# LLaDA2.2-flash vs Muse Wonder

> Side-by-side benchmark comparison for LLaDA2.2-flash and Muse Wonder across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/llada2-2-flash-vs-muse-wonder
- Last updated: October 12, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for LLaDA2.2-flash and Muse Wonder.

## Summary

- LLaDA2.2-flash and Muse Wonder 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 | LLaDA2.2-flash | Muse Wonder |
|----------|----------|----------|
| Creator | InclusionAI | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | null | 70.44 |
| Benchmarks Covered | 8 | 6 |
| Pricing (input/output) | $0.00 / $0.00 | $4.00 / $20.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- Muse Wonder public-lane score: Coming soon

| Benchmark | LLaDA2.2-flash | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| τ²-bench results | 80.3% | Coming soon | Coming soon |
| Claw-Eval | 64.2% | Coming soon | Coming soon |
| PinchBench | 81.7% | Coming soon | Coming soon |
| MCP Atlas | 46.2% | Coming soon | Coming soon |
| BFCL v4 | 60.8% | Coming soon | Coming soon |
| JobBench | Coming soon | 70.5% | Coming soon |
| Finance Agent v2 | Coming soon | 56.6% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- Muse Wonder public-lane score: 69.8 (Supported · #10/148)

| Benchmark | LLaDA2.2-flash | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 49.3% | Coming soon | Coming soon |
| SWE-bench Pro | 30.1% | Coming soon | Coming soon |
| SWE Multilingual | 25% | Coming soon | Coming soon |
| DeepSWE | Coming soon | 78.8% | Coming soon |
| ProgramBench | Coming soon | 50.0% | Coming soon |
| sweMarathon | Coming soon | 53.1% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- Muse Wonder public-lane score: 81.3 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- Muse Wonder public-lane score: 74 (Supported · #12/180)

| Benchmark | LLaDA2.2-flash | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | Coming soon | 60.5% | Coming soon |

## FAQ

### Can I compare LLaDA2.2-flash and Muse Wonder 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

- [LLaDA2.2-flash vs LLaDA2.2-mini](/compare/llada2-2-flash-vs-llada2-2-mini)
- [Muse Wonder vs LLaDA2.2-mini](/compare/llada2-2-mini-vs-muse-wonder)
- [LLaDA2.2-flash vs Muse Wonder Full](/compare/llada2-2-flash-vs-muse-wonder-full)
- [Muse Wonder vs Muse Wonder Full](/compare/muse-wonder-vs-muse-wonder-full)

## Explore More

- [LLaDA2.2-flash profile](/models/llada2-2-flash)
- [Muse Wonder profile](/models/muse-wonder)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)
