Model comparison
Amazon Nova Experimental Chat 12 10 vs MiniMax-M2.7
Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.3 to 37.4 on the Noometry Index.
Last verified . 12 shared benchmarks.
MiniMaxSummary
- They share 12 benchmarks with published results for both. Amazon Nova Experimental Chat 12 10 scores higher in 6 categories and MiniMax-M2.7 in 2 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in math, where Amazon Nova Experimental Chat 12 10 leads 36.1 to 24.9.
- MiniMax-M2.7 has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Experimental Chat 12 10 | MiniMax-M2.7 | |
|---|---|---|
| Provider | Amazon | MiniMax |
| Noometry Index | 42.3 | 37.4 |
| Released | — | 2026-03-18 |
| Weights | Proprietary | Open |
| Context window | — | 205K |
| Max output | — | 131K |
| Input $ / M tokens | — | $0.30 |
| Output $ / M tokens | — | $1.20 |
| Results tracked | 12 | 30 |
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Category by category
Coding Too close to call
Amazon Nova Experimental Chat 12 10: 41.5 (#112), MiniMax-M2.7: 41.4 (#115)
| Benchmark | Amazon Nova Experimental Chat 12 10 | MiniMax-M2.7 |
|---|---|---|
| LMArena Coding | 1430 | 1454 |
| LMArena WebDev | — | 1397 |
| SciCode | — | 47% |
| WeirdML | — | 37% |
| ALE-Bench | — | 599.25 |
Agentic & Tool Use Not comparable
Amazon Nova Experimental Chat 12 10: —, MiniMax-M2.7: 24.9 (#103)
| Benchmark | Amazon Nova Experimental Chat 12 10 | MiniMax-M2.7 |
|---|---|---|
| Terminal-Bench | — | 45.1% |
| ExploitBench | — | 13.3% |
| GBAEval | — | 0% |
Reasoning Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 28.1 (#93), MiniMax-M2.7: 19.0 (#248)
| Benchmark | Amazon Nova Experimental Chat 12 10 | MiniMax-M2.7 |
|---|---|---|
| LMArena Hard Prompts | 1427 | 1422 |
| NYT Connections (extended) | — | 24.7% |
| CritPt | — | 0.6% |
| Thematic Generalization | — | 39.3% |
| Epoch Capabilities Index | — | 145.84 |
Math Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 36.1 (#130), MiniMax-M2.7: 24.9 (#254)
| Benchmark | Amazon Nova Experimental Chat 12 10 | MiniMax-M2.7 |
|---|---|---|
| LMArena Math | 1418 | 1420 |
| ProofBench | — | 3% |
Knowledge Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 38.6 (#133), MiniMax-M2.7: 37.1 (#151)
| Benchmark | Amazon Nova Experimental Chat 12 10 | MiniMax-M2.7 |
|---|---|---|
| LMArena Expert | 1409 | 1443 |
| Vectara Hallucination Rate | — | 12.9% |
Multilingual Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 51.7 (#103), MiniMax-M2.7: 50.5 (#120)
| Benchmark | Amazon Nova Experimental Chat 12 10 | MiniMax-M2.7 |
|---|---|---|
| LMArena Non-English | 1399 | 1382 |
| LMArena Chinese | 1440 | 1439 |
| LMArena Russian | 1397 | 1383 |
| LMArena French | — | 1422 |
| LMArena German | — | 1398 |
| LMArena Japanese | — | 1261 |
| LMArena Korean | — | 1313 |
| LMArena Spanish | — | 1403 |
Instruction Following Too close to call
Amazon Nova Experimental Chat 12 10: 73.4 (#117), MiniMax-M2.7: 74.2 (#101)
| Benchmark | Amazon Nova Experimental Chat 12 10 | MiniMax-M2.7 |
|---|---|---|
| LMArena Instruction Following | 1387 | 1404 |
Long Context Too close to call
Amazon Nova Experimental Chat 12 10: 42.4 (#120), MiniMax-M2.7: 43.3 (#94)
| Benchmark | Amazon Nova Experimental Chat 12 10 | MiniMax-M2.7 |
|---|---|---|
| LMArena Longer Query | 1391 | 1419 |
Writing & Preference Too close to call
Amazon Nova Experimental Chat 12 10: 59.7 (#104), MiniMax-M2.7: 59.1 (#107)
| Benchmark | Amazon Nova Experimental Chat 12 10 | MiniMax-M2.7 |
|---|---|---|
| LMArena Text | 1420 | 1404 |
| LMArena Creative Writing | 1351 | 1354 |
| LMArena Multi-Turn | 1409 | 1413 |
Frequently asked questions
Is Amazon Nova Experimental Chat 12 10 better than MiniMax-M2.7?
Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.3 to 37.4 on the Noometry Index.
Is Amazon Nova Experimental Chat 12 10 or MiniMax-M2.7 better for coding?
They score almost the same on coding (41.5 vs 41.4); test both on your own repository before choosing.
How many benchmarks do Amazon Nova Experimental Chat 12 10 and MiniMax-M2.7 share?
12 benchmarks have published results for both models. Amazon Nova Experimental Chat 12 10 has 12 scored results on Noometry and MiniMax-M2.7 has 30.