# InternVL2-40B vs Muse Spark 1.1

> Muse Spark 1.1 has enough public results to be ranked (#43); InternVL2-40B does not yet, so treat this comparison as directional.

- Canonical page: https://noometry.com/compare/internvl2-40b-vs-muse-spark-1-1
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in multimodal, where Muse Spark 1.1 leads 41.9 to 33.0.
- InternVL2-40B has downloadable open weights; the other is API-only.

## Snapshot

| | InternVL2-40B | Muse Spark 1.1 |
|---|---|---|
| Provider | Shanghai AI Lab | Meta |
| Noometry Index | 36.0 | 49.9 |
| Rank | — | 43 |
| Context | — | 1.05M |
| Input $/M | — | $1.25 |
| Output $/M | — | $4.25 |
| Weights | Open | Proprietary |

## Coding

- InternVL2-40B: —
- Muse Spark 1.1: 50.8 (#38)

| Benchmark | InternVL2-40B | Muse Spark 1.1 |
|---|---|---|
| DeepSWE | — | 53.3% |
| LMArena WebDev | — | 1542 |
| SciCode | — | 58.8% |
| LMArena Coding | — | 1497 |

## Agentic & Tool Use

- InternVL2-40B: —
- Muse Spark 1.1: 33.9 (#45)

| Benchmark | InternVL2-40B | Muse Spark 1.1 |
|---|---|---|
| τ²-bench Banking | — | 40.5% |
| GBAEval | — | 7.9% |
| GDP.pdf | — | 15% |
| Vending-Bench 2 | — | 6,520 |

## Reasoning

- InternVL2-40B: —
- Muse Spark 1.1: 45.9 (#41)

| Benchmark | InternVL2-40B | Muse Spark 1.1 |
|---|---|---|
| NYT Connections (extended) | — | 84.9% |
| CritPt | — | 15.1% |
| LMArena Hard Prompts | — | 1486 |
| DTBench | — | 94.4% |
| LMCA | — | 49.9% |
| Surface Evolver Bench | — | 52.5% |
| Epoch Capabilities Index | — | 154.32 |

## Math

- InternVL2-40B: —
- Muse Spark 1.1: 44.0 (#67)

| Benchmark | InternVL2-40B | Muse Spark 1.1 |
|---|---|---|
| ProofBench | — | 39% |
| LMArena Math | — | 1477 |

## Knowledge

- InternVL2-40B: —
- Muse Spark 1.1: 52.8 (#55)

| Benchmark | InternVL2-40B | Muse Spark 1.1 |
|---|---|---|
| SimpleQA Verified | — | 57.8% |
| LMArena Expert | — | 1480 |

## Multimodal

- InternVL2-40B: 33.0
- Muse Spark 1.1: 41.9 (#28)

| Benchmark | InternVL2-40B | Muse Spark 1.1 |
|---|---|---|
| LMArena Vision | — | 1292 |
| Video-MME | 61.2% | — |
| LMArena Document | — | 1465 |

## Multilingual

- InternVL2-40B: —
- Muse Spark 1.1: 56.8 (#16)

| Benchmark | InternVL2-40B | Muse Spark 1.1 |
|---|---|---|
| LMArena Non-English | — | 1471 |
| LMArena Chinese | — | 1518 |
| LMArena French | — | 1494 |
| LMArena German | — | 1466 |
| LMArena Japanese | — | 1445 |
| LMArena Korean | — | 1459 |
| LMArena Russian | — | 1482 |
| LMArena Spanish | — | 1471 |

## Instruction Following

- InternVL2-40B: —
- Muse Spark 1.1: 76.8 (#36)

| Benchmark | InternVL2-40B | Muse Spark 1.1 |
|---|---|---|
| LMArena Instruction Following | — | 1457 |

## Long Context

- InternVL2-40B: —
- Muse Spark 1.1: 44.8 (#55)

| Benchmark | InternVL2-40B | Muse Spark 1.1 |
|---|---|---|
| LMArena Longer Query | — | 1463 |

## Writing & Preference

- InternVL2-40B: —
- Muse Spark 1.1: 73.6 (#11)

| Benchmark | InternVL2-40B | Muse Spark 1.1 |
|---|---|---|
| LMArena Text | — | 1479 |
| LMArena Creative Writing | — | 1440 |
| EQ-Bench Creative Writing | — | 1927 |
| EQ-Bench 4 | — | 1260 |
| LMArena Multi-Turn | — | 1484 |

## FAQ

### Is InternVL2-40B better than Muse Spark 1.1?

Muse Spark 1.1 has enough public results to be ranked (#43); InternVL2-40B does not yet, so treat this comparison as directional.

### How many benchmarks do InternVL2-40B and Muse Spark 1.1 share?

0 benchmarks have published results for both models. InternVL2-40B has 1 scored results on Noometry and Muse Spark 1.1 has 36.