1 Distill Qwen 32BDeepSeek V3Result
AA Agentic IndexSource 1.6%Not comparable
τ²-bench resultsSource 22.8%Not comparable
GDPval-AASource 0.0%Not comparable
GDPval-AASource 217Not comparable
Coding
BenchmarkDeepSeek R1 Distill Qwen 32BDeepSeek V3Result
AA-SciCodeSource 37.6%35.4%DeepSeek R1 Distill Qwen 32B leads
LiveCodeBenchSource 37.6%Not comparable
SWE-bench VerifiedSource 42%Not comparable
AA Coding IndexSource 23.0%Not comparable
Reasoning
BenchmarkDeepSeek R1 Distill Qwen 32BDeepSeek V3Result
AA-LCRSource 9.7%29.0%DeepSeek V3 leads
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkDeepSeek R1 Distill Qwen 32BDeepSeek V3Result
Artificial Analysis Intelligence IndexSource 11.0%14.2%DeepSeek V3 leads
AA-GPQA DiamondSource 61.5%55.7%DeepSeek R1 Distill Qwen 32B leads
AA-HLESource 5.5%3.6%DeepSeek R1 Distill Qwen 32B leads
GPQASource 59.1%Not comparable
MMLU-ProSource 75.9%Not comparable
AA-Omniscience IndexSource -41.3%Not comparable
AA-Omniscience AccuracySource 25.4%Not comparable
AA-Omniscience Hallucination RateSource 89.4%Not comparable
Math
BenchmarkDeepSeek R1 Distill Qwen 32BDeepSeek V3Result
FrontierMath v2 (Tiers 1-3)Source 1.724%Not comparable
Multimodal
BenchmarkDeepSeek R1 Distill Qwen 32BDeepSeek V3Result
Design Arena WebsiteSource 1150Not comparable
Inst. Following
BenchmarkDeepSeek R1 Distill Qwen 32BDeepSeek V3Result
AA-IFBenchSource 22.9%34.8%DeepSeek V3 leads
IFEvalSource 86.1%Not comparable
Frequently Asked Questions (3)

Can I compare DeepSeek R1 Distill Qwen 32B and DeepSeek V3 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for DeepSeek R1 Distill Qwen 32B and DeepSeek V3 today?

DeepSeek R1 Distill Qwen 32B: $0.00 input / $0.00 output per 1M tokens DeepSeek V3: $0.27 input / $1.10 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

DeepSeek R1 Distill Qwen 32B
API / mo$0
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
DeepSeek V3
API / mo$1,028
Self-host / mo$18,221
Break-even1.2B/day
Model the full break-even

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Last updated: July 23, 2026

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