Muse Spark vs Qwen3.5-122B-A10B
Head-to-head comparison across 5benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verdict
Muse Spark leads for most workloads.
Based on BenchLM composite scores, July 2026.
Muse Spark
76
Qwen3.5-122B-A10B
60
Verified leaderboard positions: Muse Spark unranked · Qwen3.5-122B-A10B #28
Pick Muse Spark if you want the stronger benchmark profile. Qwen3.5-122B-A10B only becomes the better choice if knowledge is the priority.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | Muse Spark | Δ | Qwen3.5-122B-A10B |
|---|---|---|---|
| Knowledge | 50.4 | → 33.2 | 83.6 |
| Reasoning | 42.5 | → 17.7 | 60.2 |
| Coding | 61.7 | → 10.3 | 72.0 |
| Multimodal | 82.5 | ← 5.3 | 77.2 |
| Agentic | 59.0 | ← 2.6 | 56.4 |
| Multilingual | — | — | 82.2 |
| Inst. Following | — | — | 93.4 |
Operational Comparison
Muse Spark
Qwen3.5-122B-A10B
N/A
$0 / $0
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262K
262K
Quick Verdict
Pick Muse Spark if you want the stronger benchmark profile. Qwen3.5-122B-A10B only becomes the better choice if knowledge is the priority.
Muse Spark is clearly ahead on the provisional aggregate, 76 to 60. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Muse Spark's sharpest advantage is in multimodal & grounded, where it averages 82.5 against 77.2. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 59% to 49.4%. Qwen3.5-122B-A10B does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.
Benchmark Deep Dive
Frequently Asked Questions (6)
Which is better, Muse Spark or Qwen3.5-122B-A10B?
Muse Spark is ahead on BenchLM's provisional leaderboard, 76 to 60. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 59% and 49.4%.
Which is better for knowledge tasks, Muse Spark or Qwen3.5-122B-A10B?
Qwen3.5-122B-A10B has the edge for knowledge tasks in this comparison, averaging 83.6 versus 50.4. Inside this category, AA-Omniscience Index is the benchmark that creates the most daylight between them.
Which is better for coding, Muse Spark or Qwen3.5-122B-A10B?
Qwen3.5-122B-A10B has the edge for coding in this comparison, averaging 72 versus 61.7. Inside this category, Terminal-Bench Hard is the benchmark that creates the most daylight between them.
Which is better for reasoning, Muse Spark or Qwen3.5-122B-A10B?
Qwen3.5-122B-A10B has the edge for reasoning in this comparison, averaging 60.2 versus 42.5. Inside this category, CritPt is the benchmark that creates the most daylight between them.
Which is better for agentic tasks, Muse Spark or Qwen3.5-122B-A10B?
Muse Spark has the edge for agentic tasks in this comparison, averaging 59 versus 56.4. Inside this category, GDPval-AA is the benchmark that creates the most daylight between them.
Which is better for multimodal and grounded tasks, Muse Spark or Qwen3.5-122B-A10B?
Muse Spark has the edge for multimodal and grounded tasks in this comparison, averaging 82.5 versus 77.2. Inside this category, CharXiv is the benchmark that creates the most daylight between them.
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