# Muse Spark vs Qwen3.5-122B-A10B

> Side-by-side benchmark comparison for Muse Spark and Qwen3.5-122B-A10B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/muse-spark-vs-qwen3-5-122b-a10b
- Last updated: November 11, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Muse Spark leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Muse Spark has the higher overall point estimate 59.95 to 52.64. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in agentic, where the averages are 49.9 for Muse Spark and 33.4 for Qwen3.5-122B-A10B.
- The biggest single benchmark swing is Terminal-Bench 2.0 in Agentic, with scores of 59% and 49.4%.

## Model Snapshot

| Property | Muse Spark | Qwen3.5-122B-A10B |
|----------|----------|----------|
| Creator | Meta | Alibaba |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 262K |
| Overall Score | 59.95 | 52.64 |
| Benchmarks Covered | 25 | 18 |
| Pricing (input/output) | N/A | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Directional only
- Muse Spark public-lane score: 49.9 (Supported · #53/132)
- Qwen3.5-122B-A10B public-lane score: 33.4 (Estimated · #95/132)

| Benchmark | Muse Spark | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 59% | 49.4% | Muse Spark |
| τ²-bench results | 91.5% | Coming soon | Coming soon |
| DeepSearchQA | 74.8% | Coming soon | Coming soon |
| CyberGym | 43.5% | Coming soon | Coming soon |
| Claw-Eval | 63.8% | Coming soon | Coming soon |
| BrowseComp | Coming soon | 63.8% | Coming soon |
| OSWorld-Verified | Coming soon | 58% | Coming soon |

### Coding

- Winner: Muse Spark
- Muse Spark public-lane score: 50 (Supported · #48/158)
- Qwen3.5-122B-A10B public-lane score: 35.4 (Supported · #87/158)

| Benchmark | Muse Spark | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 77.4% | 72% | Muse Spark |
| SWE-bench Pro | 52.4% | Coming soon | Coming soon |
| LiveCodeBench Pro | 80.0% | Coming soon | Coming soon |
| Vibe Code Bench | 19.67% | Coming soon | Coming soon |
| SWE-bench (Vals) | 74.4% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 78.9% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 49.4% | Coming soon |

### Reasoning

- Winner: Muse Spark
- Muse Spark public-lane score: 52.8 (Supported · #48/158)
- Qwen3.5-122B-A10B public-lane score: 40.2 (Supported · #81/158)

| Benchmark | Muse Spark | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 42.5% | Coming soon | Coming soon |
| LongBench v2 | Coming soon | 60.2% | Coming soon |

### Multimodal & Grounded

- Winner: Directional only
- Muse Spark public-lane score: 61.6 (Estimated · #34/67)
- Qwen3.5-122B-A10B public-lane score: 51.4 (Estimated · #52/67)

| Benchmark | Muse Spark | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 86.4% | 77.2% | Muse Spark |
| MMMU-Pro | 80.4% | 76.9% | Muse Spark |
| ERQA | 64.7% | Coming soon | Coming soon |
| SimpleVQA | 71.3% | Coming soon | Coming soon |
| ScreenSpot Pro | 84.1% | Coming soon | Coming soon |
| ZeroBench | 33.0% | Coming soon | Coming soon |
| MedXpertQA (MM) | 78.4% | Coming soon | Coming soon |
| MMMU | Coming soon | 83.9% | Coming soon |
| MMVU | Coming soon | 74.7% | Coming soon |
| MathVision | Coming soon | 86.2% | Coming soon |
| V* | Coming soon | 93.2% | Coming soon |

### Knowledge

- Winner: Directional only
- Muse Spark public-lane score: 61.7 (Supported · #43/179)
- Qwen3.5-122B-A10B public-lane score: 48 (Estimated · #89/179)

| Benchmark | Muse Spark | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 89.5% | Coming soon | Coming soon |
| HLE | 50.4% | Coming soon | Coming soon |
| HLE w/o tools | 42.8% | Coming soon | Coming soon |
| HealthBench Hard | 42.8% | Coming soon | Coming soon |
| MedXpertQA (Text) | 52.6% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 89.6% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 87.3% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 86.7% | Coming soon |
| SuperGPQA | Coming soon | 67.1% | Coming soon |
| GPQA | Coming soon | 86.6% | Coming soon |

### Multilingual

- Winner: Not comparable
- Muse Spark public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 87.1 (#9/17)

| Benchmark | Muse Spark | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 82.2% | Coming soon |

### Instruction Following

- Winner: Directional only
- Muse Spark public-lane score: 93.3 (#11/157)
- Qwen3.5-122B-A10B public-lane score: 93 (#13/157)

| Benchmark | Muse Spark | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 93.4% | Coming soon |

## FAQ

### Which is better overall, Muse Spark or Qwen3.5-122B-A10B?

Muse Spark has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Muse Spark and Qwen3.5-122B-A10B?

The widest category gap is in agentic, where the averages are 49.9 for Muse Spark and 33.4 for Qwen3.5-122B-A10B.

### How many benchmarks does Muse Spark cover on BenchLM?

Muse Spark currently has 25 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.5-122B-A10B cover on BenchLM?

Qwen3.5-122B-A10B currently has 18 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Muse Spark vs Muse Spark 1.1](/compare/muse-spark-vs-muse-spark-1-1)
- [Qwen3.5-122B-A10B vs Muse Spark 1.1](/compare/muse-spark-1-1-vs-qwen3-5-122b-a10b)
- [Muse Spark vs Muse Spark 1.2](/compare/muse-spark-vs-muse-spark-1-2)
- [Qwen3.5-122B-A10B vs Muse Spark 1.2](/compare/muse-spark-1-2-vs-qwen3-5-122b-a10b)

## Explore More

- [Muse Spark profile](/models/muse-spark)
- [Qwen3.5-122B-A10B profile](/models/qwen3-5-122b-a10b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)