Muse Spark

MetaCurrentReleased Apr 8, 2026
Overall Score
Unranked
Arena Elo
N/A
Categories Ranked
1of 8
Price (1M tokens)
N/A
Speed
N/A
Context
262K
ProprietaryReasoning
Confidence
base

BenchLM is tracking Muse Spark, but this profile is currently excluded from the public leaderboard because it still lacks enough non-generated benchmark coverage to rank safely. Only non-generated public benchmark rows appear below.

Muse Spark is a proprietary model with a 262K token context window. It uses explicit chain-of-thought reasoning, which typically improves performance on math and complex reasoning tasks at the cost of higher latency and token usage.

This profile currently has 20 of 151 tracked benchmarks. BenchLM only exposes non-generated benchmark rows publicly, so missing categories stay blank until a sourced evaluation is available.

Its strongest category is Multimodal & Grounded (#21). This performance profile makes it particularly strong for screenshots, documents, charts, and grounded multimodal workflows.

Ranking Distribution

Category rank across 1 benchmark categories — sorted by best rank

Category Performance

Scores across all benchmark categories (0-100 scale)

Category Breakdown

Agentic

69.9/ 100
Weight: 22%3 benchmarks
Terminal-Bench 2.0BrowseCompOSWorld-VerifiedGAIATAU-benchWebArena

Coding

68.8/ 100
Weight: 20%3 benchmarks
SWE-bench VerifiedLiveCodeBenchSWE-bench ProSWE-RebenchSciCode

Reasoning

42.5/ 100
Weight: 17%1 benchmark
MuSRLongBench v2MRCRv2ARC-AGI-2

Knowledge

50.4/ 100
Weight: 12%5 benchmarks
GPQASuperGPQAMMLU-ProHLEFrontierScienceSimpleQA

Math

0.0/ 100
Weight: 5%0 benchmarks
AIME 2025BRUMO 2025MATH-500FrontierMath

Multilingual

0.0/ 100
Weight: 7%0 benchmarks
MGSMMMLU-ProX

Multimodal

#21
80.4/ 100
Weight: 12%8 benchmarks
MMMU-ProOfficeQA Pro

Inst. Following

0.0/ 100
Weight: 5%0 benchmarks
IFEvalIFBench

Artificial Analysis Snapshot

External frontier-model reference data from Artificial Analysis, updated 2026-04-08. BenchLM uses these signals as a bounded calibration input for coding, agentic, and final display ordering.

Intelligence Index

52.15

Coding Index

47.47

Agentic Index

61.99

Benchmark Details

Only benchmark rows with an attached exact-source record are shown here. Source-unverified manual rows and generated rows are hidden from model pages.

Frequently Asked Questions

How does Muse Spark perform overall in AI benchmarks?

Muse Spark has 20 published benchmark scores on BenchLM, but it does not yet have enough non-generated coverage to receive a global overall rank.

Is Muse Spark good for knowledge and understanding?

Muse Spark has visible benchmark coverage in knowledge and understanding, but BenchLM does not currently assign it a global category rank there.

Is Muse Spark good for coding and programming?

Muse Spark has visible benchmark coverage in coding and programming, but BenchLM does not currently assign it a global category rank there.

Is Muse Spark good for reasoning and logic?

Muse Spark has visible benchmark coverage in reasoning and logic, but BenchLM does not currently assign it a global category rank there.

Is Muse Spark good for agentic tool use and computer tasks?

Muse Spark has visible benchmark coverage in agentic tool use and computer tasks, but BenchLM does not currently assign it a global category rank there.

Is Muse Spark good for multimodal and grounded tasks?

Muse Spark ranks #21 out of 106 models in multimodal and grounded tasks benchmarks with an average score of 80.4. There are stronger options in this category.

Does Muse Spark have full benchmark coverage on BenchLM?

Not yet. Muse Spark currently has 20 published benchmark scores out of the 151 benchmarks BenchLM tracks. BenchLM only exposes non-generated public benchmark rows, so missing categories stay blank until a sourced evaluation is available.

What is the context window size of Muse Spark?

Muse Spark has a context window of 262K, which determines how much text it can process in a single interaction.

Last updated: April 8, 2026 · Runtime metrics stay blank until BenchLM has a sourced snapshot.

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