# Laguna M.1 vs MiMo-V2-Pro

> MiMo-V2-Pro is the stronger model overall, scoring 43.0 to 32.5 on the Noometry Index.

- Canonical page: https://noometry.com/compare/laguna-m-1-vs-mimo-v2-pro
- Last updated: 2026-10-11
- Shared benchmarks: 1

## Summary

- They share 1 benchmark with published results for both. Laguna M.1 scores higher in 1 category and MiMo-V2-Pro in 2 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in math, where MiMo-V2-Pro leads 39.5 to 21.1.
- MiMo-V2-Pro accepts more context: 1.05M tokens versus 262K.
- Laguna M.1 has downloadable open weights; the other is API-only.

## Snapshot

| | Laguna M.1 | MiMo-V2-Pro |
|---|---|---|
| Provider | Poolside | Xiaomi |
| Noometry Index | 32.5 | 43.0 |
| Rank | 256 | 103 |
| Context | 262K | 1.05M |
| Input $/M | — | $0.43 |
| Output $/M | — | $0.87 |
| Weights | Open | Proprietary |

## Coding

- Laguna M.1: 36.6 (#204)
- MiMo-V2-Pro: 43.8 (#83)

| Benchmark | Laguna M.1 | MiMo-V2-Pro |
|---|---|---|
| LMArena WebDev | 1349 | 1433 |
| LMArena Coding | — | 1476 |
| ALE-Bench | — | 785.17 |

## Reasoning

- Laguna M.1: 23.1 (#184)
- MiMo-V2-Pro: 22.1 (#206)

| Benchmark | Laguna M.1 | MiMo-V2-Pro |
|---|---|---|
| NYT Connections (extended) | — | 25.8% |
| Thematic Generalization | — | 45.9% |
| LMArena Hard Prompts | — | 1457 |
| Surface Evolver Bench | 15.6% | — |

## Math

- Laguna M.1: 21.1 (#283)
- MiMo-V2-Pro: 39.5 (#102)

| Benchmark | Laguna M.1 | MiMo-V2-Pro |
|---|---|---|
| ProofBench | 0% | — |
| LMArena Math | — | 1447 |

## Knowledge

- Laguna M.1: —
- MiMo-V2-Pro: 41.4 (#111)

| Benchmark | Laguna M.1 | MiMo-V2-Pro |
|---|---|---|
| LMArena Expert | — | 1478 |

## Multilingual

- Laguna M.1: —
- MiMo-V2-Pro: 52.7 (#81)

| Benchmark | Laguna M.1 | MiMo-V2-Pro |
|---|---|---|
| LMArena Non-English | — | 1416 |
| LMArena Chinese | — | 1456 |
| LMArena French | — | 1469 |
| LMArena German | — | 1417 |
| LMArena Japanese | — | 1366 |
| LMArena Korean | — | 1400 |
| LMArena Russian | — | 1427 |
| LMArena Spanish | — | 1457 |

## Instruction Following

- Laguna M.1: —
- MiMo-V2-Pro: 76.0 (#49)

| Benchmark | Laguna M.1 | MiMo-V2-Pro |
|---|---|---|
| LMArena Instruction Following | — | 1445 |

## Long Context

- Laguna M.1: —
- MiMo-V2-Pro: 41.5 (#138)

| Benchmark | Laguna M.1 | MiMo-V2-Pro |
|---|---|---|
| CL-bench | — | 15.7% |
| CL-bench Life | — | 6.9% |
| LMArena Longer Query | — | 1455 |

## Writing & Preference

- Laguna M.1: —
- MiMo-V2-Pro: 62.8 (#70)

| Benchmark | Laguna M.1 | MiMo-V2-Pro |
|---|---|---|
| LMArena Text | — | 1436 |
| LMArena Creative Writing | — | 1415 |
| LMArena Multi-Turn | — | 1456 |

## FAQ

### Is Laguna M.1 better than MiMo-V2-Pro?

MiMo-V2-Pro is the stronger model overall, scoring 43.0 to 32.5 on the Noometry Index.

### Is Laguna M.1 or MiMo-V2-Pro better for coding?

MiMo-V2-Pro scores higher on coding benchmarks: 43.8 versus 36.6 in the Noometry coding category.

### Which has the bigger context window?

MiMo-V2-Pro does, with 1.05M tokens against 262K.

### How many benchmarks do Laguna M.1 and MiMo-V2-Pro share?

1 benchmark has published results for both models. Laguna M.1 has 3 scored results on Noometry and MiMo-V2-Pro has 23.