# Ling 3.0 Flash vs Muse Spark 1.1

> Side-by-side benchmark comparison for Ling 3.0 Flash and Muse Spark 1.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vs-muse-spark-1-1
- Last updated: September 4, 2026

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

## Quick Verdict

Pick Muse Spark 1.1 if you want the stronger benchmark profile. Ling 3.0 Flash 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 71.78 to 52.2.
- The clearest category separation is in knowledge, where the averages are 45.9 for Ling 3.0 Flash and 71.5 for Muse Spark 1.1.
- The biggest single benchmark swing is HLE in Knowledge, with scores of 22.7% and 62.1%.
- Muse Spark 1.1 also has the larger context window at 1M.

## Model Snapshot

| Property | Ling 3.0 Flash | Muse Spark 1.1 |
|----------|----------|----------|
| Creator | InclusionAI | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | 52.2 | 71.78 |
| Benchmarks Covered | 22 | 26 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | N/A |

## Category Breakdown

### Agentic

- Winner: Muse Spark 1.1
- Ling 3.0 Flash public-lane score: 40 (Supported · #121/151)
- Muse Spark 1.1 public-lane score: 62.7 (Supported · #18/151)

| Benchmark | Ling 3.0 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 65.5% | 88.1% | Muse Spark 1.1 |
| skillsBench | 44.8% | Coming soon | Coming soon |
| BFCL v4 | 73.0% | Coming soon | Coming soon |
| WideResearch | 73.6% | Coming soon | Coming soon |
| BrowseComp | 72.2% | Coming soon | Coming soon |
| DRACO | 70.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 50.2% | 69.3% | Muse Spark 1.1 |
| Terminal-Bench 2.0 | Coming soon | 80% | 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 |
| 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: Coming soon
- Ling 3.0 Flash public-lane score: 42.8 (Estimated · #126/183)
- Muse Spark 1.1 public-lane score: 59.9 (Supported · #25/183)

| Benchmark | Ling 3.0 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.6% | 61.5% | Muse Spark 1.1 |
| SWE Multilingual | 72.4% | Coming soon | Coming soon |
| LiveCodeBench v5 | 82.8% | Coming soon | Coming soon |
| SciCode | 41.2% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 84.0% | 85.9% | Muse Spark 1.1 |
| SWE-bench (Vals) | 65.2% | 82.0% | Muse Spark 1.1 |
| Terminal-Bench 2.0 | Coming soon | 80.0% | Coming soon |

### Multimodal & Grounded

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: Coming soon
- Muse Spark 1.1 public-lane score: 77.5 (Unranked · 2 rankable rows)

| Benchmark | Ling 3.0 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | Coming soon | 88.4% | Coming soon |
| BabyVision | Coming soon | 76.3% | Coming soon |

### Reasoning

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 69.2 (Unranked · 2 rankable rows)
- Muse Spark 1.1 public-lane score: 78.5 (#4/22)

| Benchmark | Ling 3.0 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| MRCR 1M | Coming soon | 54.1% | Coming soon |

### Knowledge

- Winner: Muse Spark 1.1
- Ling 3.0 Flash public-lane score: 45.9 (Supported · #112/181)
- Muse Spark 1.1 public-lane score: 71.5 (Supported · #11/181)

| Benchmark | Ling 3.0 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.0% | Coming soon | Coming soon |
| GPQA-D | 85.0% | Coming soon | Coming soon |
| HLE | 22.7% | 62.1% | Muse Spark 1.1 |
| GPQA Diamond (Vals) | 84.8% | 91.2% | Muse Spark 1.1 |
| MMLU-Pro (Vals) | 82.0% | 88.7% | Muse Spark 1.1 |
| HLE w/o tools | Coming soon | 52.2% | Coming soon |
| HealthBench Professional | Coming soon | 59.3% | Coming soon |

### Instruction Following

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 75.6 (#58/120)
- Muse Spark 1.1 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 74.5% | Coming soon | Coming soon |

### Mathematics

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 73.7 (Unranked · 3 rankable rows)
- Muse Spark 1.1 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 93.2% | Coming soon | Coming soon |
| HMMT Feb 2026 | 87.0% | Coming soon | Coming soon |
| IMOAnswerBench | 83.7% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Ling 3.0 Flash or Muse Spark 1.1?

Muse Spark 1.1 is ahead overall on BenchLM right now.

### Where is the biggest gap between Ling 3.0 Flash and Muse Spark 1.1?

The widest category gap is in knowledge, where the averages are 45.9 for Ling 3.0 Flash and 71.5 for Muse Spark 1.1.

### How many benchmarks does Ling 3.0 Flash cover on BenchLM?

Ling 3.0 Flash currently has 22 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

- [Ling 3.0 Flash vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [Muse Spark 1.1 vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-muse-spark-1-1)
- [Ling 3.0 Flash vs Ling 3.0 Flash Fin](/compare/ling-3-0-flash-vs-ling-3-0-flash-fin)
- [Muse Spark 1.1 vs Ling 3.0 Flash Fin](/compare/ling-3-0-flash-fin-vs-muse-spark-1-1)

## Explore More

- [Ling 3.0 Flash profile](/models/ling-3-0-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)