# MiniMax M3.1 Flash vs Muse Spark 1.1

> Side-by-side benchmark comparison for MiniMax M3.1 Flash and Muse Spark 1.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minimax-m3-1-flash-vs-muse-spark-1-1
- Last updated: October 19, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

MiniMax M3.1 Flash leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- MiniMax M3.1 Flash has the higher overall point estimate 67.05 to 66.06. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in coding, where the averages are 61.3 for MiniMax M3.1 Flash and 52.7 for Muse Spark 1.1.
- The biggest single benchmark swing is OSWorld 2.0 in Agentic, with scores of 61.7% and 14.2%.

## Model Snapshot

| Property | MiniMax M3.1 Flash | Muse Spark 1.1 |
|----------|----------|----------|
| Creator | MiniMax | Meta |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | 67.05 | 66.06 |
| Benchmarks Covered | 14 | 26 |
| Pricing (input/output) | $0.15 / $0.60 | N/A |

## Category Breakdown

### Agentic

- Winner: Directional only
- MiniMax M3.1 Flash public-lane score: 63.9 (Estimated · #19/130)
- Muse Spark 1.1 public-lane score: 58.7 (Supported · #33/130)

| Benchmark | MiniMax M3.1 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| LOCA-Bench 256K | 60.3 | Coming soon | Coming soon |
| SWE Refactor Bench | 23.0 | Coming soon | Coming soon |
| AutomationBench | 62.2% | Coming soon | Coming soon |
| BankerToolBench | 76.2% | Coming soon | Coming soon |
| Terminal-Bench 4.0 | 38.10% | Coming soon | Coming soon |
| Agents' Last Exam | 29.6% | Coming soon | Coming soon |
| OSWorld 2.0 | 61.7% | 14.2% | MiniMax M3.1 Flash |
| CyberGym | 82.2% | 59.0% | MiniMax M3.1 Flash |
| Terminal-Bench 2.1 | Coming soon | 80.0% | Coming soon |
| MCP Atlas | Coming soon | 88.1% | Coming soon |
| Toolathlon | Coming soon | 75.6% | Coming soon |
| OSWorld-Verified | Coming soon | 80.8% | Coming soon |
| WebArena-Verified | Coming soon | 69% | Coming soon |
| DeepSearchQA | Coming soon | 84.9% | Coming soon |
| Finance Agent v2 | Coming soon | 57.2% | Coming soon |
| deepSwe | Coming soon | 53.3% | Coming soon |
| JobBench | Coming soon | 54.7% | Coming soon |
| Cybench | Coming soon | 92.9% | Coming soon |
| ExploitGym | Coming soon | 0.8% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 69.3% | Coming soon |

### Coding

- Winner: MiniMax M3.1 Flash
- MiniMax M3.1 Flash public-lane score: 61.3 (Supported · #17/151)
- Muse Spark 1.1 public-lane score: 52.7 (Supported · #40/151)

| Benchmark | MiniMax M3.1 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| PostTrainBench v1.1 | 39.3% | Coming soon | Coming soon |
| DeepSWE | 73.7% | Coming soon | Coming soon |
| NL2Repo | 61.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.0% | Coming soon |
| SWE-bench Pro | Coming soon | 61.5% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 85.9% | Coming soon |
| SWE-bench (Vals) | Coming soon | 82.0% | Coming soon |

### Reasoning

- Winner: Not comparable
- MiniMax M3.1 Flash public-lane score: 80.6 (Unranked · 2 rankable rows)
- Muse Spark 1.1 public-lane score: 79.2 (Unranked · 3 rankable rows)

| Benchmark | MiniMax M3.1 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| MRCR 1M | Coming soon | 54.1% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- MiniMax M3.1 Flash public-lane score: 73.5 (#30/55)
- Muse Spark 1.1 public-lane score: 81.9 (Unranked · 2 rankable rows)

| Benchmark | MiniMax M3.1 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| BabyVision w/ Python | 91.0% | Coming soon | Coming soon |
| CharXiv | 82.5% | 88.4% | Muse Spark 1.1 |
| BabyVision | Coming soon | 76.3% | Coming soon |

### Knowledge

- Winner: MiniMax M3.1 Flash
- MiniMax M3.1 Flash public-lane score: 73.2 (Supported · #14/186)
- Muse Spark 1.1 public-lane score: 68.4 (Supported · #24/186)

| Benchmark | MiniMax M3.1 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| HLE w/o tools | 43.4% | 52.2% | Muse Spark 1.1 |
| HLE | Coming soon | 62.1% | Coming soon |
| HealthBench Professional | Coming soon | 59.3% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 91.2% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 88.7% | Coming soon |

## FAQ

### Which is better overall, MiniMax M3.1 Flash or Muse Spark 1.1?

MiniMax M3.1 Flash has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between MiniMax M3.1 Flash and Muse Spark 1.1?

The widest category gap is in coding, where the averages are 61.3 for MiniMax M3.1 Flash and 52.7 for Muse Spark 1.1.

### How many benchmarks does MiniMax M3.1 Flash cover on BenchLM?

MiniMax M3.1 Flash currently has 14 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 M3.1 Flash vs MiniMax M3.1 Flash Preview](/compare/minimax-m3-1-flash-vs-minimax-m3-1-flash-preview)
- [Muse Spark 1.1 vs MiniMax M3.1 Flash Preview](/compare/minimax-m3-1-flash-preview-vs-muse-spark-1-1)
- [MiniMax M3.1 Flash vs Muse Spark 1.2](/compare/minimax-m3-1-flash-vs-muse-spark-1-2)
- [Muse Spark 1.1 vs Muse Spark 1.2](/compare/muse-spark-1-1-vs-muse-spark-1-2)

## Explore More

- [MiniMax M3.1 Flash profile](/models/minimax-m3-1-flash)
- [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)