Model comparison
Amazon Nova Experimental Chat 10 09 vs MiniMax-M2.7
Amazon Nova Experimental Chat 10 09 is the stronger model overall, scoring 41.9 to 37.7 on the Noometry Index.
Last verified . 9 shared benchmarks.
MiniMaxSummary
- They share 9 benchmarks with published results for both. Amazon Nova Experimental Chat 10 09 scores higher in 1 category and MiniMax-M2.7 in 5 categories; 6 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Amazon Nova Experimental Chat 10 09 leads 27.3 to 19.7.
- MiniMax-M2.7 has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Experimental Chat 10 09 | MiniMax-M2.7 | |
|---|---|---|
| Provider | Amazon | MiniMax |
| Noometry Index | 41.9 | 37.7 |
| 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 | 9 | 30 |
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Category by category
Coding MiniMax-M2.7 leads
Amazon Nova Experimental Chat 10 09: 40.2 (#145), MiniMax-M2.7: 41.8 (#120)
| Benchmark | Amazon Nova Experimental Chat 10 09 | MiniMax-M2.7 |
|---|---|---|
| LMArena Coding | 1370 | 1454 |
| LMArena WebDev | — | 1398 |
| SciCode | — | 47% |
| WeirdML | — | 37% |
| ALE-Bench | — | 599.25 |
Agentic & Tool Use Not comparable
Amazon Nova Experimental Chat 10 09: —, MiniMax-M2.7: 25.1 (#111)
| Benchmark | Amazon Nova Experimental Chat 10 09 | MiniMax-M2.7 |
|---|---|---|
| Terminal-Bench | — | 45.1% |
| ExploitBench | — | 13.3% |
| GBAEval | — | 0% |
Reasoning Amazon Nova Experimental Chat 10 09 leads
Amazon Nova Experimental Chat 10 09: 27.3 (#120), MiniMax-M2.7: 19.7 (#253)
| Benchmark | Amazon Nova Experimental Chat 10 09 | MiniMax-M2.7 |
|---|---|---|
| LMArena Hard Prompts | 1356 | 1422 |
| NYT Connections (extended) | — | 24.7% |
| CritPt | — | 0.6% |
| Thematic Generalization | — | 39.3% |
| Epoch Capabilities Index | — | 145.85 |
Math Not comparable
Amazon Nova Experimental Chat 10 09: —, MiniMax-M2.7: 25.9 (#263)
| Benchmark | Amazon Nova Experimental Chat 10 09 | MiniMax-M2.7 |
|---|---|---|
| ProofBench | — | 3% |
| LMArena Math | — | 1420 |
Knowledge Not comparable
Amazon Nova Experimental Chat 10 09: —, MiniMax-M2.7: 37.7 (#152)
| Benchmark | Amazon Nova Experimental Chat 10 09 | MiniMax-M2.7 |
|---|---|---|
| Vectara Hallucination Rate | — | 12.9% |
| LMArena Expert | — | 1444 |
Multilingual MiniMax-M2.7 leads
Amazon Nova Experimental Chat 10 09: 47.3 (#150), MiniMax-M2.7: 50.3 (#123)
| Benchmark | Amazon Nova Experimental Chat 10 09 | MiniMax-M2.7 |
|---|---|---|
| LMArena Non-English | 1340 | 1382 |
| LMArena Chinese | 1341 | 1441 |
| LMArena French | — | 1421 |
| LMArena German | — | 1398 |
| LMArena Japanese | — | 1262 |
| LMArena Korean | — | 1313 |
| LMArena Russian | — | 1383 |
| LMArena Spanish | — | 1403 |
Instruction Following MiniMax-M2.7 leads
Amazon Nova Experimental Chat 10 09: 69.4 (#172), MiniMax-M2.7: 74.1 (#103)
| Benchmark | Amazon Nova Experimental Chat 10 09 | MiniMax-M2.7 |
|---|---|---|
| LMArena Instruction Following | 1315 | 1405 |
Long Context MiniMax-M2.7 leads
Amazon Nova Experimental Chat 10 09: 40.5 (#152), MiniMax-M2.7: 43.3 (#99)
| Benchmark | Amazon Nova Experimental Chat 10 09 | MiniMax-M2.7 |
|---|---|---|
| LMArena Longer Query | 1333 | 1419 |
Writing & Preference MiniMax-M2.7 leads
Amazon Nova Experimental Chat 10 09: 54.7 (#149), MiniMax-M2.7: 58.9 (#112)
| Benchmark | Amazon Nova Experimental Chat 10 09 | MiniMax-M2.7 |
|---|---|---|
| LMArena Text | 1364 | 1405 |
| LMArena Creative Writing | 1307 | 1354 |
| LMArena Multi-Turn | 1355 | 1412 |
Frequently asked questions
Is Amazon Nova Experimental Chat 10 09 better than MiniMax-M2.7?
Amazon Nova Experimental Chat 10 09 is the stronger model overall, scoring 41.9 to 37.7 on the Noometry Index.
Is Amazon Nova Experimental Chat 10 09 or MiniMax-M2.7 better for coding?
MiniMax-M2.7 scores higher on coding benchmarks: 41.8 versus 40.2 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 10 09 and MiniMax-M2.7 share?
9 benchmarks have published results for both models. Amazon Nova Experimental Chat 10 09 has 9 scored results on Noometry and MiniMax-M2.7 has 30.