Head-to-head comparison across 5benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Muse Spark
82
Qwen3.5-122B-A10B
64
Verified leaderboard positions: Muse Spark unranked · Qwen3.5-122B-A10B #10
Pick Muse Spark if you want the stronger benchmark profile. Qwen3.5-122B-A10B only becomes the better choice if knowledge is the priority.
Agentic
+2.9 difference
Coding
+10.3 difference
Reasoning
+17.7 difference
Knowledge
+31.2 difference
Multimodal
+5.0 difference
Muse Spark
Qwen3.5-122B-A10B
N/A
$0 / $0
N/A
N/A
N/A
N/A
262K
262K
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, 82 to 64. 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 82.2 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.
Muse Spark is ahead on BenchLM's provisional leaderboard, 82 to 64. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 59% and 49.4%.
Qwen3.5-122B-A10B has the edge for knowledge tasks in this comparison, averaging 81.6 versus 50.4. Inside this category, AA-Omniscience Index is the benchmark that creates the most daylight between them.
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.
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.
Muse Spark has the edge for agentic tasks in this comparison, averaging 59 versus 56.1. Inside this category, GDPval-AA is the benchmark that creates the most daylight between them.
Muse Spark has the edge for multimodal and grounded tasks in this comparison, averaging 82.2 versus 77.2. Inside this category, CharXiv is the benchmark that creates the most daylight between them.
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