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Muse Spark 1.1 (xhigh)

Meta

描述

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.

发布日期
2026-07-09
参数规模
上下文长度
1.0M
支持模态
image, pdf, text, video

能力雷达图

49
general
69
coding
90
reasoning
70
science估算
80
agents
70
multimodal

Science 在缺少专门科学评测时使用推理能力代理估算。

排行榜排名

领域#排名分数来源
代码能力榜20
89.0
AA
通用能力榜19
84.0
AA
科学能力7
92.0
AA

基准测试分数 (LLM Stats)

Agents

GDPval-AA1164.00 / 3000自报
DeepSearchQA74.8%自报
Terminal-Bench 2.059.0%自报
SWE-Bench Pro52.4%自报

Biology

GPQA89.5%自报

Code

LiveCodeBench Pro0.80 / 3000自报
SWE-Bench Verified77.4%自报

Communication

Tau2 Telecom91.5%自报

General

MMMU-Pro80.4%自报
SimpleVQA0.71 / 100自报

Grounding

ScreenSpot Pro84.1%自报

Healthcare

MedXpertQA78.4%自报
HealthBench Hard42.8%自报

Math

Humanity's Last Exam58.4%自报

Multimodal

CharXiv-R86.4%自报
ZEROBench0.33 / 100自报

Physics

IPhO 202582.6%自报

Reasoning

ERQA64.7%自报
ARC-AGI v242.5%自报
FrontierScience Research38.3%自报

AA 评测指数

Coding Index
71.3
Intelligence Index
50.6
Gpqa
0.9
Terminalbench V2 1
0.8
Lcr
0.6
Scicode
0.6
Hle
0.5
Tau Banking
0.3

LLM Stats 分类评分

Legal
100
Finance
100
Agents
100
General
100
Reasoning
73
Physics
90
Biology
90
Chemistry
90
Communication
90
Frontend Development
80
Grounding
80
Tool Calling
80
Image To Text
70
Multimodal
70
Search
70
Code
70
Vision
70
Math
60
Spatial Reasoning
60
Healthcare
60
Science
40

定价

输入价格$1.25 / 1M tokens
输出价格$4.25 / 1M tokens
混合价格(3:1)$2 / 1M tokens
缓存读取价格$0.15 / 1M tokens

速度

Tokens/秒135.6
首Token延迟0.78s
首回答延迟15.52s

供应商价格排行

供应商价格排行

3 个供应商

最便宜: Meta最贵: EmpirioLabs AI
供应商输入输出
1Meta主要
$1.25
$4.25
2Vercel AI Gateway
$1.25
$4.25
3EmpirioLabs AI
$1.25
$4.25

比较该模型在不同 API 供应商之间的定价。

外部链接