Muse Spark 1.1 vs Sakana Fugu
Head-to-head comparison across 4benchmark 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.
Muse Spark 1.1
78
Sakana Fugu
76
Pick Muse Spark 1.1 if you want the stronger benchmark profile. Sakana Fugu only becomes the better choice if knowledge is the priority.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | Muse Spark 1.1 | Δ | Sakana Fugu |
|---|---|---|---|
| Knowledge | 62.1 | → 33.4 | 95.5 |
| Multimodal | 88.4 | ← 3.3 | 85.1 |
| Coding | 61.5 | ← 2.2 | 59.3 |
| Agentic | 80.4 | ← 0.2 | 80.2 |
| Reasoning | — | — | 86.6 |
Operational Comparison
Muse Spark 1.1
Sakana Fugu
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Quick Verdict
Pick Muse Spark 1.1 if you want the stronger benchmark profile. Sakana Fugu only becomes the better choice if knowledge is the priority.
Muse Spark 1.1 has the cleaner provisional overall profile here, landing at 78 versus 76. It is a real lead, but still close enough that category-level strengths matter more than the headline number.
Muse Spark 1.1's sharpest advantage is in multimodal & grounded, where it averages 88.4 against 85.1. The single biggest benchmark swing on the page is CharXiv, 88.4% to 85.1%. Sakana Fugu 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 (5)
Which is better, Muse Spark 1.1 or Sakana Fugu?
Muse Spark 1.1 is ahead on BenchLM's provisional leaderboard, 78 to 76. The biggest single separator in this matchup is CharXiv, where the scores are 88.4% and 85.1%.
Which is better for knowledge tasks, Muse Spark 1.1 or Sakana Fugu?
Sakana Fugu has the edge for knowledge tasks in this comparison, averaging 95.5 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, Muse Spark 1.1 or Sakana Fugu?
Muse Spark 1.1 has the edge for coding in this comparison, averaging 61.5 versus 59.3. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.
Which is better for agentic tasks, Muse Spark 1.1 or Sakana Fugu?
Muse Spark 1.1 has the edge for agentic tasks in this comparison, averaging 80.4 versus 80.2. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
Which is better for multimodal and grounded tasks, Muse Spark 1.1 or Sakana Fugu?
Muse Spark 1.1 has the edge for multimodal and grounded tasks in this comparison, averaging 88.4 versus 85.1. Inside this category, CharXiv is the benchmark that creates the most daylight between them.
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