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Model comparison

DeepSeekMath V2 vs Ornith-1.0-397B

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
N/A
No comparison
DeepReinforce AI
72/100
0 category wins0 category wins

BenchAlign evidence: DeepSeekMath V2 estimated; Ornith-1.0-397B not scored. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeekMath V2 and Ornith-1.0-397B share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to DeepSeekMath V2; 7 to Ornith-1.0-397B.

Updated July 16, 2026
Shared results
0
DeepSeekMath V2 only
0
Ornith-1.0-397B only
7
Comparable categories
0 / 8

Benchmark data for DeepSeekMath V2 and Ornith-1.0-397B is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 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 does not have sourced benchmark coverage for DeepSeekMath V2 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Ornith-1.0-397B has the larger context window at 256K, compared with 128K for DeepSeekMath V2.

Operational comparison

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

MetricDeepSeekMath V2Ornith-1.0-397BComparison
Input / output priceUSD per 1M tokensDeepSeekMath V2$0 input / $0 outputOrnith-1.0-397B$0 input / $0 outputListed prices are equal.
Generation speedtokens per secondDeepSeekMath V2Not availableOrnith-1.0-397BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeekMath V2Not availableOrnith-1.0-397BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeekMath V2128KOrnith-1.0-397B256KOrnith-1.0-397B lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeekMath V2Ornith-1.0-397BResult
Terminal-Bench 2.0Source 77.5%Not comparable
Claw-EvalSource 77.1%Not comparable
Coding
BenchmarkDeepSeekMath V2Ornith-1.0-397BResult
SWE-bench VerifiedSource 82.4%Not comparable
SWE-bench ProSource 62.2%Not comparable
SWE MultilingualSource 78.9%Not comparable
NL2RepoSource 48.2%Not comparable
Terminal-Bench 2.0Source 77.5%Not comparable
Frequently Asked Questions (3)

Can I compare DeepSeekMath V2 and Ornith-1.0-397B 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 DeepSeekMath V2 and Ornith-1.0-397B today?

DeepSeekMath V2: $0.00 input / $0.00 output per 1M tokens Ornith-1.0-397B: $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.

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Last updated: July 16, 2026

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