Model comparison
Claude 3 Sonnet vs MiniMax-M2.1
MiniMax-M2.1 is the stronger model overall, scoring 38.9 to 29.0 on the Noometry Index.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. Claude 3 Sonnet scores higher in 1 category and MiniMax-M2.1 in 7 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in math, where MiniMax-M2.1 leads 38.3 to 10.7.
- MiniMax-M2.1 has downloadable open weights; the other is API-only.
Side by side
| Claude 3 Sonnet | MiniMax-M2.1 | |
|---|---|---|
| Provider | Anthropic | MiniMax |
| Noometry Index | 29.0 | 38.9 |
| Released | 2024-02-29 | 2025-12-23 |
| Weights | Proprietary | Open |
| Context window | — | 205K |
| Max output | — | 131K |
| Input $ / M tokens | — | $0.30 |
| Output $ / M tokens | — | $1.20 |
| Results tracked | 30 | 22 |
Sponsored placements are available on pages like this one. Advertise on Noometry
Category by category
Coding MiniMax-M2.1 leads
Claude 3 Sonnet: 29.6 (#302), MiniMax-M2.1: 40.4 (#143)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.1 |
|---|---|---|
| LMArena Coding | 1223 | 1421 |
| LMArena WebDev | — | 1384 |
| WeirdML | 10.2% | — |
| BigCodeBench Instruct | 42.7% | — |
| BigCodeBench Complete | 53.8% | — |
| ALE-Bench | — | 623.83 |
| HumanEval+ | 64% | — |
| MBPP+ | 69.3% | — |
Agentic & Tool Use Not comparable
Claude 3 Sonnet: —, MiniMax-M2.1: 27.9 (#98)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.1 |
|---|---|---|
| Terminal-Bench | — | 36.6% |
Reasoning Claude 3 Sonnet leads
Claude 3 Sonnet: 20.5 (#237), MiniMax-M2.1: 16.6 (#302)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.1 |
|---|---|---|
| LMArena Hard Prompts | 1197 | 1411 |
| NYT Connections (extended) | — | 11.2% |
| DTBench | 53.6% | — |
| Epoch Capabilities Index | 120.7 | — |
| WinoGrande | 75.1% | — |
Math MiniMax-M2.1 leads
Claude 3 Sonnet: 10.7 (#310), MiniMax-M2.1: 38.3 (#138)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.1 |
|---|---|---|
| LMArena Math | 1213 | 1397 |
| OTIS Mock AIME 2024-2025 | 2.5% | — |
| MATH Level 5 | 18.2% | — |
Knowledge MiniMax-M2.1 leads
Claude 3 Sonnet: 21.1 (#276), MiniMax-M2.1: 38.3 (#147)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.1 |
|---|---|---|
| LMArena Expert | 1173 | 1431 |
| GPQA Diamond | 40.6% | — |
| Vectara Hallucination Rate | — | 11.8% |
| MMLU | 75.9% | — |
Multimodal Not comparable
Claude 3 Sonnet: 25.2 (#125), MiniMax-M2.1: —
| Benchmark | Claude 3 Sonnet | MiniMax-M2.1 |
|---|---|---|
| LMArena Vision | 984 | — |
Multilingual MiniMax-M2.1 leads
Claude 3 Sonnet: 37.8 (#234), MiniMax-M2.1: 50.0 (#128)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.1 |
|---|---|---|
| LMArena Non-English | 1205 | 1378 |
| LMArena Chinese | 1189 | 1430 |
| LMArena French | 1229 | 1404 |
| LMArena German | 1204 | 1381 |
| LMArena Japanese | 1131 | 1287 |
| LMArena Korean | 1128 | 1298 |
| LMArena Russian | 1227 | 1387 |
| LMArena Spanish | 1204 | 1397 |
Instruction Following MiniMax-M2.1 leads
Claude 3 Sonnet: 62.8 (#235), MiniMax-M2.1: 73.8 (#112)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.1 |
|---|---|---|
| LMArena Instruction Following | 1199 | 1400 |
Long Context MiniMax-M2.1 leads
Claude 3 Sonnet: 36.7 (#228), MiniMax-M2.1: 43.2 (#101)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.1 |
|---|---|---|
| LMArena Longer Query | 1211 | 1416 |
Writing & Preference MiniMax-M2.1 leads
Claude 3 Sonnet: 42.1 (#238), MiniMax-M2.1: 58.3 (#120)
| Benchmark | Claude 3 Sonnet | MiniMax-M2.1 |
|---|---|---|
| LMArena Text | 1218 | 1392 |
| LMArena Creative Writing | 1186 | 1361 |
| LMArena Multi-Turn | 1227 | 1396 |
Frequently asked questions
Is Claude 3 Sonnet better than MiniMax-M2.1?
MiniMax-M2.1 is the stronger model overall, scoring 38.9 to 29.0 on the Noometry Index.
Is Claude 3 Sonnet or MiniMax-M2.1 better for coding?
MiniMax-M2.1 scores higher on coding benchmarks: 40.4 versus 29.6 in the Noometry coding category.
How many benchmarks do Claude 3 Sonnet and MiniMax-M2.1 share?
17 benchmarks have published results for both models. Claude 3 Sonnet has 30 scored results on Noometry and MiniMax-M2.1 has 22.