Model comparison

InternVL2-40B vs Muse Spark 1.3

Muse Spark 1.3 has enough public results to be ranked (#27); InternVL2-40B does not yet, so treat this comparison as directional.

Last verified . 0 shared benchmarks.

InternVL2-40B Shanghai AI Lab

36.6

Unranked Sparse

Muse Spark 1.3 Meta

54.8

Rank #27 Confirmed

Summary

  • The widest gap is in multimodal, where Muse Spark 1.3 leads 43.7 to 33.7.
  • InternVL2-40B has downloadable open weights; the other is API-only.

Side by side

InternVL2-40B and Muse Spark 1.3 specifications
InternVL2-40BMuse Spark 1.3
ProviderShanghai AI LabMeta
Noometry Index36.654.8
Released2024-07-082026-09-02
WeightsOpenProprietary
Context window—1.05M
Max output—131K
Input $ / M tokens—$1.25
Output $ / M tokens—$4.25
Results tracked137

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Category by category

Coding Not comparable

InternVL2-40B: —, Muse Spark 1.3: 56.6 (#21)

Coding benchmarks
BenchmarkInternVL2-40BMuse Spark 1.3
CursorBench—41.6%
LMArena WebDev—1657
SciCode—59.7%
LMArena Coding—1514

Agentic & Tool Use Not comparable

InternVL2-40B: —, Muse Spark 1.3: 38.6 (#30)

Agentic & Tool Use benchmarks
BenchmarkInternVL2-40BMuse Spark 1.3
APEX-Agents—57.8%
GDP.pdf—27.6%

Reasoning Not comparable

InternVL2-40B: —, Muse Spark 1.3: 54.0 (#27)

Reasoning benchmarks
BenchmarkInternVL2-40BMuse Spark 1.3
NYT Connections (extended)—85.1%
CritPt—26%
Chess Puzzles—38%
LMArena Hard Prompts—1503
Mystery Game Puzzles—25%
DTBench—96.5%
LMCA—53.9%
Bench to the Future 3—0.14
Epoch Capabilities Index—156.75

Math Not comparable

InternVL2-40B: —, Muse Spark 1.3: 73.1 (#21)

Math benchmarks
BenchmarkInternVL2-40BMuse Spark 1.3
FrontierMath (Tiers 1-3)—74.4%
FrontierMath Tier 4—46.3%
OTIS Mock AIME 2024-2025—99.2%
ProofBench—58%
LMArena Math—1494

Knowledge Not comparable

InternVL2-40B: —, Muse Spark 1.3: 42.6 (#95)

Knowledge benchmarks
BenchmarkInternVL2-40BMuse Spark 1.3
LMArena Expert—1516

Multimodal Muse Spark 1.3 leads

InternVL2-40B: 33.7, Muse Spark 1.3: 43.7 (#22)

Multimodal benchmarks
BenchmarkInternVL2-40BMuse Spark 1.3
LMArena Vision—1309
Video-MME61.2%—
LMArena Document—1471

Multilingual Not comparable

InternVL2-40B: —, Muse Spark 1.3: 57.4 (#8)

Multilingual benchmarks
BenchmarkInternVL2-40BMuse Spark 1.3
LMArena Non-English—1481
LMArena Chinese—1529
LMArena French—1524
LMArena German—1515
LMArena Japanese—1474
LMArena Korean—1501
LMArena Russian—1490
LMArena Spanish—1490

Instruction Following Not comparable

InternVL2-40B: —, Muse Spark 1.3: 77.5 (#22)

Instruction Following benchmarks
BenchmarkInternVL2-40BMuse Spark 1.3
LMArena Instruction Following—1477

Long Context Not comparable

InternVL2-40B: —, Muse Spark 1.3: 45.6 (#32)

Long Context benchmarks
BenchmarkInternVL2-40BMuse Spark 1.3
LMArena Longer Query—1488

Writing & Preference Not comparable

InternVL2-40B: —, Muse Spark 1.3: 73.6 (#9)

Writing & Preference benchmarks
BenchmarkInternVL2-40BMuse Spark 1.3
LMArena Text—1490
LMArena Creative Writing—1455
EQ-Bench Creative Writing—1906
LMArena Multi-Turn—1482

Frequently asked questions

Is InternVL2-40B better than Muse Spark 1.3?

Muse Spark 1.3 has enough public results to be ranked (#27); InternVL2-40B does not yet, so treat this comparison as directional.

How many benchmarks do InternVL2-40B and Muse Spark 1.3 share?

0 benchmarks have published results for both models. InternVL2-40B has 1 scored results on Noometry and Muse Spark 1.3 has 37.

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