MiniMax-M3.1-Flash places in the top three on 2 benchmarks.
MiniMax Oct 2026 Mid-size
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 | |
|---|---|---|---|---|
| Humanity's Last Exam | 43.4% | #53 of 147 | Model card | |
| LOCA-Bench | 60.3% | #1 of 2 | Model card | |
| Extended NYT Connections | 28.3% | #77 of 97 | Official leaderboard |
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| NL2Repo-Bench | 61.2% | #4 of 28 | Model card | |
| DeepSWE | 73.7% | #12 of 51 | Model card | |
| Code Arena | 1,582 | #33 of 124 | Official leaderboard | |
| Vibe Code Bench | 73.9% | #41 of 115 | Official leaderboard | |
| PostTrainBench 1.1 | 39.3% | #1 of 2 | Model card | |
| OpenDesign Arena | 81.7 | #10 of 19 | Official leaderboard | |
| SWE Refactor Bench | 23% | #1 of 1 | Model card |
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| AutomationBench | 62.8% | #2 of 41 | Model card | |
| OSWorld 2.0 | 61.7% | #9 of 19 | Model card | |
| Terminal-Bench 4.0 | 38.1% | #15 of 23 | Model card | |
| Agent Arena | -0.04 | #36 of 53 | Official leaderboard |
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| FoodTruck Bench | $63,464 | #2 of 10 | Official leaderboard | |
| Tax Agent Bench | 32.1% | #20 of 79 | Official leaderboard | |
| Legal Research Bench | 34.1% | #47 of 88 | Official leaderboard | |
| Vals Finance Index | 55.9% | #21 of 35 | Official leaderboard | |
| Excel Modeling Benchmark v1.1 | 67.8% | #24 of 37 | Official leaderboard | |
| Vals Index v2.2 | 53.8% | #21 of 32 | Official leaderboard | |
| BankerToolBench | 76.2% | #2 of 3 | Model card | |
| Harvey LAB v1.1 (HLAB-Vals-1.1) | 7.50% | #23 of 33 | Official leaderboard | |
| Vals Legal Index | 67.1% | #24 of 33 | Official leaderboard | |
| Vals Finance Agent v2.1 | 58.8% | #26 of 35 | Official leaderboard | |
| Agents' Last Exam | 29.5% | #10 of 12 | Official leaderboard |
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| BabyVision | 91% | #4 of 20 | Model card | |
| CharXiv | 82.5% | #20 of 67 | Model card | |
| VoxelBench | 1,799 | #23 of 56 | Official leaderboard | |
| GDP.pdf | 20.8% | #13 of 15 | Model card |
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| LiveBench | 66.9% | #16 of 28 | Official leaderboard | |
| SAGE v1.1 (Vals) | 85.3% | #17 of 28 | Official leaderboard |
The benchmarks the lab chose to headline, with the scores it gave.