Holo3-122B-A10B vs Muse Spark 1.1
Head-to-head comparison across 1benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verdict
Muse Spark 1.1 leads for most workloads.
Based on BenchLM composite scores, July 2026.
Holo3-122B-A10B
72
Muse Spark 1.1
78
Pick Muse Spark 1.1 if you want the stronger benchmark profile. Holo3-122B-A10B only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | Holo3-122B-A10B | Δ | Muse Spark 1.1 |
|---|---|---|---|
| Agentic | 78.9 | → 1.5 | 80.4 |
| Coding | — | — | 61.5 |
| Knowledge | — | — | 62.1 |
| Multimodal | — | — | 88.4 |
Operational Comparison
Holo3-122B-A10B
Muse Spark 1.1
$0.4 / $3
N/A
N/A
N/A
N/A
N/A
64K
1M
Quick Verdict
Pick Muse Spark 1.1 if you want the stronger benchmark profile. Holo3-122B-A10B only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.
Muse Spark 1.1 is clearly ahead on the provisional aggregate, 78 to 72. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Muse Spark 1.1's sharpest advantage is in agentic, where it averages 80.4 against 78.9. The single biggest benchmark swing on the page is OSWorld-Verified, 78.8% to 80.8%.
Muse Spark 1.1 is the reasoning model in the pair, while Holo3-122B-A10B is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Muse Spark 1.1 gives you the larger context window at 1M, compared with 64K for Holo3-122B-A10B.
Benchmark Deep Dive
Frequently Asked Questions (2)
Which is better, Holo3-122B-A10B or Muse Spark 1.1?
Muse Spark 1.1 is ahead on BenchLM's provisional leaderboard, 78 to 72. The biggest single separator in this matchup is OSWorld-Verified, where the scores are 78.8% and 80.8%.
Which is better for agentic tasks, Holo3-122B-A10B or Muse Spark 1.1?
Muse Spark 1.1 has the edge for agentic tasks in this comparison, averaging 80.4 versus 78.9. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.
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