PLPramaana

Meta

Muse Spark 1.1

Release date: 7/9/2026

Meta's efficient open-weight mixture-of-experts system for multimodal reasoning.

Pramaana IndexAccuracy: StrongLatency: LeadingCost: Leading
Accuracy / Pramaana Index
66.80%± 1.16
Latency / Pramaana Index
264.19s
Cost / Test / Pramaana Index
$0.17
Context window
256k
Max output tokens
64k
Input modality
Text · Image
Hyperparameter settings

temperature: 0.2

reasoning: extended

fallbacks: disabled

Benchmark performance for Muse Spark 1.1

BenchmarksAccuracyRanking
Pramaana Index66.80% ± 1.165 / 35
Pramaana Multimodal Index64.79% ± 1.335 / 24
Legal Research Fidelity61.20% ± 1.506 / 18
Financial Modeling Agent58.98% ± 1.674 / 22
Clinical Documentation Safety60.50% ± 0.486 / 19
MATH-50074.60% ± 0.658 / 112
GPQA Diamond80.68% ± 0.825 / 121
MMLU-Pro76.10% ± 0.997 / 119
Adaptive Tutoring Dialogue66.50% ± 1.163 / 16
SWE-bench Verified55.38% ± 1.338 / 69
LiveCodeBench72.29% ± 1.5010 / 127
Agentic Reliability52.99% ± 1.675 / 12
Strategic Games Arena65.88% ± 0.482 / 20
Benefits Navigator64.38% ± 0.654 / 16

License: Community · Evaluation settings, model endpoints, and benchmark versions are frozen with each published run.

Read our methodology