#155
ME
Llama 3.2 3B
Meta
20.4 LLMBoard
Meta model product
Muse Spark is the first model in the Muse family developed by Meta Superintelligence Labs. It is a natively multimodal reasoning model with support for tool-use, visual chain of thought, and multi-agent orchestration. It features a Contemplating mode that orchestrates multiple agents reasoning in parallel. It demonstrates competitive performance in multimodal perception, reasoning, health, and agentic tasks, with Contemplating mode achieving 58% on Humanity's Last Exam and 38% on FrontierScience Research.
Updated Aug 10, 2026. Default version: Muse Spark
Structured fields from the published default version.
This profile uses the latest version under this unique model that has a calculated LLMBoard score. Arena and price are excluded.
No published version under this unique model currently has enough benchmark coverage to calculate a score.
Published benchmark records for the scored version currently unavailable.
No published benchmark result is linked to the scored version.
Preference and agent-evaluation signals from published Arena datasets.
| vision | humor | 1 | 1345.4 | 227 | N/A | |
| vision style control | humor | 1 | 1325.5 | 227 | N/A | |
| text style control | french | 2 | 1525.6 | 467 | N/A | |
| text style control | korean | 4 | 1474.2 | 248 | N/A | |
| vision | creative writing vision | 4 | 1331.0 | 333 | N/A | |
| vision style control | creative writing vision | 4 | 1307.1 | 333 | N/A | |
| text style control | german | 5 | 1510.2 | 233 | N/A | |
| text | french | 6 | 1502.3 | 467 | N/A | |
| text | german | 6 | 1495.9 | 233 | N/A | |
| text | korean | 6 | 1459.9 | 248 | N/A | |
| text style control | english | 8 | 1495.6 | 6,410 | N/A | |
| text style control | industry legal and government | 8 | 1503.6 | 959 | N/A | |
| text style control | industry medicine and healthcare | 8 | 1504.7 | 948 | N/A | |
| vision style control | overall | 8 | 1294.2 | 5,576 | N/A | |
| vision style control | english | 8 | 1288.7 | 2,329 | N/A | |
| text style control | spanish | 9 | 1481.3 | 497 | N/A | |
| text style control | overall | 10 | 1488.0 | 13,476 | N/A | |
| vision style control | ocr | 10 | 1302.2 | 4,015 | N/A | |
| text factuality | creative writing | 11 | 1464.1 | 1,561 | N/A | |
| text style control | hard prompts english | 11 | 1507.3 | 4,299 | N/A | |
| vision | overall | 11 | 1306.7 | 5,576 | N/A | |
| vision | english | 11 | 1303.1 | 2,329 | N/A | |
| text | english | 12 | 1479.8 | 6,410 | N/A | |
| text | industry legal and government | 12 | 1489.2 | 959 | N/A | |
| text style control | exclude ties | 12 | 1500.6 | 10,224 | N/A | |
| text style control | industry business and management and financial operations | 12 | 1489.9 | 2,712 | N/A | |
| text style control | industry software and it services | 12 | 1519.8 | 5,273 | N/A | |
| text style control | industry entertainment and sports and media | 13 | 1461.3 | 2,495 | N/A | |
| text style control | non english | 13 | 1476.9 | 7,066 | N/A | |
| vision | ocr | 13 | 1307.6 | 4,015 | N/A | |
| vision style control | chinese | 13 | 1340.9 | 447 | N/A | |
| text | industry medicine and healthcare | 14 | 1482.2 | 948 | N/A | |
| text | spanish | 14 | 1472.1 | 497 | N/A | |
| text style control | hard prompts | 14 | 1504.7 | 8,653 | N/A | |
| text | creative writing | 15 | 1458.4 | 1,935 | N/A | |
| text | industry entertainment and sports and media | 16 | 1448.8 | 2,495 | N/A | |
| text style control | coding | 16 | 1525.9 | 3,744 | N/A | |
| text style control | multi turn | 16 | 1492.4 | 2,157 | N/A | |
| vision | chinese | 16 | 1353.7 | 447 | N/A | |
| text style control | creative writing | 17 | 1463.8 | 1,935 | N/A | |
| text style control | polish | 17 | 1485.5 | 311 | N/A | |
| vision style control | diagram | 17 | 1312.7 | 1,525 | N/A | |
| document style control | overall | 18 | 1466.3 | 1,078 | N/A | |
| text | overall | 18 | 1473.2 | 13,476 | N/A | |
| text | polish | 18 | 1474.6 | 311 | N/A | |
| text | exclude ties | 19 | 1478.2 | 10,224 | N/A | |
| text | industry business and management and financial operations | 19 | 1463.1 | 2,712 | N/A | |
| text factuality | industry entertainment and sports and media | 19 | 1450.1 | 2,068 | N/A | |
| text style control | industry life and physical and social science | 19 | 1497.6 | 2,244 | N/A | |
| vision | diagram | 19 | 1310.3 | 1,525 | N/A | |
| text | non english | 20 | 1463.2 | 7,066 | N/A | |
| text factuality | english | 22 | 1478.3 | 6,406 | N/A | |
