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Model comparison

DeepSeek-R1 vs GPT-OSS 20B

Data verified

Head-to-head evidence from 11 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

DeepSeek
51.67/100
Margin
8.9pts
← winning
42.74/100
0 category wins0 category wins

Public leaderboard positions: DeepSeek-R1 #103 (Supported); GPT-OSS 20B #159 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek-R1 and GPT-OSS 20B share 11 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to DeepSeek-R1; 7 to GPT-OSS 20B.

Updated July 22, 2026
Shared results
11
DeepSeek-R1 only
0
GPT-OSS 20B only
7
Comparable categories
0 / 8

Benchmark data for DeepSeek-R1 and GPT-OSS 20B is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 11 shared benchmark results across 5 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-R1 is priced at $0.55 input / $2.19 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for GPT-OSS 20B.

Category breakdown

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

Operational comparison

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

MetricDeepSeek-R1GPT-OSS 20BComparison
Input / output priceUSD per 1M tokensDeepSeek-R1$0.55 input / $2.19 outputGPT-OSS 20B$0 input / $0 outputGPT-OSS 20B has the lower combined listed price.
Generation speedtokens per secondDeepSeek-R1Not availableGPT-OSS 20B313 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek-R1Not availableGPT-OSS 20B0.65 sA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek-R1128KGPT-OSS 20B128KListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek-R1GPT-OSS 20BResult
τ²-bench resultsSource 36.5%60.2%GPT-OSS 20B leads
AA Agentic IndexSource 3.1%Not comparable
APEX-Agents-AASource 0.7%Not comparable
GDPval-AASource 3.0%Not comparable
GDPval-AASource 559Not comparable
Coding
BenchmarkDeepSeek-R1GPT-OSS 20BResult
AA-SciCodeSource 40.3%34.4%DeepSeek-R1 leads
React Native EvalsSource 71%Not comparable
AA Coding IndexSource 20.7%Not comparable
Reasoning
BenchmarkDeepSeek-R1GPT-OSS 20BResult
AA-LCRSource 54.7%30.7%DeepSeek-R1 leads
CritPtSource 1.4%1.4%Tie
Knowledge
BenchmarkDeepSeek-R1GPT-OSS 20BResult
Artificial Analysis Intelligence IndexSource 20.1%14.9%DeepSeek-R1 leads
AA-GPQA DiamondSource 81.3%68.8%DeepSeek-R1 leads
AA-HLESource 14.9%9.8%DeepSeek-R1 leads
AA-Omniscience IndexSource -27.1%-63.9%DeepSeek-R1 leads
AA-Omniscience AccuracySource 31.0%15.5%DeepSeek-R1 leads
AA-Omniscience Hallucination RateSource 84.0%94.1%DeepSeek-R1 leads
Multimodal
BenchmarkDeepSeek-R1GPT-OSS 20BResult
Design Arena WebsiteSource 882Not comparable
Inst. Following
BenchmarkDeepSeek-R1GPT-OSS 20BResult
AA-IFBenchSource 39.6%65.1%GPT-OSS 20B leads
Frequently Asked Questions (3)

Can I compare DeepSeek-R1 and GPT-OSS 20B 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 and GPT-OSS 20B today?

DeepSeek-R1: $0.55 input / $2.19 output per 1M tokens GPT-OSS 20B: $0.00 input / $0.00 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
API / mo$2,055
Self-host / mo$18,221
Break-even583M/day
GPT-OSS 20B
API / mo$0
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

Related Comparisons

Last updated: July 22, 2026

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