Model comparison

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.

Last verified . 0 shared benchmarks.

InternVL2-40B Shanghai AI Lab

36.0

Unranked Sparse

Muse Spark 1.1 Meta

49.9

Rank #43 Confirmed

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.

Side by side

InternVL2-40B and Muse Spark 1.1 specifications
InternVL2-40BMuse Spark 1.1
ProviderShanghai AI LabMeta
Noometry Index36.049.9
Released2024-07-082026-04-08
WeightsOpenProprietary
Context window—1.05M
Max output—131K
Input $ / M tokens—$1.25
Output $ / M tokens—$4.25
Results tracked136

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Category by category

Coding Not comparable

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

Coding benchmarks
BenchmarkInternVL2-40BMuse Spark 1.1
DeepSWE—53.3%
LMArena WebDev—1542
SciCode—58.8%
LMArena Coding—1497

Agentic & Tool Use Not comparable

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

Agentic & Tool Use benchmarks
BenchmarkInternVL2-40BMuse Spark 1.1
τ²-bench Banking—40.5%
GBAEval—7.9%
GDP.pdf—15%
Vending-Bench 2—6,520

Reasoning Not comparable

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

Reasoning benchmarks
BenchmarkInternVL2-40BMuse 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 Not comparable

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

Math benchmarks
BenchmarkInternVL2-40BMuse Spark 1.1
ProofBench—39%
LMArena Math—1477

Knowledge Not comparable

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

Knowledge benchmarks
BenchmarkInternVL2-40BMuse Spark 1.1
SimpleQA Verified—57.8%
LMArena Expert—1480

Multimodal Muse Spark 1.1 leads

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

Multimodal benchmarks
BenchmarkInternVL2-40BMuse Spark 1.1
LMArena Vision—1292
Video-MME61.2%—
LMArena Document—1465

Multilingual Not comparable

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

Multilingual benchmarks
BenchmarkInternVL2-40BMuse 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 Not comparable

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

Instruction Following benchmarks
BenchmarkInternVL2-40BMuse Spark 1.1
LMArena Instruction Following—1457

Long Context Not comparable

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

Long Context benchmarks
BenchmarkInternVL2-40BMuse Spark 1.1
LMArena Longer Query—1463

Writing & Preference Not comparable

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

Writing & Preference benchmarks
BenchmarkInternVL2-40BMuse Spark 1.1
LMArena Text—1479
LMArena Creative Writing—1440
EQ-Bench Creative Writing—1927
EQ-Bench 4—1260
LMArena Multi-Turn—1484

Frequently asked questions

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.

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