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Model comparison

DeepSeek V4 Flash vs Trinity-Large-Preview

Data verified

Head-to-head evidence from 2 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

58.88/100
Margin
2.9pts
← winning
55.94/100
0 category wins0 category wins

Public leaderboard positions: DeepSeek V4 Flash #61 (Estimated); Trinity-Large-Preview #79 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek V4 Flash and Trinity-Large-Preview share 2 comparable benchmark results. 0 of 8 categories are comparable. 20 results are unique to DeepSeek V4 Flash; 16 to Trinity-Large-Preview.

Updated July 23, 2026
Shared results
2
DeepSeek V4 Flash only
20
Trinity-Large-Preview only
16
Comparable categories
0 / 8

Benchmark data for DeepSeek V4 Flash and Trinity-Large-Preview is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 2 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.

Trinity-Large-Preview is priced at $0.25 input / $1.00 output per 1M tokens, versus $0.14 input / $0.28 output per 1M tokens for DeepSeek V4 Flash. DeepSeek V4 Flash has the larger context window at 1M, compared with 512K for Trinity-Large-Preview.

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 V4 Flash and Trinity-Large-Preview
CategoryDeepSeek V4 FlashΔTrinity-Large-Preview
AgenticDeepSeek V4 Flash49.1MarginNo overlapTrinity-Large-PreviewNot measured
CodingDeepSeek V4 Flash64.2MarginNo overlapTrinity-Large-PreviewNot measured
KnowledgeDeepSeek V4 Flash38.8MarginNo overlapTrinity-Large-PreviewNot measured
MathDeepSeek V4 Flash40.8MarginNo overlapTrinity-Large-PreviewNot measured

Operational comparison

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

MetricDeepSeek V4 FlashTrinity-Large-PreviewComparison
Input / output priceUSD per 1M tokensDeepSeek V4 Flash$0.14 input / $0.28 outputTrinity-Large-Preview$0.25 input / $1 outputDeepSeek V4 Flash has the lower combined listed price.
Generation speedtokens per secondDeepSeek V4 FlashNot availableTrinity-Large-PreviewNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V4 FlashNot availableTrinity-Large-PreviewNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V4 Flash1MTrinity-Large-Preview512KDeepSeek V4 Flash lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek V4 FlashTrinity-Large-PreviewResult
Terminal-Bench 2.0Source 49.1%Not comparable
MCP AtlasSource 64%Not comparable
ToolathlonSource 40.7%Not comparable
Claw-EvalSource 57.8%Not comparable
Gert LabsSource 54.35%Not comparable
τ²-bench resultsSource 90.1%Not comparable
GDPval-AASource 2.7%Not comparable
GDPval-AASource 554Not comparable
Coding
BenchmarkDeepSeek V4 FlashTrinity-Large-PreviewResult
SWE-bench VerifiedSource 73.7%Not comparable
SWE-bench ProSource 49.1%Not comparable
SWE MultilingualSource 69.7%Not comparable
Terminal-Bench 2.0Source 49.1%Not comparable
AA-SciCodeSource 36.1%Not comparable
Reasoning
BenchmarkDeepSeek V4 FlashTrinity-Large-PreviewResult
MRCR 1MSource 37.5%Not comparable
CorpusQA 1MSource 15.5%Not comparable
AA-LCRSource 33.0%Not comparable
CritPtSource 0.9%Not comparable
Knowledge
BenchmarkDeepSeek V4 FlashTrinity-Large-PreviewResult
MMLU-ProSource 83%Not comparable
SimpleQASource 23.1%Not comparable
Chinese-SimpleQASource 71.5%Not comparable
GPQASource 71.2%Not comparable
GPQA-DSource 71.2%63.3%DeepSeek V4 Flash leads
HLESource 8.1%Not comparable
MMLUSource 87.2%Not comparable
MMLU-Pro (Arcee)Source 75.2%Not comparable
Artificial Analysis Intelligence IndexSource 24.5%Not comparable
AA-GPQA DiamondSource 75.2%Not comparable
AA-HLESource 14.7%Not comparable
AA-Omniscience IndexSource -44.2%Not comparable
AA-Omniscience AccuracySource 22.8%Not comparable
AA-Omniscience Hallucination RateSource 86.6%Not comparable
Math
BenchmarkDeepSeek V4 FlashTrinity-Large-PreviewResult
HMMT Feb 2026Source 40.8%Not comparable
IMOAnswerBenchSource 41.9%Not comparable
ApexSource 1.0%Not comparable
Apex ShortlistSource 9.3%Not comparable
AIME25 (Arcee)Source 24.0%Not comparable
Multimodal
BenchmarkDeepSeek V4 FlashTrinity-Large-PreviewResult
Design Arena WebsiteSource 12381165DeepSeek V4 Flash leads
Inst. Following
BenchmarkDeepSeek V4 FlashTrinity-Large-PreviewResult
AA-IFBenchSource 56.3%Not comparable
Frequently Asked Questions (3)

Can I compare DeepSeek V4 Flash 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 V4 Flash and Trinity-Large-Preview today?

DeepSeek V4 Flash: $0.14 input / $0.28 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.

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Last updated: July 23, 2026

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