BlogLLM Benchmark Scores as Published, Side by Side
MiniMax M2.7: Benchmark Scores as Published
Every result the catalog holds for MiniMax M2.7: 62 tests in 12 areas, from 5 pages. 33 printed by MiniMax itself, the rest by the company named beside each number. Each number is as printed; nothing is ranked or rescored.
Developer MiniMaxReleased 2026-03-18Input TextOutput TextWeights OpenData version 2026103001, as of 2026-10-30
Knowledge Work
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| APEX-Agents | 5.6% | MiniMax, MiniMax M3checked 2026-10-15 | - |
| GDPval-AA (Elo) | 1495 | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15 | - |
| Vals Finance Agent v1.1 | 50.5% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: web search |
| 51.3% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: none | |
| GDPval rubrics (pointwise rubric score) | 66.44% | MiniMax, MiniMax M3checked 2026-10-15 | - |
| SpreadsheetBench v1 | 84.92% | MiniMax, MiniMax M3checked 2026-10-15 | Harness: Claude Code |
| GDPval (metric not stated) | 47.6% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| ProfBench (Search) | 52% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: web search |
| YC-Bench (final assets, USD) | $0 | MiniMax, MiniMax M3checked 2026-10-15 | - |
Agentic Coding
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| SWE-bench Verified | 79.9% | MiniMax, MiniMax M3checked 2026-10-15; printed on 1 more page | Harness: Claude Code |
| SWE-Bench Pro | 56.2% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15; printed on 2 more pages | - |
| Terminal-Bench 2.1 | 51.1% | MiniMax, MiniMax M3checked 2026-10-15; printed on 1 more page | Harness: Terminus 2 |
| SWE-bench Multilingual | 76.5% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15; printed on 1 more page | - |
| Terminal-Bench 2.0 | 57% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15; printed on 1 more page | - |
| NL2Repo-Bench | 39.8 | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15; printed on 2 more pages | - |
| SWE-Atlas-QnA (setting not stated) | 11.29% | MiniMax, MiniMax M3checked 2026-10-15 | - |
| Multi-SWE-bench | 52.7% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15 | - |
| SWE-Atlas-Test Writing | 18.89% | MiniMax, MiniMax M3checked 2026-10-15 | - |
| SWE-fficiency | 13.98% | MiniMax, MiniMax M3checked 2026-10-15 | Harness: Claude Code |
| VIBE-Pro | 55.6% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15 | - |
| VIBE-V2 (MiniMax internal) | 37.89% | MiniMax, MiniMax M3checked 2026-10-15 | Harness: Claude Code |
ML Engineering
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| PaperBench | 30.6 | MiniMax, MiniMax M3checked 2026-10-15 | Harness: Claude Code |
| MLE-bench Lite (medal rate) | 66.6% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15 | - |
| KernelBench Hard (TFLOPs relative to hardware peak) | 10.5% | MiniMax, MiniMax M3checked 2026-10-15 | Harness: Claude Code |
| PostTrainBench (version not stated) | 13.1% | MiniMax, MiniMax M3checked 2026-10-15 | Harness: Claude Code |
Science and Math
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPQA Diamond | 87% | Z.ai, GLM-5.1 model cardchecked 2026-10-15 | - |
| SciCode | 38.3% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| IMO-AnswerBench | 68.3% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15; printed on 1 more page | Tools: none |
| 75.1% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: with tools | |
| AIME 2026 | 89.8% | Z.ai, GLM-5.1 model cardchecked 2026-10-15 | - |
| HMMT November 2025 | 81% | Z.ai, GLM-5.1 model cardchecked 2026-10-15 | - |
| HMMT February 2026 | 72.7% | Z.ai, GLM-5.1 model cardchecked 2026-10-15 | - |
| CritPt | 0.6% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: none |
| MathArena Apex Shortlist | 51.9% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: with tools |
| 28.9% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: none | |
| GPQA | 86.6% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: none |
Long Context
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| AA-LCR | 69.8% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| LOCA-Bench (256k environment description) | 0% | MiniMax, MiniMax M3checked 2026-10-15 | - |
General Knowledge and Reasoning
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| Humanity's Last Exam (no tools) | 23.1% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15; printed on 1 more page | Tools: none |
| MMLU-Pro | 81.9% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| AA-Omniscience Accuracy | 20.5% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| AA-Omniscience Non-Hallucination | 74.4% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| CL-bench | 15.38% | MiniMax, MiniMax M3checked 2026-10-15 | - |
Code Generation
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| LiveCodeBench v6 | 77.2% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| LiveSQLBench (Base-Full v1) | 33.17% | MiniMax, MiniMax M3checked 2026-10-15 | Harness: Claude Code |
| SVG-Bench (MiniMax internal) | 48% | MiniMax, MiniMax M3checked 2026-10-15 | Harness: Claude Code |
Tool Use and Workflows
Web Search and Research
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| BrowseComp | 76.3% | MiniMax, MiniMax M3checked 2026-10-15; printed on 1 more page | Tools: web browsing |
| DRACO | 66.77% | MiniMax, MiniMax M3checked 2026-10-15 | - |
Instruction Following
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| IFBench | 74.6 | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| MultiChallenge | 42.5% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
Multilingual
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| MMLU-ProX | 78.4% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| WMT24++ (XCOMET-XXL) | 82.8 | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
Preference and Composite Rankings
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| Artificial Analysis Intelligence Index | 50 | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15 | - |
Price
API list prices in US dollars per one million tokens, as printed on the developer's pricing page on the day checked. Cost per task is measured by Vals AI.
| Price | Value | Printed by | Setup as printed |
|---|---|---|---|
| Cost per taskVals AI, USD, lower is better | $2.82 | Vals AI, Vibe Code Bench v1.1 leaderboardchecked 2026-10-27 | Harness: OpenHands |
More from MiniMax
Every number here is read from the same catalog file as the benchmark table, data version 2026103001. Where one page printed the model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.