# Ling 3.0 Flash VL vs Muse Spark 1.2

> Side-by-side benchmark comparison for Ling 3.0 Flash VL and Muse Spark 1.2 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vl-vs-muse-spark-1-2
- Last updated: September 10, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Ling 3.0 Flash VL and Muse Spark 1.2.

## Summary

- Ling 3.0 Flash VL and Muse Spark 1.2 do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Ling 3.0 Flash VL | Muse Spark 1.2 |
|----------|----------|----------|
| Creator | InclusionAI | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Independent public score (not head-to-head) | null | 70.51 |
| Benchmarks Covered | 0 | 8 |
| Pricing (input/output) | $0.00 / $0.00 | $1.25 / $4.25 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: 61.1 (Supported · #16/152)

| Benchmark | Ling 3.0 Flash VL | Muse Spark 1.2 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | Coming soon | 82.9% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 69.7% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: 60 (Supported · #21/151)

| Benchmark | Ling 3.0 Flash VL | Muse Spark 1.2 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | Coming soon | 82.9% | Coming soon |
| DeepSWE | Coming soon | 59.3% | Coming soon |
| VulcanBench v3 | Coming soon | 87.0% | Coming soon |
| FrontierSWE v2 | Coming soon | 12.0% | Coming soon |
| SWE-bench (Vals) | Coming soon | 86.6% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: 76.3 (Unranked · 1 rankable row)
- Muse Spark 1.2 public-lane score: Coming soon

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: 74.8 (Unranked · 2 rankable rows)
- Muse Spark 1.2 public-lane score: 75.3 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: 70.8 (Estimated · #10/183)

| Benchmark | Ling 3.0 Flash VL | Muse Spark 1.2 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro (Vals) | Coming soon | 88.3% | Coming soon |

## FAQ

### Can I compare Ling 3.0 Flash VL and Muse Spark 1.2 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Ling 3.0 Flash VL vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)
- [Muse Spark 1.2 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-muse-spark-1-2)
- [Ling 3.0 Flash VL vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)
- [Muse Spark 1.2 vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-muse-spark-1-2)

## Explore More

- [Ling 3.0 Flash VL profile](/models/ling-3-0-flash-vl)
- [Muse Spark 1.2 profile](/models/muse-spark-1-2)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)