Gemma 4 12B vs Muse Spark 1.1
Head-to-head comparison across 3benchmark 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.
Gemma 4 12B
52
Muse Spark 1.1
78
Pick Muse Spark 1.1 if you want the stronger benchmark profile. Gemma 4 12B only becomes the better choice if knowledge is the priority.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | Gemma 4 12B | Δ | Muse Spark 1.1 |
|---|---|---|---|
| Multimodal | 69.1 | → 19.3 | 88.4 |
| Knowledge | 77.5 | ← 15.4 | 62.1 |
| Coding | 72.0 | ← 10.5 | 61.5 |
| Agentic | — | — | 80.4 |
| Reasoning | 43.4 | — | — |
| Math | 77.5 | — | — |
Operational Comparison
Gemma 4 12B
Muse Spark 1.1
N/A
N/A
N/A
N/A
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256K
1M
Quick Verdict
Pick Muse Spark 1.1 if you want the stronger benchmark profile. Gemma 4 12B only becomes the better choice if knowledge is the priority.
Muse Spark 1.1 is clearly ahead on the provisional aggregate, 78 to 52. 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 multimodal & grounded, where it averages 88.4 against 69.1. Gemma 4 12B does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.
Muse Spark 1.1 gives you the larger context window at 1M, compared with 256K for Gemma 4 12B.
Benchmark Deep Dive
Frequently Asked Questions (4)
Which is better, Gemma 4 12B or Muse Spark 1.1?
Muse Spark 1.1 is ahead on BenchLM's provisional leaderboard, 78 to 52.
Which is better for knowledge tasks, Gemma 4 12B or Muse Spark 1.1?
Gemma 4 12B has the edge for knowledge tasks in this comparison, averaging 77.5 versus 62.1. Inside this category, HLE w/o tools is the benchmark that creates the most daylight between them.
Which is better for coding, Gemma 4 12B or Muse Spark 1.1?
Gemma 4 12B has the edge for coding in this comparison, averaging 72 versus 61.5. Muse Spark 1.1 stays close enough that the answer can still flip depending on your workload.
Which is better for multimodal and grounded tasks, Gemma 4 12B or Muse Spark 1.1?
Muse Spark 1.1 has the edge for multimodal and grounded tasks in this comparison, averaging 88.4 versus 69.1. Gemma 4 12B stays close enough that the answer can still flip depending on your workload.
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