# MiniMax M2.7 vs Muse Spark 1.1

> Side-by-side benchmark comparison for MiniMax M2.7 and Muse Spark 1.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minimax-m2-7-vs-muse-spark-1-1
- Last updated: October 7, 2026

- Shared sourced benchmarks: 7
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick Muse Spark 1.1 if you want the stronger benchmark profile. MiniMax M2.7 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Muse Spark 1.1 leads overall 65.95 to 47.69.
- The clearest category separation is in agentic, where the averages are 29.5 for MiniMax M2.7 and 56.9 for Muse Spark 1.1.
- The biggest single benchmark swing is Toolathlon in Agentic, with scores of 46.3% and 75.6%.
- Muse Spark 1.1 also has the larger context window at 1M.

## Model Snapshot

| Property | MiniMax M2.7 | Muse Spark 1.1 |
|----------|----------|----------|
| Creator | MiniMax | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 200K | 1M |
| Overall Score | 47.69 | 65.95 |
| Benchmarks Covered | 23 | 26 |
| Pricing (input/output) | $0.30 / $1.20 | N/A |

## Category Breakdown

### Agentic

- Winner: Muse Spark 1.1
- MiniMax M2.7 public-lane score: 29.5 (Supported · #85/122)
- Muse Spark 1.1 public-lane score: 56.9 (Supported · #32/122)

| Benchmark | MiniMax M2.7 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 57% | Coming soon | Coming soon |
| Toolathlon | 46.3% | 75.6% | Muse Spark 1.1 |
| MLE-Bench Lite | 66.6% | Coming soon | Coming soon |
| MM-ClawBench | 62.7% | Coming soon | Coming soon |
| Claw-Eval | 48.7% | Coming soon | Coming soon |
| Gert Labs | 40.40% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 48.7% | 69.3% | Muse Spark 1.1 |
| Terminal-Bench 2.1 | Coming soon | 80.0% | Coming soon |
| MCP Atlas | Coming soon | 88.1% | Coming soon |
| OSWorld-Verified | Coming soon | 80.8% | Coming soon |
| WebArena-Verified | Coming soon | 69% | Coming soon |
| DeepSearchQA | Coming soon | 84.9% | Coming soon |
| CyberGym | Coming soon | 59.0% | Coming soon |
| Finance Agent v2 | Coming soon | 57.2% | Coming soon |
| deepSwe | Coming soon | 53.3% | Coming soon |
| OSWorld 2.0 | Coming soon | 14.2% | Coming soon |
| JobBench | Coming soon | 54.7% | Coming soon |
| Cybench | Coming soon | 92.9% | Coming soon |
| ExploitGym | Coming soon | 0.8% | Coming soon |

### Coding

- Winner: Muse Spark 1.1
- MiniMax M2.7 public-lane score: 35.4 (Supported · #77/146)
- Muse Spark 1.1 public-lane score: 54.2 (Supported · #35/146)

| Benchmark | MiniMax M2.7 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified* | 75.4% | Coming soon | Coming soon |
| SWE-bench Pro | 56.2% | 61.5% | Muse Spark 1.1 |
| SWE-Rebench | 51.9% | Coming soon | Coming soon |
| SWE Multilingual | 76.5% | Coming soon | Coming soon |
| Multi-SWE Bench | 52.7% | Coming soon | Coming soon |
| VIBE-Pro | 55.6% | Coming soon | Coming soon |
| NL2Repo | 39.8% | Coming soon | Coming soon |
| Vibe Code Bench | 27.04% | Coming soon | Coming soon |
| React Native Evals | 71.4% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 79.9% | 85.9% | Muse Spark 1.1 |
| SWE-bench (Vals) | 73.8% | 82.0% | Muse Spark 1.1 |
| Terminal-Bench 2.1 | Coming soon | 80.0% | Coming soon |

### Reasoning

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 76.1 (Unranked · 2 rankable rows)
- Muse Spark 1.1 public-lane score: 75.7 (Unranked · 3 rankable rows)

| Benchmark | MiniMax M2.7 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| MRCR 1M | Coming soon | 54.1% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- MiniMax M2.7 public-lane score: Coming soon
- Muse Spark 1.1 public-lane score: 78.3 (Unranked · 2 rankable rows)

| Benchmark | MiniMax M2.7 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | Coming soon | 88.4% | Coming soon |
| BabyVision | Coming soon | 76.3% | Coming soon |

### Knowledge

- Winner: Muse Spark 1.1
- MiniMax M2.7 public-lane score: 43.5 (Supported · #91/174)
- Muse Spark 1.1 public-lane score: 66.7 (Supported · #21/174)

| Benchmark | MiniMax M2.7 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 87.0% | Coming soon | Coming soon |
| MMLU-Pro (Arcee) | 80.8% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 86.6% | 91.2% | Muse Spark 1.1 |
| MMLU-Pro (Vals) | 80.4% | 88.7% | Muse Spark 1.1 |
| HLE | Coming soon | 62.1% | Coming soon |
| HLE w/o tools | Coming soon | 52.2% | Coming soon |
| HealthBench Professional | Coming soon | 59.3% | Coming soon |

### Instruction Following

- Winner: Not comparable
- MiniMax M2.7 public-lane score: 91.6 (#10/125)
- Muse Spark 1.1 public-lane score: Coming soon

### Mathematics

- Winner: Not comparable
- MiniMax M2.7 public-lane score: Coming soon
- Muse Spark 1.1 public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | 80.0% | Coming soon | Coming soon |

## FAQ

### Which is better overall, MiniMax M2.7 or Muse Spark 1.1?

Muse Spark 1.1 is ahead overall on BenchLM right now.

### Where is the biggest gap between MiniMax M2.7 and Muse Spark 1.1?

The widest category gap is in agentic, where the averages are 29.5 for MiniMax M2.7 and 56.9 for Muse Spark 1.1.

### How many benchmarks does MiniMax M2.7 cover on BenchLM?

MiniMax M2.7 currently has 23 sourced benchmark scores on BenchLM.

### How many benchmarks does Muse Spark 1.1 cover on BenchLM?

Muse Spark 1.1 currently has 26 sourced benchmark scores on BenchLM.

## Related Comparisons

- [MiniMax M2.7 vs Muse Spark 1.2](/compare/minimax-m2-7-vs-muse-spark-1-2)
- [Muse Spark 1.1 vs Muse Spark 1.2](/compare/muse-spark-1-1-vs-muse-spark-1-2)
- [MiniMax M2.7 vs Muse Spark](/compare/minimax-m2-7-vs-muse-spark)
- [Muse Spark 1.1 vs Muse Spark](/compare/muse-spark-vs-muse-spark-1-1)

## Explore More

- [MiniMax M2.7 profile](/models/minimax-m2-7)
- [Muse Spark 1.1 profile](/models/muse-spark-1-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)