# Muse Spark 1.2 vs SWE-2

> Side-by-side benchmark comparison for Muse Spark 1.2 and SWE-2 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/muse-spark-1-2-vs-swe-2
- Last updated: September 10, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Muse Spark 1.2 and SWE-2 share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- SWE-2 has the lower published output-token price.

## Model Snapshot

| Property | Muse Spark 1.2 | SWE-2 |
|----------|----------|----------|
| Creator | Meta | Cognition |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Independent public score (not head-to-head) | 70.51 | null |
| Benchmarks Covered | 8 | 5 |
| Pricing (input/output) | $1.25 / $4.25 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Muse Spark 1.2 public-lane score: 61.1 (Supported · #16/152)
- SWE-2 public-lane score: Coming soon

| Benchmark | Muse Spark 1.2 | SWE-2 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 82.9% | 92.8% | SWE-2 |
| Terminal-Bench 2.1 (Vals) | 69.7% | Coming soon | Coming soon |
| Terminal-Bench 4.0 | Coming soon | 27.30% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Muse Spark 1.2 public-lane score: 60 (Supported · #21/151)
- SWE-2 public-lane score: Coming soon

| Benchmark | Muse Spark 1.2 | SWE-2 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 82.9% | 92.8% | SWE-2 |
| DeepSWE | 59.3% | 73.0% | SWE-2 |
| VulcanBench v3 | 87.0% | Coming soon | Coming soon |
| FrontierSWE v2 | 12.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 86.6% | Coming soon | Coming soon |
| FrontierCode 1.1 Main | Coming soon | 50.0% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Muse Spark 1.2 public-lane score: 75.3 (Unranked · 2 rankable rows)
- SWE-2 public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Muse Spark 1.2 public-lane score: 70.8 (Estimated · #10/183)
- SWE-2 public-lane score: Coming soon

| Benchmark | Muse Spark 1.2 | SWE-2 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro (Vals) | 88.3% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Muse Spark 1.2 and SWE-2?

Not yet. The models share only 3 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Muse Spark 1.2 vs Muse Spark 1.1](/compare/muse-spark-1-1-vs-muse-spark-1-2)
- [SWE-2 vs Muse Spark 1.1](/compare/muse-spark-1-1-vs-swe-2)
- [Muse Spark 1.2 vs Muse Spark](/compare/muse-spark-vs-muse-spark-1-2)
- [SWE-2 vs Muse Spark](/compare/muse-spark-vs-swe-2)

## Explore More

- [Muse Spark 1.2 profile](/models/muse-spark-1-2)
- [SWE-2 profile](/models/swe-2)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)