Rankings / MiniMax
Minimax M3
released 2026-06-01
BenchAtlas Index
as of 2026-09-11
base configuration
rank #116
7 families · 4 categories · medium
base configuration
rank #290
13 families · 5 categories · high
Benchmark evidence
58 results
agentic coding
| Release 2026-06-25 tasks_counted=3 · livebench_version=2026-06-25 | 40.7 % | independent | LiveBench | |
| τ²-Bench | 88.9 % | independent | Artificial Analysis | |
| τ²-Bench subset=banking | 15.3 % | independent | Artificial Analysis |
coding
| Release 2026-06-25 tasks_counted=2 · livebench_version=2026-06-25 | 68.2 % | independent | LiveBench | |
| SciCode | 47.1 % | independent | Artificial Analysis |
data analysis
| Release 2026-06-25 tasks_counted=3 · livebench_version=2026-06-25 | 76.2 % | independent | LiveBench |
external indices
| AA Coding Index | 58.6 points | independent | Artificial Analysis | |
| Intelligence Index v4.1 | 29.6 points | independent | Artificial Analysis | |
| ECI | 146.6 points | independent | Epoch AI Benchmarking Hub | |
| ECI | no reasoning | 146.6 points | independent | Epoch AI Benchmarking Hub |
| Vals Index | 42.7 points | independent | Vals AI |
human preference
| Coding (style control)older version arena=text · category=coding · style_control=true | 1498.0 1491.5–1504.4 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1487.2 1481.4–1493.0 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1475.0 1468.6–1481.5 | community | LMArena Leaderboard Dataset | |
| Expert (style control)older version arena=text · category=expert · style_control=true | 1474.5 1465.1–1483.8 | community | LMArena Leaderboard Dataset | |
| Chinese (style control)older version arena=text · category=chinese · style_control=true | 1469.9 1457.0–1482.9 | 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 | 1466.0 1458.2–1473.8 | community | LMArena Leaderboard Dataset | |
| Industry Medicine And Healthcare (style control)older version arena=text · category=industry_medicine_and_healthcare · style_control=true | 1465.0 1453.4–1476.6 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1464.0 1458.9–1469.0 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1455.6 1449.9–1461.2 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1453.5 1447.6–1459.3 | community | LMArena Leaderboard Dataset | |
| French (style control)older version arena=text · category=french · style_control=true | 1452.8 1436.3–1469.3 | community | LMArena Leaderboard Dataset | |
| Multi Turn (style control)older version arena=text · category=multi_turn · style_control=true | 1451.2 1443.5–1458.9 | community | LMArena Leaderboard Dataset | |
| Industry Mathematical (style control)older version arena=text · category=industry_mathematical · style_control=true | 1451.0 1438.2–1463.9 | 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 | 1450.7 1443.3–1458.0 | community | LMArena Leaderboard Dataset | |
| Russian (style control)older version arena=text · category=russian · style_control=true | 1443.2 1434.0–1452.4 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1443.0 1438.6–1447.3 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1440.7 1435.0–1446.4 | community | LMArena Leaderboard Dataset | |
| Math (style control)older version arena=text · category=math · style_control=true | 1438.0 1424.7–1451.3 | community | LMArena Leaderboard Dataset | |
| German (style control)older version arena=text · category=german · style_control=true | 1437.3 1415.3–1459.4 | community | LMArena Leaderboard Dataset | |
| Industry Legal And Government (style control)older version arena=text · category=industry_legal_and_government · style_control=true | 1436.3 1425.7–1447.0 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1435.0 1429.0–1441.1 | community | LMArena Leaderboard Dataset | |
| Polish (style control)older version arena=text · category=polish · style_control=true | 1434.7 1414.4–1455.1 | community | LMArena Leaderboard Dataset | |
| Spanish (style control)older version arena=text · category=spanish · style_control=true | 1427.6 1410.2–1445.0 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1427.3 1422.1–1432.5 | 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 | 1422.9 1416.1–1429.7 | community | LMArena Leaderboard Dataset | |
| Creative Writing (style control)older version arena=text · category=creative_writing · style_control=true | 1407.1 1399.3–1414.9 | 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 | 1406.8 1399.8–1413.9 | community | LMArena Leaderboard Dataset | |
| Japanese (style control)older version arena=text · category=japanese · style_control=true | 1398.3 1372.2–1424.4 | community | LMArena Leaderboard Dataset | |
| Korean (style control)older version arena=text · category=korean · style_control=true | 1370.0 1348.3–1391.6 | community | LMArena Leaderboard Dataset |
knowledge science
| GPQA Diamond implementation=artificial-analysis | 92.9 % | independent | Artificial Analysis | |
| GPQA Diamond implementation=vals-ai | 92.7 % | independent | Vals AI | |
| GPQA Diamond | 90.9 % | independent | Epoch AI Benchmarking Hub 2026-08-10 | |
| GPQA Diamond | no reasoning | 81.3 % | independent | Epoch AI Benchmarking Hub 2026-08-10 |
| Humanity's Last Exam implementation=artificial-analysis | 39.0 % | independent | Artificial Analysis | |
| MMLU-Pro implementation=vals-ai | 84.2 % | independent | Vals AI |
language
| Release 2026-06-25 tasks_counted=3 · livebench_version=2026-06-25 | 76.8 % | independent | LiveBench |
long context instruction
| AA-LCR | 83.0 % | independent | Artificial Analysis | |
| IFBench | 82.9 % | independent | Artificial Analysis | |
| Release 2026-06-25 tasks_counted=4 · livebench_version=2026-06-25 | 57.5 % | independent | LiveBench |
multimodal
| MMMU implementation=vals-ai | 81.2 % | independent | Vals AI |
professional
| CorpFin | 68.1 % | independent | Vals AI | |
| LegalBench | 85.4 % | independent | Vals AI | |
| TaxEval | 72.7 % | independent | Vals AI |
reasoning math
| Release 2026-06-25 tasks_counted=4 · livebench_version=2026-06-25 | 77.0 % | independent | LiveBench | |
| Release 2026-06-25 tasks_counted=4 · livebench_version=2026-06-25 | 74.5 % | independent | LiveBench | |
| OTIS Mock AIME 2024–2025 | 71.1 % | independent | Epoch AI Benchmarking Hub 2026-08-10 | |
| OTIS Mock AIME 2024–2025 | no reasoning | 26.7 % | independent | Epoch AI Benchmarking Hub 2026-08-10 |
Agent + model results
systems, not bare-model scores
| agent + model Artificial Analysis harness + Minimax M3 | Terminal-Bench 2.1 | 65.2 % | independent | Artificial Analysis |
| agent + model Artificial Analysis harness + Minimax M3 | Terminal-Bench Hard | 42.4 % | independent | Artificial Analysis |
These scores measure the whole agent system (scaffold, tools, budgets) — they are never merged into the bare model’s numbers.
