Rankings / Meta AI
Muse Spark 1.1
proprietaryreleased 2026-07-09
BenchAtlas Index
as of 2026-07-14
xhigh effort
rank #37
7 families · 4 categories · medium
xhigh effort
rank #57
6 families · 4 categories · medium
Benchmark evidence
31 results
agentic coding
| τ²-Bench subset=banking | xhigh effort | 25.1 % | independent | Artificial Analysis |
coding
| SciCode | xhigh effort | 58.2 % | independent | Artificial Analysis |
external indices
| AA Coding Index | xhigh effort | 71.3 points | independent | Artificial Analysis |
| Intelligence Index v4.1 | xhigh effort | 50.6 points | independent | Artificial Analysis |
| Vals Index | xhigh effort | 68.4 points | independent | Vals AI |
human preference
| Coding (style control)older version arena=text · category=coding · style_control=true | 1533.0 1516.2–1549.8 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1522.8 1508.3–1537.4 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1517.7 1500.3–1535.1 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1512.9 1501.8–1524.0 | community | LMArena 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 1486.6–1532.7 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1506.5 1494.3–1518.7 | community | LMArena Leaderboard Dataset | |
| Multi Turn (style control)older version arena=text · category=multi_turn · style_control=true | 1504.7 1482.0–1527.4 | community | LMArena 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 1475.2–1515.8 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1492.2 1478.1–1506.4 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1491.6 1482.5–1500.7 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1486.8 1473.1–1500.4 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1483.6 1472.0–1495.1 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1481.0 1465.9–1496.1 | community | LMArena 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 1444.5–1480.3 | community | LMArena 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 1439.4–1474.5 | community | LMArena Leaderboard Dataset | |
| Creative Writing (style control)older version arena=text · category=creative_writing · style_control=true | 1454.0 1433.6–1474.5 | community | LMArena Leaderboard Dataset |
knowledge science
| GPQA Diamond implementation=vals-ai | xhigh effort | 91.2 % | independent | Vals AI |
| GPQA Diamond implementation=artificial-analysis | xhigh effort | 89.8 % | independent | Artificial Analysis |
| Humanity's Last Exam implementation=artificial-analysis | xhigh effort | 45.1 % | independent | Artificial Analysis |
| MMLU-Pro implementation=vals-ai | xhigh effort | 88.7 % | independent | Vals AI |
long context instruction
| AA-LCR | xhigh effort | 63.3 % | independent | Artificial Analysis |
| MultiChallenge | 75.3 % 74.7–75.9 | independent | Scale Labs |
multimodal
| MMMU implementation=vals-ai | xhigh effort | 86.6 % | independent | Vals AI |
professional
| CorpFin | xhigh effort | 71.3 % | independent | Vals AI |
| LegalBench | xhigh effort | 85.0 % | independent | Vals AI |
| TaxEval | xhigh effort | 79.7 % | independent | Vals AI |
Agent + model results
systems, not bare-model scores
| agent + model Artificial Analysis harness + Muse Spark 1.1 | Terminal-Bench 2.1 | 77.9 % | independent | Artificial Analysis |
These scores measure the whole agent system (scaffold, tools, budgets) — they are never merged into the bare model’s numbers.
