BenchAtlas

Rankings / Meta AI

Muse Spark 1.1

proprietary

released 2026-07-09

BenchAtlas Index

as of 2026-07-14
75.1
xhigh effort
rank #37
7 families · 4 categories · medium
71.9
xhigh effort
rank #57
6 families · 4 categories · medium

Benchmark evidence

31 results
agentic coding
τ²-Bench
subset=banking
xhigh effort25.1 %independentArtificial Analysis
coding
SciCodexhigh effort58.2 %independentArtificial Analysis
external indices
AA Coding Indexxhigh effort71.3 pointsindependentArtificial Analysis
Intelligence Index v4.1xhigh effort50.6 pointsindependentArtificial Analysis
Vals Indexxhigh effort68.4 pointsindependentVals AI
human preference
Coding (style control)older version
arena=text · category=coding · style_control=true
1533.0
1516.21549.8
communityLMArena Leaderboard Dataset
Industry Software And It Services (style control)older version
arena=text · category=industry_software_and_it_services · style_control=true
1522.8
1508.31537.4
communityLMArena Leaderboard Dataset
Hard Prompts English (style control)older version
arena=text · category=hard_prompts_english · style_control=true
1517.7
1500.31535.1
communityLMArena Leaderboard Dataset
Hard Prompts (style control)older version
arena=text · category=hard_prompts · style_control=true
1512.9
1501.81524.0
communityLMArena Leaderboard Dataset
Industry Life And Physical And Social Science (style control)older version
arena=text · category=industry_life_and_physical_and_social_science · style_control=true
1509.6
1486.61532.7
communityLMArena Leaderboard Dataset
Exclude Ties (style control)older version
arena=text · category=exclude_ties · style_control=true
1506.5
1494.31518.7
communityLMArena Leaderboard Dataset
Multi Turn (style control)older version
arena=text · category=multi_turn · style_control=true
1504.7
1482.01527.4
communityLMArena Leaderboard Dataset
Industry Business And Management And Financial Operations (style control)older version
arena=text · category=industry_business_and_management_and_financial_operations · style_control=true
1495.5
1475.21515.8
communityLMArena Leaderboard Dataset
English (style control)older version
arena=text · category=english · style_control=true
1492.2
1478.11506.4
communityLMArena Leaderboard Dataset
Overall (style control)
arena=text · category=overall · style_control=true
1491.6
1482.51500.7
communityLMArena Leaderboard Dataset
Longer Query (style control)older version
arena=text · category=longer_query · style_control=true
1486.8
1473.11500.4
communityLMArena Leaderboard Dataset
Non English (style control)older version
arena=text · category=non_english · style_control=true
1483.6
1472.01495.1
communityLMArena Leaderboard Dataset
Instruction Following (style control)older version
arena=text · category=instruction_following · style_control=true
1481.0
1465.91496.1
communityLMArena Leaderboard Dataset
Industry Entertainment And Sports And Media (style control)older version
arena=text · category=industry_entertainment_and_sports_and_media · style_control=true
1462.4
1444.51480.3
communityLMArena Leaderboard Dataset
Industry Writing And Literature And Language (style control)older version
arena=text · category=industry_writing_and_literature_and_language · style_control=true
1457.0
1439.41474.5
communityLMArena Leaderboard Dataset
Creative Writing (style control)older version
arena=text · category=creative_writing · style_control=true
1454.0
1433.61474.5
communityLMArena Leaderboard Dataset
knowledge science
GPQA Diamond
implementation=vals-ai
xhigh effort91.2 %independentVals AI
GPQA Diamond
implementation=artificial-analysis
xhigh effort89.8 %independentArtificial Analysis
Humanity's Last Exam
implementation=artificial-analysis
xhigh effort45.1 %independentArtificial Analysis
MMLU-Pro
implementation=vals-ai
xhigh effort88.7 %independentVals AI
long context instruction
AA-LCRxhigh effort63.3 %independentArtificial Analysis
MultiChallenge75.3 %
74.775.9
independentScale Labs
multimodal
MMMU
implementation=vals-ai
xhigh effort86.6 %independentVals AI
professional
CorpFinxhigh effort71.3 %independentVals AI
LegalBenchxhigh effort85.0 %independentVals AI
TaxEvalxhigh effort79.7 %independentVals AI

Agent + model results

systems, not bare-model scores
agent + model Artificial Analysis harness + Muse Spark 1.1Terminal-Bench 2.177.9 %independentArtificial Analysis

These scores measure the whole agent system (scaffold, tools, budgets) — they are never merged into the bare model’s numbers.

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