Model comparison
Claude 3 Haiku vs MiniMax-M2.1
MiniMax-M2.1 is the stronger model overall, scoring 38.4 to 25.7 on the Noometry Index.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. Claude 3 Haiku scores higher in 0 categories and MiniMax-M2.1 in 8 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where MiniMax-M2.1 leads 58.5 to 29.8.
- MiniMax-M2.1 has downloadable open weights; the other is API-only.
Side by side
| Claude 3 Haiku | MiniMax-M2.1 | |
|---|---|---|
| Provider | Anthropic | MiniMax |
| Noometry Index | 25.7 | 38.4 |
| Released | 2024-03-07 | 2025-12-23 |
| Weights | Proprietary | Open |
| Context window | — | 205K |
| Max output | — | 131K |
| Input $ / M tokens | — | $0.30 |
| Output $ / M tokens | — | $1.20 |
| Results tracked | 37 | 22 |
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Category by category
Coding MiniMax-M2.1 leads
Claude 3 Haiku: 26.1 (#320), MiniMax-M2.1: 40.1 (#132)
| Benchmark | Claude 3 Haiku | MiniMax-M2.1 |
|---|---|---|
| LMArena Coding | 1199 | 1421 |
| LMArena WebDev | — | 1384 |
| WeirdML | 9.8% | — |
| BigCodeBench Instruct | 39.4% | — |
| BigCodeBench Complete | 50.1% | — |
| CadEval | 12% | — |
| ALE-Bench | — | 623.83 |
| HumanEval+ | 68.9% | — |
| MBPP+ | 68.8% | — |
Agentic & Tool Use Not comparable
Claude 3 Haiku: —, MiniMax-M2.1: 27.7 (#91)
| Benchmark | Claude 3 Haiku | MiniMax-M2.1 |
|---|---|---|
| Terminal-Bench | — | 36.6% |
Reasoning Too close to call
Claude 3 Haiku: 15.7 (#303), MiniMax-M2.1: 15.8 (#301)
| Benchmark | Claude 3 Haiku | MiniMax-M2.1 |
|---|---|---|
| LMArena Hard Prompts | 1174 | 1410 |
| Kagi LLM Benchmark | 34.2% | — |
| NYT Connections (extended) | — | 11.2% |
| DTBench | 50.1% | — |
| LMCA | 8.8% | — |
| Epoch Capabilities Index | 118.3 | — |
| ForecastBench | 53.2 | — |
| WinoGrande | 74.2% | — |
Math MiniMax-M2.1 leads
Claude 3 Haiku: 9.2 (#313), MiniMax-M2.1: 35.6 (#142)
| Benchmark | Claude 3 Haiku | MiniMax-M2.1 |
|---|---|---|
| LMArena Math | 1188 | 1396 |
| OTIS Mock AIME 2024-2025 | 1.8% | — |
| MATH Level 5 | 14.9% | — |
Knowledge MiniMax-M2.1 leads
Claude 3 Haiku: 17.3 (#280), MiniMax-M2.1: 37.7 (#143)
| Benchmark | Claude 3 Haiku | MiniMax-M2.1 |
|---|---|---|
| LMArena Expert | 1148 | 1432 |
| GPQA Diamond | 36.3% | — |
| Confabulations | 34.2% | — |
| Vectara Hallucination Rate | — | 11.8% |
| MMLU | 73.8% | — |
Multimodal Not comparable
Claude 3 Haiku: 23.1 (#123), MiniMax-M2.1: —
| Benchmark | Claude 3 Haiku | MiniMax-M2.1 |
|---|---|---|
| LMArena Vision | 950 | — |
| ScienceQA | 72% | — |
Multilingual MiniMax-M2.1 leads
Claude 3 Haiku: 36.1 (#238), MiniMax-M2.1: 50.2 (#123)
| Benchmark | Claude 3 Haiku | MiniMax-M2.1 |
|---|---|---|
| LMArena Non-English | 1178 | 1378 |
| LMArena Chinese | 1155 | 1430 |
| LMArena French | 1194 | 1405 |
| LMArena German | 1174 | 1380 |
| LMArena Japanese | 1102 | 1287 |
| LMArena Korean | 1108 | 1297 |
| LMArena Russian | 1204 | 1386 |
| LMArena Spanish | 1165 | 1396 |
Instruction Following MiniMax-M2.1 leads
Claude 3 Haiku: 61.5 (#242), MiniMax-M2.1: 74.0 (#108)
| Benchmark | Claude 3 Haiku | MiniMax-M2.1 |
|---|---|---|
| LMArena Instruction Following | 1174 | 1399 |
Long Context MiniMax-M2.1 leads
Claude 3 Haiku: 36.1 (#232), MiniMax-M2.1: 43.2 (#98)
| Benchmark | Claude 3 Haiku | MiniMax-M2.1 |
|---|---|---|
| LMArena Longer Query | 1191 | 1416 |
Writing & Preference MiniMax-M2.1 leads
Claude 3 Haiku: 29.8 (#286), MiniMax-M2.1: 58.5 (#114)
| Benchmark | Claude 3 Haiku | MiniMax-M2.1 |
|---|---|---|
| LMArena Text | 1195 | 1392 |
| LMArena Creative Writing | 1157 | 1362 |
| LMArena Multi-Turn | 1190 | 1396 |
| EQ-Bench Creative Writing | 717 | — |
Frequently asked questions
Is Claude 3 Haiku better than MiniMax-M2.1?
MiniMax-M2.1 is the stronger model overall, scoring 38.4 to 25.7 on the Noometry Index.
Is Claude 3 Haiku or MiniMax-M2.1 better for coding?
MiniMax-M2.1 scores higher on coding benchmarks: 40.1 versus 26.1 in the Noometry coding category.
How many benchmarks do Claude 3 Haiku and MiniMax-M2.1 share?
17 benchmarks have published results for both models. Claude 3 Haiku has 37 scored results on Noometry and MiniMax-M2.1 has 22.