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Model comparison

Gemma 4 12B vs Sakana Fugu-Ultra v1.1

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.
46.28/100
No comparison
0 category wins0 category wins

Public leaderboard positions: Gemma 4 12B #145 (Estimated); Sakana Fugu-Ultra v1.1 unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Gemma 4 12B and Sakana Fugu-Ultra v1.1 share 0 comparable benchmark results. 0 of 8 categories are comparable. 27 results are unique to Gemma 4 12B; 0 to Sakana Fugu-Ultra v1.1.

Updated July 24, 2026
Shared results
0
Gemma 4 12B only
27
Sakana Fugu-Ultra v1.1 only
0
Comparable categories
0 / 8

Benchmark data for Gemma 4 12B and Sakana Fugu-Ultra v1.1 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 Sakana Fugu-Ultra v1.1 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Sakana Fugu-Ultra v1.1 has the larger context window at 1M, compared with 256K for Gemma 4 12B.

Operational comparison

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

MetricGemma 4 12BSakana Fugu-Ultra v1.1Comparison
Input / output priceUSD per 1M tokensGemma 4 12BNot availableSakana Fugu-Ultra v1.1$5 input / $30 outputA complete price comparison is not available.
Generation speedtokens per secondGemma 4 12BNot availableSakana Fugu-Ultra v1.1Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGemma 4 12BNot availableSakana Fugu-Ultra v1.1Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensGemma 4 12B256KSakana Fugu-Ultra v1.11MSakana Fugu-Ultra v1.1 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGemma 4 12BSakana Fugu-Ultra v1.1Result
τ²-bench resultsSource 36.3%Not comparable
AA Agentic IndexSource 7.9%Not comparable
GDPval-AASource 7.6%Not comparable
GDPval-AASource 651Not comparable
Coding
BenchmarkGemma 4 12BSakana Fugu-Ultra v1.1Result
AA-SciCodeSource 38.2%Not comparable
AA Coding IndexSource 31.0%Not comparable
Reasoning
BenchmarkGemma 4 12BSakana Fugu-Ultra v1.1Result
BBHSource 53%Not comparable
MRCRv2Source 43.4%Not comparable
AA-LCRSource 55.3%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkGemma 4 12BSakana Fugu-Ultra v1.1Result
GPQASource 78.8%Not comparable
GPQA-DSource 78.8%Not comparable
MMLU-ProSource 77.2%Not comparable
HLE w/o toolsSource 5.2%Not comparable
MMMLUSource 83.4%Not comparable
Artificial Analysis Intelligence IndexSource 21.8%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
Math
BenchmarkGemma 4 12BSakana Fugu-Ultra v1.1Result
AIME26Source 77.5%Not comparable
Multimodal
BenchmarkGemma 4 12BSakana Fugu-Ultra v1.1Result
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
BenchmarkGemma 4 12BSakana Fugu-Ultra v1.1Result
AA-IFBenchSource 73.5%Not comparable
Frequently Asked Questions (3)

Can I compare Gemma 4 12B and Sakana Fugu-Ultra v1.1 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 12B and Sakana Fugu-Ultra v1.1 today?

Sakana Fugu-Ultra v1.1: $5.00 input / $30.00 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 24, 2026