# LFM3-VL-2B vs Muse Spark

> Side-by-side benchmark comparison for LFM3-VL-2B and Muse Spark across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm3-vl-2b-vs-muse-spark
- Last updated: October 27, 2026

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

## Quick Verdict

Pick Muse Spark if you want the stronger benchmark profile. LFM3-VL-2B only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Muse Spark leads overall 60.79 to 39.
- The clearest category separation is in multimodal & grounded, where the averages are 19.6 for LFM3-VL-2B and 83.8 for Muse Spark.
- The biggest single benchmark swing is SimpleVQA in Multimodal & Grounded, with scores of 36.3% and 71.3%.
- Muse Spark also has the larger context window at 262K.

## Model Snapshot

| Property | LFM3-VL-2B | Muse Spark |
|----------|----------|----------|
| Creator | LiquidAI | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | 262K |
| Overall Score | null | 60.79 |
| Benchmarks Covered | 20 | 25 |
| Pricing (input/output) | $0.00 / $0.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Not comparable
- LFM3-VL-2B public-lane score: Coming soon
- Muse Spark public-lane score: 52.7 (Supported · #48/134)

| Benchmark | LFM3-VL-2B | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | Coming soon | 59% | Coming soon |
| τ²-bench results | Coming soon | 91.5% | Coming soon |
| DeepSearchQA | Coming soon | 74.8% | Coming soon |
| CyberGym | Coming soon | 43.5% | Coming soon |
| Claw-Eval | Coming soon | 63.8% | Coming soon |

### Coding

- Winner: Not comparable
- LFM3-VL-2B public-lane score: Coming soon
- Muse Spark public-lane score: 50.3 (Supported · #46/155)

| Benchmark | LFM3-VL-2B | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 77.4% | Coming soon |
| SWE-bench Pro | Coming soon | 52.4% | Coming soon |
| LiveCodeBench Pro | Coming soon | 80.0% | Coming soon |
| Vibe Code Bench | Coming soon | 19.67% | Coming soon |
| SWE-bench (Vals) | Coming soon | 74.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- LFM3-VL-2B public-lane score: Coming soon
- Muse Spark public-lane score: 57.1 (Unranked · 3 rankable rows)

| Benchmark | LFM3-VL-2B | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | Coming soon | 42.5% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- LFM3-VL-2B public-lane score: 19.6 (Unranked · 19 rankable rows)
- Muse Spark public-lane score: 83.8 (#15/58)

| Benchmark | LFM3-VL-2B | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| RealWorldQA | 79.3% | Coming soon | Coming soon |
| SimpleVQA | 36.3% | 71.3% | Muse Spark |
| CountBench | 93.0% | Coming soon | Coming soon |
| MMMU | 55.7% | Coming soon | Coming soon |
| MMMU-Pro | 45.7% | 80.4% | Muse Spark |
| OCRBench V2 | 63.5% | Coming soon | Coming soon |
| RefCOCO (avg) | 90.5% | Coming soon | Coming soon |
| V* | 86.4% | Coming soon | Coming soon |
| CharXiv w/o tools | 70.2% | Coming soon | Coming soon |
| MathVision | 51.6% | Coming soon | Coming soon |
| DynaMath | 79.2% | Coming soon | Coming soon |
| We-Math | 68.6% | Coming soon | Coming soon |
| ERQA | 48.2% | 64.7% | Muse Spark |
| ScreenSpot Pro | 55.5% | 84.1% | Muse Spark |
| LVBench | 41.2% | Coming soon | Coming soon |
| MLVU (M-Avg) | 71.3% | Coming soon | Coming soon |
| MMVU | 52.9% | Coming soon | Coming soon |
| Video-MME (w/o subtitle) | 62.8% | Coming soon | Coming soon |
| Video-MME (with subtitle) | 69.0% | Coming soon | Coming soon |
| VideoMMMU | 49.6% | Coming soon | Coming soon |
| CharXiv | Coming soon | 86.4% | Coming soon |
| ZeroBench | Coming soon | 33.0% | Coming soon |
| MedXpertQA (MM) | Coming soon | 78.4% | Coming soon |

### Knowledge

- Winner: Not comparable
- LFM3-VL-2B public-lane score: Coming soon
- Muse Spark public-lane score: 62.5 (Supported · #45/189)

| Benchmark | LFM3-VL-2B | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | Coming soon | 89.5% | Coming soon |
| HLE | Coming soon | 50.4% | Coming soon |
| HLE w/o tools | Coming soon | 42.8% | Coming soon |
| HealthBench Hard | Coming soon | 42.8% | Coming soon |
| MedXpertQA (Text) | Coming soon | 52.6% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 89.6% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 87.3% | Coming soon |

### Instruction Following

- Winner: Not comparable
- LFM3-VL-2B public-lane score: Coming soon
- Muse Spark public-lane score: 93.3 (#11/156)

## FAQ

### Which is better overall, LFM3-VL-2B or Muse Spark?

Muse Spark is ahead overall on BenchLM right now.

### Where is the biggest gap between LFM3-VL-2B and Muse Spark?

The widest category gap is in multimodal & grounded, where the averages are 19.6 for LFM3-VL-2B and 83.8 for Muse Spark.

### How many benchmarks does LFM3-VL-2B cover on BenchLM?

LFM3-VL-2B currently has 20 sourced benchmark scores on BenchLM.

### How many benchmarks does Muse Spark cover on BenchLM?

Muse Spark currently has 25 sourced benchmark scores on BenchLM.

## Related Comparisons

- [LFM3-VL-2B vs Muse Spark 1.1](/compare/lfm3-vl-2b-vs-muse-spark-1-1)
- [Muse Spark vs Muse Spark 1.1](/compare/muse-spark-vs-muse-spark-1-1)
- [LFM3-VL-2B vs Muse Spark 1.2](/compare/lfm3-vl-2b-vs-muse-spark-1-2)
- [Muse Spark vs Muse Spark 1.2](/compare/muse-spark-vs-muse-spark-1-2)

## Explore More

- [LFM3-VL-2B profile](/models/lfm3-vl-2b)
- [Muse Spark profile](/models/muse-spark)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)