# LLaDA2.2-flash vs Muse Spark 1.3

> Side-by-side benchmark comparison for LLaDA2.2-flash and Muse Spark 1.3 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/llada2-2-flash-vs-muse-spark-1-3
- Last updated: September 10, 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 LLaDA2.2-flash and Muse Spark 1.3.

## Summary

- LLaDA2.2-flash and Muse Spark 1.3 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 Spark 1.3 |
|----------|----------|----------|
| Creator | InclusionAI | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 8 | 10 |
| Pricing (input/output) | $0.00 / $0.00 | $1.25 / $4.25 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- Muse Spark 1.3 public-lane score: Coming soon

| Benchmark | LLaDA2.2-flash | Muse Spark 1.3 | 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 |
| Terminal-Bench 2.1 | Coming soon | 88.8% | Coming soon |
| JobBench | Coming soon | 64.9% | Coming soon |
| OSWorld 2.0 | Coming soon | 66.9% | Coming soon |
| DeepSearchQA | Coming soon | 89.4% | Coming soon |
| AutomationBench | Coming soon | 49.4% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- Muse Spark 1.3 public-lane score: Coming soon

| Benchmark | LLaDA2.2-flash | Muse Spark 1.3 | 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 |
| Terminal-Bench 2.1 | Coming soon | 88.8% | Coming soon |
| DeepSWE | Coming soon | 75.4% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 59.4% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- Muse Spark 1.3 public-lane score: 78 (#5/20)

| Benchmark | LLaDA2.2-flash | Muse Spark 1.3 | Winner |
|-----------|-----------|-----------|--------|
| MRCR v2 256K-512K | Coming soon | 98.5% | Coming soon |
| MRCR v2 512K-1M | Coming soon | 98.1% | Coming soon |

## FAQ

### Can I compare LLaDA2.2-flash and Muse Spark 1.3 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 Spark 1.3 vs LLaDA2.2-mini](/compare/llada2-2-mini-vs-muse-spark-1-3)
- [LLaDA2.2-flash vs Muse Spark 1.2](/compare/llada2-2-flash-vs-muse-spark-1-2)
- [Muse Spark 1.3 vs Muse Spark 1.2](/compare/muse-spark-1-2-vs-muse-spark-1-3)

## Explore More

- [LLaDA2.2-flash profile](/models/llada2-2-flash)
- [Muse Spark 1.3 profile](/models/muse-spark-1-3)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)