Model record
Muse Spark 1.1
xhighMeta · released Jul 9, 2026
Overall standing
- Overall
- 56.2rank 15 of 62
- 56.2 is at approximately the 77th percentile of the ranked Overall field. The field spans 19.0 to 62.2, with a median of 48.9.
- 7 of 8 measured · 1 estimated
Category standingsReasoning 68.3Coding 68.1Math 15.1Agentic 25.2
- Reasoning
- 68.3rank 20 of 62
- 68.3 is at approximately the 69th percentile of the ranked Reasoning field. The field spans 31.6 to 73.3, with a median of 64.8.
- 3 of 4 measured · 1 estimated
- Coding
- 68.1rank 9 of 46
- 68.1 is at approximately the 82th percentile of the ranked Coding field. The field spans 10.4 to 72.4, with a median of 56.1.
- 2 of 2 measured
- Math
- 15.1rank 15 of 62
- 15.1 is at approximately the 77th percentile of the ranked Math field. The field spans 0.0 to 32.3, with a median of 5.3.
- 1 of 1 measured
- Agentic
- 25.2rank 17 of 46
- 25.2 is at approximately the 64th percentile of the ranked Agentic field. The field spans 3.3 to 33.4, with a median of 19.6.
- 1 of 1 measured
Model factsClosed weights · $1.3 / $4.3 per 1M
Copied from the linked provider page; no separate retrieval date is stored.
Scores and sources
Measured scores retain their source and retrieval date. Missing scores are not treated as zero.
| Benchmark | Category | Score | Evaluation settings | Source |
|---|---|---|---|---|
| Terminal-Bench v2.1 | Coding | 77.9 | Artificial Analysis independent run; 89 tasks; Terminus 2 on E2B; 3 repeats; pass@1; 250-episode cap; 2-hour timeout | Open source (opens in a new tab) |
| τ³-Banking | Agentic | 25.2 | Artificial Analysis independent run; 97 tasks; 5 repeats; backend-state pass@1; BM25 plus grep retrieval; 200-step cap | Open source (opens in a new tab) |
| AA-LCR | Reasoning | 63.3 | Artificial Analysis independent run; 100 roughly 100k-token multi-document questions; 3 repeats; equality-checker pass@1; no tools | Open source (opens in a new tab) |
| Humanity's Last Exam | Reasoning | 45.1 | Artificial Analysis independent run; 2,158 text-only questions; pass@1; GPT-4o (August 2024) equality checker; no tools | Open source (opens in a new tab) |
| GPQA Diamond | Reasoning | 89.8 | Artificial Analysis independent run; 198 questions; 5 repeats; regex-graded pass@1; no tools | Open source (opens in a new tab) |
| SciCode | Coding | 58.2 | Artificial Analysis independent run; 288 test subproblems; scientist background included; 3 repeats; subproblem pass@1 | Open source (opens in a new tab) |
| IFBench | Reasoning | — | Not measured in this dataset | No source |
| CritPt | Math | 15.1 | Artificial Analysis independent run; 70 test challenges; 5 repeats; two-step answer parsing; official CritPt grader; pass@1; no tools | Open source (opens in a new tab) |