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Model comparison

Gemma 4 26B A4B vs Step 3.7 Flash

Data verified

Head-to-head evidence from 17 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

57.86/100
Margin
7.1pts
← winning
50.76/100
0 category wins0 category wins

BenchAlign evidence: Gemma 4 26B A4B supported; Step 3.7 Flash estimated. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Gemma 4 26B A4B and Step 3.7 Flash share 17 comparable benchmark results. 0 of 8 categories are comparable. 4 results are unique to Gemma 4 26B A4B; 13 to Step 3.7 Flash.

Updated July 16, 2026
Shared results
17
Gemma 4 26B A4B only
4
Step 3.7 Flash only
13
Comparable categories
0 / 8

Benchmark data for Gemma 4 26B A4B and Step 3.7 Flash is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 17 shared benchmark results across 6 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.

Step 3.7 Flash is priced at $0.20 input / $1.15 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Gemma 4 26B A4B.

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 Gemma 4 26B A4B and Step 3.7 Flash
CategoryGemma 4 26B A4BΔStep 3.7 Flash
AgenticGemma 4 26B A4BNot measuredMarginNo overlapStep 3.7 Flash66.4
CodingGemma 4 26B A4BNot measuredMarginNo overlapStep 3.7 Flash56.3
KnowledgeGemma 4 26B A4B43.8MarginNo overlapStep 3.7 FlashNot measured
MultimodalGemma 4 26B A4B73.8MarginNo overlapStep 3.7 FlashNot measured

Operational comparison

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

MetricGemma 4 26B A4BStep 3.7 FlashComparison
Input / output priceUSD per 1M tokensGemma 4 26B A4B$0 input / $0 outputStep 3.7 Flash$0.2 input / $1.15 outputGemma 4 26B A4B has the lower combined listed price.
Generation speedtokens per secondGemma 4 26B A4BNot availableStep 3.7 FlashNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGemma 4 26B A4BNot availableStep 3.7 FlashNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGemma 4 26B A4B256KStep 3.7 Flash256KListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkGemma 4 26B A4BStep 3.7 FlashResult
AA Agentic IndexSource 11.0%21.5%Step 3.7 Flash leads
τ²-bench resultsSource 43.6%98.5%Step 3.7 Flash leads
GDPval-AASource 13.1%25.9%Step 3.7 Flash leads
GDPval-AASource 7611017Step 3.7 Flash leads
Terminal-Bench 2.0Source 59.5%Not comparable
BrowseCompSource 75.8%Not comparable
DeepSearchQASource 92.8%Not comparable
ToolathlonSource 49.5%Not comparable
Claw-EvalSource 67.1%Not comparable
HLE w/ toolsSource 47.2%Not comparable
Gert LabsSource 51.57%Not comparable
APEX-Agents-AASource 14.8%Not comparable
Coding
BenchmarkGemma 4 26B A4BStep 3.7 FlashResult
AA Coding IndexSource 39.3%39.6%Step 3.7 Flash leads
Terminal-Bench HardSource 13.6%35.6%Step 3.7 Flash leads
AA-SciCodeSource 40.0%40.0%Tie
SWE-bench ProSource 56.3%Not comparable
Terminal-Bench 2.0Source 59.5%Not comparable
Reasoning
BenchmarkGemma 4 26B A4BStep 3.7 FlashResult
AA-LCRSource 55.7%63.7%Step 3.7 Flash leads
CritPtSource 0.0%2.3%Step 3.7 Flash leads
Knowledge
BenchmarkGemma 4 26B A4BStep 3.7 FlashResult
MMLU-ProSource 82.6%Not comparable
HLESource 17.2%Not comparable
HLE w/o toolsSource 8.7%Not comparable
Artificial Analysis Intelligence IndexSource 25.7%30.3%Step 3.7 Flash leads
AA-GPQA DiamondSource 79.2%80.9%Step 3.7 Flash leads
AA-HLESource 18.3%19.9%Step 3.7 Flash leads
AA-Omniscience IndexSource -48.1%-37.5%Step 3.7 Flash leads
AA-Omniscience AccuracySource 18.2%25.4%Step 3.7 Flash leads
AA-Omniscience Hallucination RateSource 80.9%84.4%Gemma 4 26B A4B leads
Multimodal
BenchmarkGemma 4 26B A4BStep 3.7 FlashResult
MMMU-ProSource 73.8%Not comparable
AA-MMMU-ProSource 69.2%75.3%Step 3.7 Flash leads
SimpleVQASource 79.2%Not comparable
V*Source 95.3%Not comparable
Design Arena WebsiteSource 1218Not comparable
Inst. Following
BenchmarkGemma 4 26B A4BStep 3.7 FlashResult
AA-IFBenchSource 72.4%67.3%Gemma 4 26B A4B leads
Frequently Asked Questions (3)

Can I compare Gemma 4 26B A4B and Step 3.7 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 Gemma 4 26B A4B and Step 3.7 Flash today?

Gemma 4 26B A4B: $0.00 input / $0.00 output per 1M tokens Step 3.7 Flash: $0.20 input / $1.15 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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