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Model comparison

Ling 3.0 Flash vs Sakana Fugu-Ultra

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.
InclusionAI
N/A
No comparison
N/A
0 category wins0 category wins

Evidence parity. Ling 3.0 Flash and Sakana Fugu-Ultra share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Ling 3.0 Flash; 11 to Sakana Fugu-Ultra.

Updated July 24, 2026
Shared results
0
Ling 3.0 Flash only
0
Sakana Fugu-Ultra only
11
Comparable categories
0 / 8

Benchmark data for Ling 3.0 Flash and Sakana Fugu-Ultra 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 Ling 3.0 Flash yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Sakana Fugu-Ultra has the larger context window at 1M, compared with 262K for Ling 3.0 Flash.

Operational comparison

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

MetricLing 3.0 FlashSakana Fugu-UltraComparison
Input / output priceUSD per 1M tokensLing 3.0 FlashNot availableSakana Fugu-UltraNot availableA complete price comparison is not available.
Generation speedtokens per secondLing 3.0 FlashNot availableSakana Fugu-UltraNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenLing 3.0 FlashNot availableSakana Fugu-UltraNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensLing 3.0 Flash262KSakana Fugu-Ultra1MSakana Fugu-Ultra lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLing 3.0 FlashSakana Fugu-UltraResult
Terminal-Bench 2.0Source 82.1%Not comparable
Coding
BenchmarkLing 3.0 FlashSakana Fugu-UltraResult
SWE-bench ProSource 73.7%Not comparable
Terminal-Bench 2.0Source 82.1%Not comparable
LiveCodeBench v6Source 93.2%Not comparable
LiveCodeBench ProSource 90.8%Not comparable
SciCodeSource 58.7%Not comparable
Reasoning
BenchmarkLing 3.0 FlashSakana Fugu-UltraResult
MRCRv2Source 93.6%Not comparable
Knowledge
BenchmarkLing 3.0 FlashSakana Fugu-UltraResult
GPQASource 95.5%Not comparable
GPQA-DSource 95.5%Not comparable
HLE w/o toolsSource 50%Not comparable
Multimodal
BenchmarkLing 3.0 FlashSakana Fugu-UltraResult
CharXivSource 86.6%Not comparable
Frequently Asked Questions (3)

Can I compare Ling 3.0 Flash and Sakana Fugu-Ultra 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 Ling 3.0 Flash and Sakana Fugu-Ultra today?

Ling 3.0 Flash: Pricing unavailable Sakana Fugu-Ultra: Pricing unavailable 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