# Ling 3.0 Flash vs Muse Spark 1.3

> Side-by-side benchmark comparison for Ling 3.0 Flash and Muse Spark 1.3 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vs-muse-spark-1-3
- Last updated: October 17, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ling 3.0 Flash and Muse Spark 1.3 share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Ling 3.0 Flash has the lower published output-token price.
- Muse Spark 1.3 has the larger published context window at 1M.

## Model Snapshot

| Property | Ling 3.0 Flash | Muse Spark 1.3 |
|----------|----------|----------|
| Creator | InclusionAI | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Independent public score (not head-to-head) | 45.11 | null |
| Benchmarks Covered | 24 | 20 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $1.25 / $4.25 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 33.4 (Supported · #84/128)
- Muse Spark 1.3 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Muse Spark 1.3 | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 65.5% | Coming soon | Coming soon |
| 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% | 72.3% | Muse Spark 1.3 |
| Hermes Index | 21.6% | Coming soon | Coming soon |
| Hermes Bench | 53.8% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 88.8% | Coming soon |
| JobBench | Coming soon | 64.9% | Coming soon |
| OSWorld 2.0 | Coming soon | 66.9% | Coming soon |
| DeepSearchQA | Coming soon | 89.4% | Coming soon |
| AutomationBench | Coming soon | 49.4% | Coming soon |
| ApprenticeBench | Coming soon | 19% | Coming soon |
| CWE-bench v1 | Coming soon | 55.0% | Coming soon |
| MazeBench | Coming soon | 0% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 31.7 (Supported · #90/150)
- Muse Spark 1.3 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Muse Spark 1.3 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.6% | Coming soon | Coming soon |
| 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% | Coming soon | Coming soon |
| SWE-bench (Vals) | 65.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 88.8% | Coming soon |
| DeepSWE | Coming soon | 75.4% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 59.4% | Coming soon |
| CursorBench 4.0 | Coming soon | 41.6% | Coming soon |
| Bug Hunt Bench | Coming soon | 32.2 fixes | Coming soon |
| FrontierSWE v2 | Coming soon | 25.8% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 76 (Unranked · 2 rankable rows)
- Muse Spark 1.3 public-lane score: 82.9 (#6/28)

| Benchmark | Ling 3.0 Flash | Muse Spark 1.3 | Winner |
|-----------|-----------|-----------|--------|
| MRCR v2 256K-512K | Coming soon | 98.5% | Coming soon |
| MRCR v2 512K-1M | Coming soon | 98.1% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 43.6 (Supported · #105/184)
- Muse Spark 1.3 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Muse Spark 1.3 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.0% | Coming soon | Coming soon |
| GPQA-D | 85.0% | Coming soon | Coming soon |
| HLE | 22.7% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 84.8% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 82.0% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 75.2 (#67/148)
- Muse Spark 1.3 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Muse Spark 1.3 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 74.5% | Coming soon | Coming soon |
| Gray Swan IPI (15 attempts) | Coming soon | 15.9% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 81.1 (Unranked · 3 rankable rows)
- Muse Spark 1.3 public-lane score: 78.5 (Unranked · 2 rankable rows)

| Benchmark | Ling 3.0 Flash | Muse Spark 1.3 | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 93.2% | Coming soon | Coming soon |
| HMMT Feb 2026 | 87.0% | Coming soon | Coming soon |
| IMOAnswerBench | 83.7% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 74.035% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 46.341% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash and Muse Spark 1.3?

Not yet. The models share only 1 sourced benchmark row, 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

- [Ling 3.0 Flash vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)
- [Muse Spark 1.3 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-muse-spark-1-3)
- [Ling 3.0 Flash vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [Muse Spark 1.3 vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-muse-spark-1-3)

## Explore More

- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [Muse Spark 1.3 profile](/models/muse-spark-1-3)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)