Gemma 4 31B 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 31B
62
Muse Spark 1.1
78
Pick Muse Spark 1.1 if you want the stronger benchmark profile. Gemma 4 31B only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | Gemma 4 31B | Δ | Muse Spark 1.1 |
|---|---|---|---|
| Coding | 41.6 | → 19.9 | 61.5 |
| Multimodal | 76.9 | → 11.5 | 88.4 |
| Knowledge | 53.3 | → 8.8 | 62.1 |
| Agentic | — | — | 80.4 |
Operational Comparison
Gemma 4 31B
Muse Spark 1.1
$0 / $0
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 31B only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.
Muse Spark 1.1 is clearly ahead on the provisional aggregate, 78 to 62. 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 coding, where it averages 61.5 against 41.6. The single biggest benchmark swing on the page is HLE, 26.5% to 62.1%.
Muse Spark 1.1 gives you the larger context window at 1M, compared with 256K for Gemma 4 31B.
Benchmark Deep Dive
Frequently Asked Questions (4)
Which is better, Gemma 4 31B or Muse Spark 1.1?
Muse Spark 1.1 is ahead on BenchLM's provisional leaderboard, 78 to 62. The biggest single separator in this matchup is HLE, where the scores are 26.5% and 62.1%.
Which is better for knowledge tasks, Gemma 4 31B or Muse Spark 1.1?
Muse Spark 1.1 has the edge for knowledge tasks in this comparison, averaging 62.1 versus 53.3. Inside this category, HLE is the benchmark that creates the most daylight between them.
Which is better for coding, Gemma 4 31B or Muse Spark 1.1?
Muse Spark 1.1 has the edge for coding in this comparison, averaging 61.5 versus 41.6. Gemma 4 31B stays close enough that the answer can still flip depending on your workload.
Which is better for multimodal and grounded tasks, Gemma 4 31B or Muse Spark 1.1?
Muse Spark 1.1 has the edge for multimodal and grounded tasks in this comparison, averaging 88.4 versus 76.9. Gemma 4 31B stays close enough that the answer can still flip depending on your workload.
Self-host vs API cost
Estimates at 50,000 req/day · 1000 tokens/req average.
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