# Qwen2.5 Coder 32B Instruct vs Sakana Fugu-Ultra v1.1

> Side-by-side benchmark comparison for Qwen2.5 Coder 32B Instruct and Sakana Fugu-Ultra v1.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen2-5-coder-32b-instruct-vs-sakana-fugu-ultra-v1-1
- Last updated: September 4, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Qwen2.5 Coder 32B Instruct and Sakana Fugu-Ultra v1.1.

## Summary

- Qwen2.5 Coder 32B Instruct and Sakana Fugu-Ultra v1.1 do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Qwen2.5 Coder 32B Instruct | Sakana Fugu-Ultra v1.1 |
|----------|----------|----------|
| Creator | Alibaba | Sakana AI |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | 34.02 | null |
| Benchmarks Covered | 0 | 0 |
| Pricing (input/output) | $0.00 / $0.00 | $5.00 / $30.00 |

## Category Breakdown

### Coding

- Winner: Insufficient shared evidence
- Qwen2.5 Coder 32B Instruct public-lane score: 35.2 (Estimated · #156/183)
- Sakana Fugu-Ultra v1.1 public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Qwen2.5 Coder 32B Instruct public-lane score: 33.4 (Estimated · #170/181)
- Sakana Fugu-Ultra v1.1 public-lane score: Coming soon

## FAQ

### Can I compare Qwen2.5 Coder 32B Instruct and Sakana Fugu-Ultra v1.1 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Qwen2.5 Coder 32B Instruct vs Sakana Fugu-Ultra](/compare/qwen2-5-coder-32b-instruct-vs-sakana-fugu-ultra)
- [Sakana Fugu-Ultra v1.1 vs Sakana Fugu-Ultra](/compare/sakana-fugu-ultra-vs-sakana-fugu-ultra-v1-1)
- [Qwen2.5 Coder 32B Instruct vs Sakana Fugu](/compare/qwen2-5-coder-32b-instruct-vs-sakana-fugu)
- [Sakana Fugu-Ultra v1.1 vs Sakana Fugu](/compare/sakana-fugu-vs-sakana-fugu-ultra-v1-1)

## Explore More

- [Qwen2.5 Coder 32B Instruct profile](/models/qwen2-5-coder-32b-instruct)
- [Sakana Fugu-Ultra v1.1 profile](/models/sakana-fugu-ultra-v1-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)