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Model comparison

DeepSeek V4 Flash Base vs Trinity-Large-Preview

Data verified

Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

No comparison
55.94/100
0 category wins0 category wins

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

Evidence parity. DeepSeek V4 Flash Base and Trinity-Large-Preview share 1 comparable benchmark result. 0 of 8 categories are comparable. 23 results are unique to DeepSeek V4 Flash Base; 17 to Trinity-Large-Preview.

Updated July 23, 2026
Shared results
1
DeepSeek V4 Flash Base only
23
Trinity-Large-Preview only
17
Comparable categories
0 / 8

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

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 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 V4 Flash Base 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 Base and Trinity-Large-Preview
CategoryDeepSeek V4 Flash BaseΔTrinity-Large-Preview
ReasoningDeepSeek V4 Flash Base44.7MarginNo overlapTrinity-Large-PreviewNot measured
KnowledgeDeepSeek V4 Flash Base56.4MarginNo overlapTrinity-Large-PreviewNot measured

Operational comparison

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

MetricDeepSeek V4 Flash BaseTrinity-Large-PreviewComparison
Input / output priceUSD per 1M tokensDeepSeek V4 Flash BaseNot availableTrinity-Large-Preview$0.25 input / $1 outputA complete price comparison is not available.
Generation speedtokens per secondDeepSeek V4 Flash BaseNot availableTrinity-Large-PreviewNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V4 Flash BaseNot availableTrinity-Large-PreviewNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V4 Flash Base1MTrinity-Large-Preview512KDeepSeek V4 Flash Base lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek V4 Flash BaseTrinity-Large-PreviewResult
τ²-bench resultsSource 90.1%Not comparable
GDPval-AASource 2.7%Not comparable
GDPval-AASource 554Not comparable
Coding
BenchmarkDeepSeek V4 Flash BaseTrinity-Large-PreviewResult
BigCodeBenchSource 56.8%Not comparable
HumanEvalSource 69.5%Not comparable
AA-SciCodeSource 36.1%Not comparable
Reasoning
BenchmarkDeepSeek V4 Flash BaseTrinity-Large-PreviewResult
BBHSource 86.9%Not comparable
DROPSource 88.6%Not comparable
HellaSwagSource 85.7%Not comparable
WinoGrandeSource 79.5%Not comparable
CLUEWSCSource 82.2%Not comparable
LongBench v2Source 44.7%Not comparable
AA-LCRSource 33.0%Not comparable
CritPtSource 0.9%Not comparable
Knowledge
BenchmarkDeepSeek V4 Flash BaseTrinity-Large-PreviewResult
AGIEvalSource 82.6%Not comparable
MMLUSource 88.7%87.2%DeepSeek V4 Flash Base leads
MMLU-ReduxSource 89.4%Not comparable
MMLU-ProSource 68.3%Not comparable
MMMLUSource 88.8%Not comparable
C-EvalSource 92.1%Not comparable
CMMLUSource 90.4%Not comparable
MultiLoKoSource 42.2%Not comparable
SimpleQASource 30.1%Not comparable
SuperGPQASource 46.5%Not comparable
FACTS ParametricSource 33.9%Not comparable
TriviaQASource 82.8%Not comparable
MMLU-Pro (Arcee)Source 75.2%Not comparable
GPQA-DSource 63.3%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 Flash BaseTrinity-Large-PreviewResult
GSM8KSource 90.8%Not comparable
MATHSource 57.4%Not comparable
CMathSource 93.6%Not comparable
AIME25 (Arcee)Source 24.0%Not comparable
Multilingual
BenchmarkDeepSeek V4 Flash BaseTrinity-Large-PreviewResult
MGSMSource 85.7%Not comparable
Multimodal
BenchmarkDeepSeek V4 Flash BaseTrinity-Large-PreviewResult
Design Arena WebsiteSource 1165Not comparable
Inst. Following
BenchmarkDeepSeek V4 Flash BaseTrinity-Large-PreviewResult
AA-IFBenchSource 56.3%Not comparable
Frequently Asked Questions (3)

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

DeepSeek V4 Flash Base: Pricing unavailable 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.

Related Comparisons

Last updated: July 23, 2026

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