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Model comparison

LFM2.5-VL-450M 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.
N/A
No comparison
0 category wins0 category wins

Evidence parity. LFM2.5-VL-450M and Sakana Fugu-Ultra v1.1 share 0 comparable benchmark results. 0 of 8 categories are comparable. 7 results are unique to LFM2.5-VL-450M; 0 to Sakana Fugu-Ultra v1.1.

Updated July 24, 2026
Shared results
0
LFM2.5-VL-450M only
7
Sakana Fugu-Ultra v1.1 only
0
Comparable categories
0 / 8

Benchmark data for LFM2.5-VL-450M 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 is priced at $5.00 input / $30.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for LFM2.5-VL-450M. Sakana Fugu-Ultra v1.1 has the larger context window at 1M, compared with 128K for LFM2.5-VL-450M.

Operational comparison

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

MetricLFM2.5-VL-450MSakana Fugu-Ultra v1.1Comparison
Input / output priceUSD per 1M tokensLFM2.5-VL-450M$0 input / $0 outputSakana Fugu-Ultra v1.1$5 input / $30 outputLFM2.5-VL-450M has the lower combined listed price.
Generation speedtokens per secondLFM2.5-VL-450MNot availableSakana Fugu-Ultra v1.1Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenLFM2.5-VL-450MNot availableSakana Fugu-Ultra v1.1Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensLFM2.5-VL-450M128KSakana Fugu-Ultra v1.11MSakana Fugu-Ultra v1.1 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLFM2.5-VL-450MSakana Fugu-Ultra v1.1Result
BFCL v4Source 21.1%Not comparable
Knowledge
BenchmarkLFM2.5-VL-450MSakana Fugu-Ultra v1.1Result
GPQASource 25.7%Not comparable
MMLU-ProSource 19.3%Not comparable
Multimodal
BenchmarkLFM2.5-VL-450MSakana Fugu-Ultra v1.1Result
MMMUSource 32.7%Not comparable
RealWorldQASource 58.4%Not comparable
CountBenchSource 73.3%Not comparable
Inst. Following
BenchmarkLFM2.5-VL-450MSakana Fugu-Ultra v1.1Result
IFEvalSource 61.2%Not comparable
Frequently Asked Questions (3)

Can I compare LFM2.5-VL-450M 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 LFM2.5-VL-450M and Sakana Fugu-Ultra v1.1 today?

LFM2.5-VL-450M: $0.00 input / $0.00 output per 1M tokens 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