| text factuality | industry writing and literature and language | 22 | 1460.2 | 2,557 | N/A | |
| text | multi turn | 23 | 1476.5 | 2,157 | N/A | |
| text factuality | exclude ties | 23 | 1475.2 | 10,208 | N/A | |
| text style control | russian | 23 | 1482.0 | 1,461 | N/A | |
| document | overall | 24 | 1443.2 | 1,078 | N/A | |
| text | russian | 24 | 1467.6 | 1,461 | N/A | |
| text factuality | multi turn | 24 | 1478.7 | 1,747 | N/A | |
| vision style control | homework | 25 | 1299.9 | 919 | N/A | |
| text factuality | overall | 26 | 1466.2 | 13,459 | N/A | |
| vision | homework | 26 | 1300.5 | 919 | N/A | |
| text | industry life and physical and social science | 27 | 1478.1 | 2,244 | N/A | |
| text | industry software and it services | 27 | 1484.5 | 5,273 | N/A | |
| text | hard prompts english | 28 | 1476.7 | 4,299 | N/A | |
| text factuality | industry business and management and financial operations | 28 | 1468.4 | 2,245 | N/A | |
| text style control | industry writing and literature and language | 28 | 1458.7 | 3,110 | N/A | |
| text | hard prompts | 29 | 1473.8 | 8,653 | N/A | |
| text factuality | industry life and physical and social science | 29 | 1487.7 | 1,826 | N/A | |
| text factuality | non english | 29 | 1453.9 | 7,053 | N/A | |
| text | industry writing and literature and language | 30 | 1450.7 | 3,110 | N/A | |
| text style control | chinese | 30 | 1520.7 | 839 | N/A | |
| text style control | instruction following | 34 | 1463.2 | 4,441 | N/A | |
| text factuality | hard prompts english | 35 | 1493.9 | 3,834 | N/A | |
| text | chinese | 37 | 1503.5 | 839 | N/A | |
| text factuality | hard prompts | 38 | 1480.3 | 8,644 | N/A | |
| text factuality | industry software and it services | 39 | 1494.1 | 4,949 | N/A | |
| text | coding | 41 | 1478.8 | 3,744 | N/A | |
| text style control | longer query | 41 | 1474.2 | 5,213 | N/A | |
| text | instruction following | 42 | 1441.5 | 4,441 | N/A | |
| text factuality | instruction following | 42 | 1453.3 | 3,961 | N/A | |
| text factuality | coding | 43 | 1504.6 | 3,213 | N/A | |
| text style control | expert | 43 | 1488.5 | 1,259 | N/A | |
| text style control | industry mathematical | 45 | 1469.4 | 810 | N/A | |
| text | longer query | 46 | 1449.3 | 5,213 | N/A | |
| text style control | math | 47 | 1461.9 | 856 | N/A | |
| text | math | 48 | 1451.2 | 856 | N/A | |
| text | industry mathematical | 50 | 1453.9 | 810 | N/A | |
| text factuality | longer query | 51 | 1462.8 | 4,766 | N/A | |
| text | expert | 58 | 1455.6 | 1,259 | N/A |
Official vendor API PAYG pricing is summarized first. The table then lists individual provider offerings without treating their minimum as the official price.
The default version has no provider offering with current input or output token prices.
Official prices use only the vendor's configured official Provider and positive standard USD PAYG rates. Third-party offers remain explicitly labeled.
All published versions linked to this unique model. The score columns identify the version used by the current overall ranking.
| Muse Spark | N/A | N/A | N/A | N/A | No | Proprietary |
A concise description based on the published model registry.
Muse Spark is the first model in the Muse family developed by Meta Superintelligence Labs. It is a natively multimodal reasoning model with support for tool-use, visual chain of thought, and multi-agent orchestration. It features a Contemplating mode that orchestrates multiple agents reasoning in parallel. It demonstrates competitive performance in multimodal perception, reasoning, health, and agentic tasks, with Contemplating mode achieving 58% on Humanity's Last Exam and 38% on FrontierScience Research.
Use the benchmark, Arena and pricing sections above as separate evidence. A missing field means the current data snapshot does not support that claim.
Data snapshot: 2026-08-07. Editorial model content is not available in the backend.
Recommendations prioritize the same model type and family, then the closest published LLMBoard score.
Common questions about Muse Spark.
Muse Spark's default version was released on Apr 8, 2026.
No official standard PAYG price is currently available for Muse Spark.
Muse Spark is published under Meta in the model registry.
The current registry does not publish a context window for the default version.
No. The default version is not marked as having publicly available weights.
No published provider offering is currently linked to the default version.
No nearby ranked alternatives are currently available.