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Model comparison

DeepSeek-R1 vs Trinity-Large-Preview

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
4.3pts
winning →
55.94/100
0 category wins0 category wins

Public leaderboard positions: DeepSeek-R1 #103 (Supported); Trinity-Large-Preview #79 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek-R1 and Trinity-Large-Preview share 11 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to DeepSeek-R1; 7 to Trinity-Large-Preview.

Updated July 21, 2026
Shared results
11
DeepSeek-R1 only
0
Trinity-Large-Preview only
7
Comparable categories
0 / 8

Benchmark data for DeepSeek-R1 and Trinity-Large-Preview 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 $0.25 input / $1.00 output per 1M tokens for Trinity-Large-Preview. Trinity-Large-Preview has the larger context window at 512K, compared with 128K for DeepSeek-R1.

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-R1Trinity-Large-PreviewComparison
Input / output priceUSD per 1M tokensDeepSeek-R1$0.55 input / $2.19 outputTrinity-Large-Preview$0.25 input / $1 outputTrinity-Large-Preview has the lower combined listed price.
Generation speedtokens per secondDeepSeek-R1Not availableTrinity-Large-PreviewNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek-R1Not availableTrinity-Large-PreviewNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek-R1128KTrinity-Large-Preview512KTrinity-Large-Preview lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek-R1Trinity-Large-PreviewResult
τ²-bench resultsSource 36.5%90.1%Trinity-Large-Preview leads
GDPval-AASource 2.7%Not comparable
GDPval-AASource 554Not comparable
Coding
BenchmarkDeepSeek-R1Trinity-Large-PreviewResult
AA-SciCodeSource 40.3%36.1%DeepSeek-R1 leads
Reasoning
BenchmarkDeepSeek-R1Trinity-Large-PreviewResult
AA-LCRSource 54.7%33.0%DeepSeek-R1 leads
CritPtSource 1.4%0.9%DeepSeek-R1 leads
Knowledge
BenchmarkDeepSeek-R1Trinity-Large-PreviewResult
Artificial Analysis Intelligence IndexSource 20.1%24.5%Trinity-Large-Preview leads
AA-GPQA DiamondSource 81.3%75.2%DeepSeek-R1 leads
AA-HLESource 14.9%14.7%DeepSeek-R1 leads
AA-Omniscience IndexSource -27.1%-44.2%DeepSeek-R1 leads
AA-Omniscience AccuracySource 31.0%22.8%DeepSeek-R1 leads
AA-Omniscience Hallucination RateSource 84.0%86.6%DeepSeek-R1 leads
MMLUSource 87.2%Not comparable
MMLU-Pro (Arcee)Source 75.2%Not comparable
GPQA-DSource 63.3%Not comparable
Math
BenchmarkDeepSeek-R1Trinity-Large-PreviewResult
AIME25 (Arcee)Source 24.0%Not comparable
Multimodal
BenchmarkDeepSeek-R1Trinity-Large-PreviewResult
Design Arena WebsiteSource 1165Not comparable
Inst. Following
BenchmarkDeepSeek-R1Trinity-Large-PreviewResult
AA-IFBenchSource 39.6%56.3%Trinity-Large-Preview leads
Frequently Asked Questions (3)

Can I compare DeepSeek-R1 and Trinity-Large-Preview 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 Trinity-Large-Preview today?

DeepSeek-R1: $0.55 input / $2.19 output per 1M tokens Trinity-Large-Preview: $0.25 input / $1.00 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
Trinity-Large-Preview
API / mo$938
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

Related Comparisons

Last updated: July 21, 2026

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