# Laguna M.1 vs Olmo 3.1 32b Instruct

> Olmo 3.1 32b Instruct is the stronger model overall, scoring 39.4 to 32.5 on the Noometry Index.

- Canonical page: https://noometry.com/compare/laguna-m-1-vs-olmo-3-1-32b-instruct
- Last updated: 2026-10-12
- Shared benchmarks: 0

## Summary

- The widest gap is in math, where Olmo 3.1 32b Instruct leads 36.3 to 21.1.

## Snapshot

| | Laguna M.1 | Olmo 3.1 32b Instruct |
|---|---|---|
| Provider | Poolside | Allen Institute for AI (Ai2) |
| Noometry Index | 32.5 | 39.4 |
| Rank | 256 | 168 |
| Context | 262K | — |
| Input $/M | — | — |
| Output $/M | — | — |
| Weights | Open | Open |

## Coding

- Laguna M.1: 36.6 (#204)
- Olmo 3.1 32b Instruct: 39.5 (#157)

| Benchmark | Laguna M.1 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena WebDev | 1349 | — |
| LMArena Coding | — | 1347 |

## Reasoning

- Laguna M.1: 23.1 (#184)
- Olmo 3.1 32b Instruct: 26.4 (#132)

| Benchmark | Laguna M.1 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Hard Prompts | — | 1322 |
| Surface Evolver Bench | 15.6% | — |

## Math

- Laguna M.1: 21.1 (#283)
- Olmo 3.1 32b Instruct: 36.3 (#167)

| Benchmark | Laguna M.1 | Olmo 3.1 32b Instruct |
|---|---|---|
| ProofBench | 0% | — |
| LMArena Math | — | 1305 |

## Knowledge

- Laguna M.1: —
- Olmo 3.1 32b Instruct: 36.1 (#175)

| Benchmark | Laguna M.1 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Expert | — | 1308 |

## Multilingual

- Laguna M.1: —
- Olmo 3.1 32b Instruct: 42.6 (#191)

| Benchmark | Laguna M.1 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Non-English | — | 1275 |
| LMArena Chinese | — | 1304 |
| LMArena French | — | 1328 |
| LMArena German | — | 1282 |
| LMArena Korean | — | 1206 |
| LMArena Russian | — | 1268 |
| LMArena Spanish | — | 1336 |

## Instruction Following

- Laguna M.1: —
- Olmo 3.1 32b Instruct: 68.6 (#187)

| Benchmark | Laguna M.1 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Instruction Following | — | 1299 |

## Long Context

- Laguna M.1: —
- Olmo 3.1 32b Instruct: 39.9 (#166)

| Benchmark | Laguna M.1 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Longer Query | — | 1312 |

## Writing & Preference

- Laguna M.1: —
- Olmo 3.1 32b Instruct: 50.2 (#185)

| Benchmark | Laguna M.1 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Text | — | 1311 |
| LMArena Creative Writing | — | 1264 |
| LMArena Multi-Turn | — | 1309 |

## FAQ

### Is Laguna M.1 better than Olmo 3.1 32b Instruct?

Olmo 3.1 32b Instruct is the stronger model overall, scoring 39.4 to 32.5 on the Noometry Index.

### Is Laguna M.1 or Olmo 3.1 32b Instruct better for coding?

Olmo 3.1 32b Instruct scores higher on coding benchmarks: 39.5 versus 36.6 in the Noometry coding category.

### How many benchmarks do Laguna M.1 and Olmo 3.1 32b Instruct share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and Olmo 3.1 32b Instruct has 16.