MiniMax-M2.7 ranks first on Multi-SWE-bench.
MiniMax Mar 2026 Open weights Flagship
Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| AA-LCR (Artificial Analysis Long Context Reasoning) | 72% | #5 of 31 | Model card | |
| IFBench | 76% | #20 of 70 | Model card | |
| LMArena (Elo) | 1,415 | #110 of 333 | Official leaderboard | |
| WideSearch | 75.2% | #6 of 17 | Model card | |
| Wer wird Millionär? LLM Benchmark | 27022.0 | #27 of 76 | Official leaderboard | |
| MMLU-Pro | 81.8% | #59 of 151 | Model card | |
| Humanity's Last Exam | 28% | #79 of 147 | Model card | |
| AgentIF (2026-10 setting) | 61.9% | #13 of 24 | Official leaderboard | |
| Extended NYT Connections | 24.7% | #80 of 97 | Official leaderboard | |
| Vectara Hallucination Leaderboard (2025 dataset) | 12.9% | #87 of 104 | Official leaderboard | |
| BullshitBench V2 | 8.00% | #113 of 122 | Official leaderboard |
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| GPQA Diamond | 89.8% | #32 of 284 | Model card | |
| AIME 2025 | 94% | #28 of 143 | Model card | |
| Echo General AI Prediction Leaderboard | 1,002 | #7 of 17 | Official leaderboard | |
| AIME 2026 | 94.2% | #17 of 34 | Model card | |
| CritPt | 0.57% | #104 of 160 | Epoch AI | |
| ProofBench | 3.00% | #55 of 59 | Official leaderboard | |
| NatureBench | 1.11% | #18 of 18 | Official leaderboard |
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| Multi-SWE-bench | 52.7% | #1 of 10 | Model card | |
| MLE-bench | 66.6% | #2 of 18 | Model card | |
| LiveSQLBench | 33.2% | #6 of 36 | Official leaderboard | |
| VIBE-Pro (MiniMax) | 55.6% | #1 of 3 | Model card | |
| SWE-bench Multilingual | 76.5% | #24 of 70 | Model card | |
| SciCode | 47% | #18 of 47 | Model card | |
| HyperTask | 67.6% | #1 of 2 | Model card | |
| SWE-Bench Pro | 56.2% | #42 of 77 | Model card | |
| WebDev Arena | 1,398 | #67 of 105 | Epoch AI | |
| Code Arena | 1,398 | #83 of 124 | Official leaderboard | |
| IOI (Vals) | 4.92% | #41 of 55 | Official leaderboard | |
| FrontierCode | 5.98% | #9 of 12 | Official leaderboard | |
| OpenHands Index | 43.4% | #25 of 33 | Official leaderboard | |
| ALE-Bench | 599 | #93 of 121 | Epoch AI | |
| NL2Repo-Bench | 39.8% | #22 of 28 | Model card | |
| WeirdML | 37% | #90 of 112 | Official leaderboard | |
| Code Migration | 8.69% | #65 of 78 | Official leaderboard | |
| Vibe Code Bench | 11.9% | #96 of 115 | Official leaderboard | |
| SWE-Marathon | 0% | #11 of 12 | Official leaderboard | |
| EvoCode-Bench | 3.70% | #12 of 13 | Official leaderboard | |
| AndroidBench | 41.6% | #30 of 32 | Official leaderboard | |
| GBAEval | 0% | #22 of 23 | Epoch AI | |
| SlopCodeBench | 4.08% | #14 of 14 | Official leaderboard | |
| EvoCode-Bench v2 | 5.10% | #13 of 13 | Official leaderboard |
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| PinchBench | 80.6% | #4 of 48 | Official leaderboard | |
| Toolathlon | 46.3% | #12 of 50 | Official leaderboard | |
| BrowseComp | 77.8% | #32 of 77 | Model card | |
| Claw-Eval-Live | 54.3% | #5 of 12 | Official leaderboard | |
| Terminal-Bench 2.0 | 45.1% | #20 of 43 | Official leaderboard | |
| MM-ClawBench | 62.7% | #1 of 2 | Model card | |
| RISE | 64.3% | #1 of 2 | Model card | |
| SnakeBench | 22 | #106 of 183 | Official leaderboard | |
| LiveClawBench | 68.4% | #11 of 17 | Official leaderboard | |
| PinchBench 2.0 | 66.8% | #37 of 57 | Official leaderboard | |
| VitaBench 2.0 | 34.5% | #13 of 20 | Official leaderboard | |
| CivBench | 1,470 | #13 of 18 | Official leaderboard | |
| Claw-Eval | 72.6% | #19 of 23 | Official leaderboard | |
| Toolathlon-Verified | 47.5% | #21 of 25 | Official leaderboard | |
| Claw-Eval Pass^3 | 48.7% | #20 of 23 | Official leaderboard | |
| SkillsBench | 34.9% | #19 of 21 | Official leaderboard | |
| Pencil Puzzle Bench | 0% | #50 of 53 | Official leaderboard | |
| DeepTerminalBench | 10% | #9 of 9 | Official leaderboard |
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| LegalBench | 84% | #44 of 138 | Official leaderboard | |
| CaseLaw v2 | 60.9% | #23 of 53 | Official leaderboard | |
| CorpFin v2 | 61.2% | #58 of 119 | Official leaderboard | |
| Finance Modeling Pro | 57% | #1 of 2 | Model card | |
| MEWC v2 | 63.3% | #1 of 2 | Model card | |
| GDPval-AA | 1,495 | #9 of 16 | Model card | |
| MedScribe | 79.9% | #56 of 98 | Official leaderboard | |
| ProfBench | 45.2% | #42 of 72 | Official leaderboard | |
| Vals Finance Agent | 48.4% | #29 of 49 | Official leaderboard | |
| MedCode | 34.4% | #74 of 96 | Official leaderboard | |
| TaxEval v2 | 66.6% | #102 of 129 | Official leaderboard | |
| PhysicianBench | 8.70% | #11 of 13 | Official leaderboard | |
| Excel Modeling Benchmark | 28.4% | #67 of 76 | Official leaderboard | |
| Legal Research Bench | 10.6% | #78 of 88 | Official leaderboard | |
| Harvey LAB (Legal Agent Benchmark) | 0% | #72 of 80 | Official leaderboard | |
| Tax Agent Bench | 6.87% | #72 of 79 | Official leaderboard | |
| Vals Finance Agent v2 | 27.9% | #75 of 80 | Official leaderboard | |
| FORTE | 49.5% | #21 of 21 | Official leaderboard |
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| ExploitBench | 13% | #9 of 9 | Official leaderboard | |
| SMDD-Bench | 19.3% | #7 of 7 | Official leaderboard |
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| Artificial Analysis Intelligence Index v4.0 | 50.0 | #3 of 5 | Model card |
MiniMax's models in color, against every other model on the Epoch Capabilities Index, by release date.
The benchmarks the lab chose to headline, with the scores it gave.
Every result in the longer documents the lab published with it. 14 of them aren't in the launch post.