Model comparison
Claude 3 Sonnet vs MiniMax-M2.7
MiniMax-M2.7 is the stronger model overall, scoring 37.7 to 29.0 on the Noometry Index.
Last verified . 19 shared benchmarks.
Summary
- They share 19 benchmarks with published results for both. Claude 3 Sonnet scores higher in 1 category and MiniMax-M2.7 in 7 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where MiniMax-M2.7 leads 58.9 to 42.1.
- The biggest single-benchmark swing is WeirdML: 10.2% for Claude 3 Sonnet and 37% for MiniMax-M2.7.
- MiniMax-M2.7 has downloadable open weights; the other is API-only.
Side by side
| Claude 3 Sonnet | MiniMax-M2.7 | |
|---|---|---|
| Provider | Anthropic | MiniMax |
| Noometry Index | 29.0 | 37.7 |
| Released | 2024-02-29 | 2026-03-18 |
| Weights | Proprietary | Open |
| Context window | — | 205K |
| Max output | — | 131K |
| Input $ / M tokens | — | $0.30 |
| Output $ / M tokens | — | $1.20 |
| Results tracked | 30 | 30 |
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Category by category
Coding MiniMax-M2.7 leads
Claude 3 Sonnet: 29.6 (#302), MiniMax-M2.7: 41.8 (#120)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.7 |
|---|---|---|
| WeirdML | 10.2% | 37% |
| LMArena Coding | 1223 | 1454 |
| LMArena WebDev | — | 1398 |
| SciCode | — | 47% |
| BigCodeBench Instruct | 42.7% | — |
| BigCodeBench Complete | 53.8% | — |
| ALE-Bench | — | 599.25 |
| HumanEval+ | 64% | — |
| MBPP+ | 69.3% | — |
Agentic & Tool Use Not comparable
Claude 3 Sonnet: —, MiniMax-M2.7: 25.1 (#111)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.7 |
|---|---|---|
| Terminal-Bench | — | 45.1% |
| ExploitBench | — | 13.3% |
| GBAEval | — | 0% |
Reasoning Too close to call
Claude 3 Sonnet: 20.5 (#237), MiniMax-M2.7: 19.7 (#253)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.7 |
|---|---|---|
| LMArena Hard Prompts | 1197 | 1422 |
| Epoch Capabilities Index | 120.7 | 145.85 |
| NYT Connections (extended) | — | 24.7% |
| CritPt | — | 0.6% |
| Thematic Generalization | — | 39.3% |
| DTBench | 53.6% | — |
| WinoGrande | 75.1% | — |
Math MiniMax-M2.7 leads
Claude 3 Sonnet: 10.7 (#310), MiniMax-M2.7: 25.9 (#263)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.7 |
|---|---|---|
| LMArena Math | 1213 | 1420 |
| OTIS Mock AIME 2024-2025 | 2.5% | — |
| ProofBench | — | 3% |
| MATH Level 5 | 18.2% | — |
Knowledge MiniMax-M2.7 leads
Claude 3 Sonnet: 21.1 (#276), MiniMax-M2.7: 37.7 (#152)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.7 |
|---|---|---|
| LMArena Expert | 1173 | 1444 |
| GPQA Diamond | 40.6% | — |
| Vectara Hallucination Rate | — | 12.9% |
| MMLU | 75.9% | — |
Multimodal Not comparable
Claude 3 Sonnet: 25.2 (#125), MiniMax-M2.7: —
| Benchmark | Claude 3 Sonnet | MiniMax-M2.7 |
|---|---|---|
| LMArena Vision | 984 | — |
Multilingual MiniMax-M2.7 leads
Claude 3 Sonnet: 37.8 (#234), MiniMax-M2.7: 50.3 (#123)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.7 |
|---|---|---|
| LMArena Non-English | 1205 | 1382 |
| LMArena Chinese | 1189 | 1441 |
| LMArena French | 1229 | 1421 |
| LMArena German | 1204 | 1398 |
| LMArena Japanese | 1131 | 1262 |
| LMArena Korean | 1128 | 1313 |
| LMArena Russian | 1227 | 1383 |
| LMArena Spanish | 1204 | 1403 |
Instruction Following MiniMax-M2.7 leads
Claude 3 Sonnet: 62.8 (#235), MiniMax-M2.7: 74.1 (#103)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.7 |
|---|---|---|
| LMArena Instruction Following | 1199 | 1405 |
Long Context MiniMax-M2.7 leads
Claude 3 Sonnet: 36.7 (#228), MiniMax-M2.7: 43.3 (#99)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.7 |
|---|---|---|
| LMArena Longer Query | 1211 | 1419 |
Writing & Preference MiniMax-M2.7 leads
Claude 3 Sonnet: 42.1 (#238), MiniMax-M2.7: 58.9 (#112)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.7 |
|---|---|---|
| LMArena Text | 1218 | 1405 |
| LMArena Creative Writing | 1186 | 1354 |
| LMArena Multi-Turn | 1227 | 1412 |
Frequently asked questions
Is Claude 3 Sonnet better than MiniMax-M2.7?
MiniMax-M2.7 is the stronger model overall, scoring 37.7 to 29.0 on the Noometry Index.
Is Claude 3 Sonnet or MiniMax-M2.7 better for coding?
MiniMax-M2.7 scores higher on coding benchmarks: 41.8 versus 29.6 in the Noometry coding category.
How many benchmarks do Claude 3 Sonnet and MiniMax-M2.7 share?
19 benchmarks have published results for both models. Claude 3 Sonnet has 30 scored results on Noometry and MiniMax-M2.7 has 30.