Skip to main content

Model comparison

DeepSeek V4 Flash vs Gemma 4 12B

Data verified

Head-to-head evidence from 3 shared benchmark results across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

58.88/100
Margin
11.6pts
← winning
47.29/100
0 category wins2 category wins

Public leaderboard positions: DeepSeek V4 Flash #61 (Estimated); Gemma 4 12B #137 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek V4 Flash and Gemma 4 12B share 3 comparable benchmark results. 2 of 8 categories are comparable. 19 results are unique to DeepSeek V4 Flash; 20 to Gemma 4 12B.

Updated July 23, 2026
Shared results
3
DeepSeek V4 Flash only
19
Gemma 4 12B only
20
Comparable categories
2 / 8

Pick DeepSeek V4 Flash if you want the stronger benchmark profile. Gemma 4 12B only becomes the better choice if knowledge is the priority or you want the stronger reasoning-first profile.

Confidence note. This is a partial-evidence comparison with 3 shared benchmark results across 1 evidence category; 2 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

DeepSeek V4 Flash is clearly ahead on the BenchAlign aggregate, 58.88 to 47.29. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Gemma 4 12B is the reasoning model in the pair, while DeepSeek V4 Flash is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. DeepSeek V4 Flash gives you the larger context window at 1M, compared with 256K for Gemma 4 12B.

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 Gemma 4 12B
CategoryDeepSeek V4 FlashΔGemma 4 12B
KnowledgeDeepSeek V4 Flash38.8Margin 38.7Gemma 4 12B77.5
MathDeepSeek V4 Flash40.8Margin 36.7Gemma 4 12B77.5
AgenticDeepSeek V4 Flash49.1MarginNo overlapGemma 4 12BNot measured
CodingDeepSeek V4 Flash64.2MarginNo overlapGemma 4 12BNot measured
ReasoningDeepSeek V4 FlashNot measuredMarginNo overlapGemma 4 12B43.4
MultimodalDeepSeek V4 FlashNot measuredMarginNo overlapGemma 4 12B69.1

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · DeepSeek V4 FlashB · Gemma 4 12B
  1. GPQA

    Knowledge
    Source ↗
    A 71.2%B 78.8%
    Winner: Gemma 4 12BΔ 7.6
    GPQA: DeepSeek V4 Flash scored 71.2%; Gemma 4 12B scored 78.8%. Gemma 4 12B wins this benchmark.
  2. MMLU-Pro

    Knowledge
    Source ↗
    A 83%B 77.2%
    Winner: DeepSeek V4 FlashΔ 5.8
    MMLU-Pro: DeepSeek V4 Flash scored 83%; Gemma 4 12B scored 77.2%. DeepSeek V4 Flash wins this benchmark.

Operational comparison

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

MetricDeepSeek V4 FlashGemma 4 12BComparison
Input / output priceUSD per 1M tokensDeepSeek V4 Flash$0.14 input / $0.28 outputGemma 4 12BNot availableA complete price comparison is not available.
Generation speedtokens per secondDeepSeek V4 FlashNot availableGemma 4 12BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V4 FlashNot availableGemma 4 12BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V4 Flash1MGemma 4 12B256KDeepSeek V4 Flash lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek V4 FlashGemma 4 12BResult
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 36.3%Not comparable
Coding
BenchmarkDeepSeek V4 FlashGemma 4 12BResult
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 38.2%Not comparable
Reasoning
BenchmarkDeepSeek V4 FlashGemma 4 12BResult
MRCR 1MSource 37.5%Not comparable
CorpusQA 1MSource 15.5%Not comparable
BBHSource 53%Not comparable
MRCRv2Source 43.4%Not comparable
AA-LCRSource 55.3%Not comparable
CritPtSource 0.0%Not comparable
KnowledgeGemma 4 12B wins
BenchmarkDeepSeek V4 FlashGemma 4 12BResult
MMLU-ProSource 83%77.2%DeepSeek V4 Flash leads
SimpleQASource 23.1%Not comparable
Chinese-SimpleQASource 71.5%Not comparable
GPQASource 71.2%78.8%Gemma 4 12B leads
GPQA-DSource 71.2%78.8%Gemma 4 12B leads
HLESource 8.1%Not comparable
HLE w/o toolsSource 5.2%Not comparable
MMMLUSource 83.4%Not comparable
Artificial Analysis Intelligence IndexSource 22.0%Not comparable
AA-GPQA DiamondSource 75.3%Not comparable
AA-HLESource 14.8%Not comparable
AA-Omniscience IndexSource -51.9%Not comparable
AA-Omniscience AccuracySource 16.0%Not comparable
AA-Omniscience Hallucination RateSource 80.8%Not comparable
MathGemma 4 12B wins
BenchmarkDeepSeek V4 FlashGemma 4 12BResult
HMMT Feb 2026Source 40.8%Not comparable
IMOAnswerBenchSource 41.9%Not comparable
ApexSource 1.0%Not comparable
Apex ShortlistSource 9.3%Not comparable
AIME26Source 77.5%Not comparable
Multimodal
BenchmarkDeepSeek V4 FlashGemma 4 12BResult
Design Arena WebsiteSource 1238Not comparable
MMMU-ProSource 69.1%Not comparable
MathVisionSource 79.7%Not comparable
MedXpertQA (MM)Source 48.7%Not comparable
AA-MMMU-ProSource 69.7%Not comparable
Inst. Following
BenchmarkDeepSeek V4 FlashGemma 4 12BResult
AA-IFBenchSource 73.5%Not comparable
Frequently Asked Questions (3)

Which is better, DeepSeek V4 Flash or Gemma 4 12B?

DeepSeek V4 Flash is ahead on BenchLM's BenchAlign leaderboard, 58.88 to 47.29. The biggest single separator in this matchup is GPQA, where the scores are 71.2% and 78.8%.

Which is better for knowledge tasks, DeepSeek V4 Flash or Gemma 4 12B?

Gemma 4 12B has the edge for knowledge tasks in this comparison, averaging 77.5 versus 38.8. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Which is better for math, DeepSeek V4 Flash or Gemma 4 12B?

Gemma 4 12B has the edge for math in this comparison, averaging 77.5 versus 40.8. DeepSeek V4 Flash stays close enough that the answer can still flip depending on your workload.

Related Comparisons

Last updated: July 23, 2026

Choose a model with this week’s evidence

Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.

One email each week. Unsubscribe anytime.