# Qwen3 32B (Reasoning) vs Sakana Fugu-Ultra

> Side-by-side benchmark comparison for Qwen3 32B (Reasoning) and Sakana Fugu-Ultra across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-32b-reasoning-vs-sakana-fugu-ultra
- Last updated: October 14, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Qwen3 32B (Reasoning) and Sakana Fugu-Ultra share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Sakana Fugu-Ultra has the larger published context window at 1M.

## Model Snapshot

| Property | Qwen3 32B (Reasoning) | Sakana Fugu-Ultra |
|----------|----------|----------|
| Creator | Alibaba | Sakana AI |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 11 | 11 |
| Pricing (input/output) | N/A | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Qwen3 32B (Reasoning) public-lane score: Coming soon
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3 32B (Reasoning) | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| BFCL v3 | 70.3% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 82.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Qwen3 32B (Reasoning) public-lane score: Coming soon
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3 32B (Reasoning) | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v5 | 65.7% | Coming soon | Coming soon |
| SWE-bench Pro | Coming soon | 73.7% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 82.1% | Coming soon |
| LiveCodeBench v6 | Coming soon | 93.2% | Coming soon |
| LiveCodeBench Pro | Coming soon | 90.8% | Coming soon |
| SciCode | Coming soon | 58.7% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Qwen3 32B (Reasoning) public-lane score: Coming soon
- Sakana Fugu-Ultra public-lane score: 84.4 (Unranked · 1 rankable row)

| Benchmark | Qwen3 32B (Reasoning) | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| MRCRv2 | Coming soon | 93.6% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Qwen3 32B (Reasoning) public-lane score: Coming soon
- Sakana Fugu-Ultra public-lane score: 77.1 (Unranked · 1 rankable row)

| Benchmark | Qwen3 32B (Reasoning) | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | Coming soon | 86.6% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Qwen3 32B (Reasoning) public-lane score: Coming soon
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3 32B (Reasoning) | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Redux | 90.9% | Coming soon | Coming soon |
| GPQA | 68.4% | 95.5% | Sakana Fugu-Ultra |
| C-Eval | 87.3% | Coming soon | Coming soon |
| MMMLU | 80.6% | Coming soon | Coming soon |
| GPQA-D | Coming soon | 95.5% | Coming soon |
| HLE w/o tools | Coming soon | 50% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Qwen3 32B (Reasoning) public-lane score: Coming soon
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3 32B (Reasoning) | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| INCLUDE | 73.7% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Qwen3 32B (Reasoning) public-lane score: Coming soon
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3 32B (Reasoning) | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 85% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Qwen3 32B (Reasoning) public-lane score: Coming soon
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3 32B (Reasoning) | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | 97.2% | Coming soon | Coming soon |
| AIME 2024 | 81.4% | Coming soon | Coming soon |
| AIME 2025 | 72.9% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Qwen3 32B (Reasoning) and Sakana Fugu-Ultra?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Qwen3 32B (Reasoning) vs Qwen3 32B](/compare/qwen3-32b-vs-qwen3-32b-reasoning)
- [Sakana Fugu-Ultra vs Qwen3 32B](/compare/qwen3-32b-vs-sakana-fugu-ultra)
- [Qwen3 32B (Reasoning) vs Sakana Fugu](/compare/qwen3-32b-reasoning-vs-sakana-fugu)
- [Sakana Fugu-Ultra vs Sakana Fugu](/compare/sakana-fugu-vs-sakana-fugu-ultra)

## Explore More

- [Qwen3 32B (Reasoning) profile](/models/qwen3-32b-reasoning)
- [Sakana Fugu-Ultra profile](/models/sakana-fugu-ultra)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)