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Model comparison

DeepSeek R1 Distill Qwen 32B vs GPT-4.1 nano

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
0.5pts
← winning
42.06/100
0 category wins0 category wins

Public leaderboard positions: DeepSeek R1 Distill Qwen 32B #160 (Estimated); GPT-4.1 nano #161 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek R1 Distill Qwen 32B and GPT-4.1 nano share 6 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to DeepSeek R1 Distill Qwen 32B; 15 to GPT-4.1 nano.

Updated July 23, 2026
Shared results
6
DeepSeek R1 Distill Qwen 32B only
0
GPT-4.1 nano only
15
Comparable categories
0 / 8

Benchmark data for DeepSeek R1 Distill Qwen 32B and GPT-4.1 nano 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.

GPT-4.1 nano is priced at $0.10 input / $0.40 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for DeepSeek R1 Distill Qwen 32B. GPT-4.1 nano has the larger context window at 1M, compared with 128K 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 GPT-4.1 nano
CategoryDeepSeek R1 Distill Qwen 32BΔGPT-4.1 nano
KnowledgeDeepSeek R1 Distill Qwen 32BNot measuredMarginNo overlapGPT-4.1 nano50.3
MathDeepSeek R1 Distill Qwen 32BNot measuredMarginNo overlapGPT-4.1 nano1.0
Inst. FollowingDeepSeek R1 Distill Qwen 32BNot measuredMarginNo overlapGPT-4.1 nano83.2

Operational comparison

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

MetricDeepSeek R1 Distill Qwen 32BGPT-4.1 nanoComparison
Input / output priceUSD per 1M tokensDeepSeek R1 Distill Qwen 32B$0 input / $0 outputGPT-4.1 nano$0.1 input / $0.4 outputDeepSeek R1 Distill Qwen 32B has the lower combined listed price.
Generation speedtokens per secondDeepSeek R1 Distill Qwen 32B60 tok/sGPT-4.1 nano181 tok/sGPT-4.1 nano has the higher measured throughput.
First-answer latencyseconds to first tokenDeepSeek R1 Distill Qwen 32B0.84 sGPT-4.1 nano0.63 sGPT-4.1 nano reaches the first token sooner.
Context windowmaximum listed tokensDeepSeek R1 Distill Qwen 32B128KGPT-4.1 nano1MGPT-4.1 nano lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek R1 Distill Qwen 32BGPT-4.1 nanoResult
AA Agentic IndexSource 1.2%Not comparable
τ²-bench resultsSource 17.3%Not comparable
GDPval-AASource 0.0%Not comparable
GDPval-AASource 41Not comparable
Coding
BenchmarkDeepSeek R1 Distill Qwen 32BGPT-4.1 nanoResult
AA-SciCodeSource 37.6%25.9%DeepSeek R1 Distill Qwen 32B leads
AA Coding IndexSource 11.1%Not comparable
Reasoning
BenchmarkDeepSeek R1 Distill Qwen 32BGPT-4.1 nanoResult
AA-LCRSource 9.7%17.0%GPT-4.1 nano leads
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkDeepSeek R1 Distill Qwen 32BGPT-4.1 nanoResult
Artificial Analysis Intelligence IndexSource 11.0%9.6%DeepSeek R1 Distill Qwen 32B leads
AA-GPQA DiamondSource 61.5%51.2%DeepSeek R1 Distill Qwen 32B leads
AA-HLESource 5.5%3.9%DeepSeek R1 Distill Qwen 32B leads
MMLUSource 80.1%Not comparable
GPQASource 50.3%Not comparable
AA-Omniscience IndexSource -56.4%Not comparable
AA-Omniscience AccuracySource 13.3%Not comparable
AA-Omniscience Hallucination RateSource 80.4%Not comparable
Math
BenchmarkDeepSeek R1 Distill Qwen 32BGPT-4.1 nanoResult
FrontierMath v2 (Tiers 1-3)Source 1.034%Not comparable
Multimodal
BenchmarkDeepSeek R1 Distill Qwen 32BGPT-4.1 nanoResult
AA-MMMU-ProSource 40.1%Not comparable
Design Arena WebsiteSource 1003Not comparable
Inst. Following
BenchmarkDeepSeek R1 Distill Qwen 32BGPT-4.1 nanoResult
AA-IFBenchSource 22.9%32.0%GPT-4.1 nano leads
IFEvalSource 83.2%Not comparable
Frequently Asked Questions (3)

Can I compare DeepSeek R1 Distill Qwen 32B and GPT-4.1 nano 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 GPT-4.1 nano today?

DeepSeek R1 Distill Qwen 32B: $0.00 input / $0.00 output per 1M tokens GPT-4.1 nano: $0.10 input / $0.40 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 23, 2026

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