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Model comparison

Cosmos3-Edge vs DeepSeek V4 Flash

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
58.88/100
0 category wins0 category wins

Public leaderboard positions: Cosmos3-Edge unranked (Not scored); DeepSeek V4 Flash #61 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Cosmos3-Edge and DeepSeek V4 Flash share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Cosmos3-Edge; 22 to DeepSeek V4 Flash.

Updated July 21, 2026
Shared results
0
Cosmos3-Edge only
0
DeepSeek V4 Flash only
22
Comparable categories
0 / 8

Benchmark data for Cosmos3-Edge and DeepSeek V4 Flash 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 Cosmos3-Edge yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

DeepSeek V4 Flash is priced at $0.14 input / $0.28 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Cosmos3-Edge. DeepSeek V4 Flash has the larger context window at 1M, compared with 256K for Cosmos3-Edge.

Operational comparison

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

MetricCosmos3-EdgeDeepSeek V4 FlashComparison
Input / output priceUSD per 1M tokensCosmos3-Edge$0 input / $0 outputDeepSeek V4 Flash$0.14 input / $0.28 outputCosmos3-Edge has the lower combined listed price.
Generation speedtokens per secondCosmos3-EdgeNot availableDeepSeek V4 FlashNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenCosmos3-EdgeNot availableDeepSeek V4 FlashNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensCosmos3-Edge256KDeepSeek V4 Flash1MDeepSeek V4 Flash lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkCosmos3-EdgeDeepSeek V4 FlashResult
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
Coding
BenchmarkCosmos3-EdgeDeepSeek V4 FlashResult
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
Reasoning
BenchmarkCosmos3-EdgeDeepSeek V4 FlashResult
MRCR 1MSource 37.5%Not comparable
CorpusQA 1MSource 15.5%Not comparable
Knowledge
BenchmarkCosmos3-EdgeDeepSeek V4 FlashResult
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%Not comparable
HLESource 8.1%Not comparable
Math
BenchmarkCosmos3-EdgeDeepSeek V4 FlashResult
HMMT Feb 2026Source 40.8%Not comparable
IMOAnswerBenchSource 41.9%Not comparable
ApexSource 1.0%Not comparable
Apex ShortlistSource 9.3%Not comparable
Multimodal
BenchmarkCosmos3-EdgeDeepSeek V4 FlashResult
Design Arena WebsiteSource 1238Not comparable
Frequently Asked Questions (3)

Can I compare Cosmos3-Edge and DeepSeek V4 Flash 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 Cosmos3-Edge and DeepSeek V4 Flash today?

Cosmos3-Edge: $0.00 input / $0.00 output per 1M tokens DeepSeek V4 Flash: $0.14 input / $0.28 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 21, 2026

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