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Model comparison

Qwen3.5-122B-A10B 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.
59.95/100
No comparison
0 category wins0 category wins

Public leaderboard positions: Qwen3.5-122B-A10B #50 (Supported); Sakana Fugu-Ultra v1.1 unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Qwen3.5-122B-A10B and Sakana Fugu-Ultra v1.1 share 0 comparable benchmark results. 0 of 8 categories are comparable. 31 results are unique to Qwen3.5-122B-A10B; 0 to Sakana Fugu-Ultra v1.1.

Updated July 24, 2026
Shared results
0
Qwen3.5-122B-A10B only
31
Sakana Fugu-Ultra v1.1 only
0
Comparable categories
0 / 8

Benchmark data for Qwen3.5-122B-A10B 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 Qwen3.5-122B-A10B. Sakana Fugu-Ultra v1.1 has the larger context window at 1M, compared with 262K for Qwen3.5-122B-A10B.

Operational comparison

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

MetricQwen3.5-122B-A10BSakana Fugu-Ultra v1.1Comparison
Input / output priceUSD per 1M tokensQwen3.5-122B-A10B$0 input / $0 outputSakana Fugu-Ultra v1.1$5 input / $30 outputQwen3.5-122B-A10B has the lower combined listed price.
Generation speedtokens per secondQwen3.5-122B-A10BNot availableSakana Fugu-Ultra v1.1Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenQwen3.5-122B-A10BNot availableSakana Fugu-Ultra v1.1Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensQwen3.5-122B-A10B262KSakana Fugu-Ultra v1.11MSakana Fugu-Ultra v1.1 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkQwen3.5-122B-A10BSakana Fugu-Ultra v1.1Result
Terminal-Bench 2.0Source 49.4%Not comparable
BrowseCompSource 63.8%Not comparable
OSWorld-VerifiedSource 58%Not comparable
τ²-bench resultsSource 93.6%Not comparable
AA Agentic IndexSource 20.7%Not comparable
GDPval-AASource 23.9%Not comparable
GDPval-AASource 978Not comparable
Coding
BenchmarkQwen3.5-122B-A10BSakana Fugu-Ultra v1.1Result
SWE-bench VerifiedSource 72%Not comparable
AA Coding IndexSource 45.7%Not comparable
AA-SciCodeSource 42.0%Not comparable
Reasoning
BenchmarkQwen3.5-122B-A10BSakana Fugu-Ultra v1.1Result
LongBench v2Source 60.2%Not comparable
AA-LCRSource 66.7%Not comparable
CritPtSource 0.6%Not comparable
Knowledge
BenchmarkQwen3.5-122B-A10BSakana Fugu-Ultra v1.1Result
MMLU-ProSource 86.7%Not comparable
SuperGPQASource 67.1%Not comparable
GPQASource 86.6%Not comparable
Artificial Analysis Intelligence IndexSource 32.3%Not comparable
AA-GPQA DiamondSource 85.7%Not comparable
AA-HLESource 23.4%Not comparable
AA-Omniscience IndexSource -39.6%Not comparable
AA-Omniscience AccuracySource 24.7%Not comparable
AA-Omniscience Hallucination RateSource 85.5%Not comparable
Multilingual
BenchmarkQwen3.5-122B-A10BSakana Fugu-Ultra v1.1Result
MMLU-ProXSource 82.2%Not comparable
Multimodal
BenchmarkQwen3.5-122B-A10BSakana Fugu-Ultra v1.1Result
MMMUSource 83.9%Not comparable
MMVUSource 74.7%Not comparable
MathVisionSource 86.2%Not comparable
CharXivSource 77.2%Not comparable
V*Source 93.2%Not comparable
AA-MMMU-ProSource 75.0%Not comparable
Inst. Following
BenchmarkQwen3.5-122B-A10BSakana Fugu-Ultra v1.1Result
IFEvalSource 93.4%Not comparable
AA-IFBenchSource 75.7%Not comparable
Frequently Asked Questions (3)

Can I compare Qwen3.5-122B-A10B 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 Qwen3.5-122B-A10B and Sakana Fugu-Ultra v1.1 today?

Qwen3.5-122B-A10B: $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