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Model comparison

Mellum2-12B-A2.5B-Instruct 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.
No comparison
0 category wins0 category wins

Evidence parity. Mellum2-12B-A2.5B-Instruct and Sakana Fugu-Ultra v1.1 share 0 comparable benchmark results. 0 of 8 categories are comparable. 5 results are unique to Mellum2-12B-A2.5B-Instruct; 0 to Sakana Fugu-Ultra v1.1.

Updated July 24, 2026
Shared results
0
Mellum2-12B-A2.5B-Instruct only
5
Sakana Fugu-Ultra v1.1 only
0
Comparable categories
0 / 8

Benchmark data for Mellum2-12B-A2.5B-Instruct 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 128K for Mellum2-12B-A2.5B-Instruct.

Operational comparison

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

MetricMellum2-12B-A2.5B-InstructSakana Fugu-Ultra v1.1Comparison
Input / output priceUSD per 1M tokensMellum2-12B-A2.5B-InstructNot availableSakana Fugu-Ultra v1.1$5 input / $30 outputA complete price comparison is not available.
Generation speedtokens per secondMellum2-12B-A2.5B-InstructNot availableSakana Fugu-Ultra v1.1Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenMellum2-12B-A2.5B-InstructNot availableSakana Fugu-Ultra v1.1Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensMellum2-12B-A2.5B-Instruct128KSakana Fugu-Ultra v1.11MSakana Fugu-Ultra v1.1 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkMellum2-12B-A2.5B-InstructSakana Fugu-Ultra v1.1Result
BFCL v4Source 44.2%Not comparable
Knowledge
BenchmarkMellum2-12B-A2.5B-InstructSakana Fugu-Ultra v1.1Result
MMLU-ReduxSource 78.1%Not comparable
GPQASource 40.9%Not comparable
GPQA-DSource 40.9%Not comparable
Inst. Following
BenchmarkMellum2-12B-A2.5B-InstructSakana Fugu-Ultra v1.1Result
IFEvalSource 75.8%Not comparable
Frequently Asked Questions (3)

Can I compare Mellum2-12B-A2.5B-Instruct 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 Mellum2-12B-A2.5B-Instruct 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