# Laguna M.1 vs Phi 3 Medium 4k Instruct

> Laguna M.1 and Phi 3 Medium 4k Instruct score almost the same on the Noometry Index (32.5 vs 33.0), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/laguna-m-1-vs-phi-3-medium-4k-instruct
- Last updated: 2026-10-11
- Shared benchmarks: 0

## Summary

- The widest gap is in math, where Phi 3 Medium 4k Instruct leads 33.4 to 21.1.

## Snapshot

| | Laguna M.1 | Phi 3 Medium 4k Instruct |
|---|---|---|
| Provider | Poolside | Microsoft |
| Noometry Index | 32.5 | 33.0 |
| Rank | 256 | 250 |
| Context | 262K | — |
| Input $/M | — | — |
| Output $/M | — | — |
| Weights | Open | Open |

## Coding

- Laguna M.1: 36.6 (#204)
- Phi 3 Medium 4k Instruct: 32.9 (#268)

| Benchmark | Laguna M.1 | Phi 3 Medium 4k Instruct |
|---|---|---|
| LMArena WebDev | 1349 | — |
| LMArena Coding | — | 1130 |

## Reasoning

- Laguna M.1: 23.1 (#184)
- Phi 3 Medium 4k Instruct: 21.7 (#214)

| Benchmark | Laguna M.1 | Phi 3 Medium 4k Instruct |
|---|---|---|
| LMArena Hard Prompts | — | 1127 |
| Surface Evolver Bench | 15.6% | — |

## Math

- Laguna M.1: 21.1 (#283)
- Phi 3 Medium 4k Instruct: 33.4 (#202)

| Benchmark | Laguna M.1 | Phi 3 Medium 4k Instruct |
|---|---|---|
| ProofBench | 0% | — |
| LMArena Math | — | 1173 |

## Knowledge

- Laguna M.1: —
- Phi 3 Medium 4k Instruct: 30.2 (#229)

| Benchmark | Laguna M.1 | Phi 3 Medium 4k Instruct |
|---|---|---|
| LMArena Expert | — | 1108 |

## Multilingual

- Laguna M.1: —
- Phi 3 Medium 4k Instruct: 30.6 (#263)

| Benchmark | Laguna M.1 | Phi 3 Medium 4k Instruct |
|---|---|---|
| LMArena Non-English | — | 1094 |
| LMArena Chinese | — | 1108 |
| LMArena French | — | 1110 |
| LMArena German | — | 1101 |
| LMArena Japanese | — | 1042 |
| LMArena Korean | — | 954 |
| LMArena Russian | — | 1145 |
| LMArena Spanish | — | 1095 |

## Instruction Following

- Laguna M.1: —
- Phi 3 Medium 4k Instruct: 57.6 (#268)

| Benchmark | Laguna M.1 | Phi 3 Medium 4k Instruct |
|---|---|---|
| LMArena Instruction Following | — | 1113 |

## Long Context

- Laguna M.1: —
- Phi 3 Medium 4k Instruct: 34.0 (#255)

| Benchmark | Laguna M.1 | Phi 3 Medium 4k Instruct |
|---|---|---|
| LMArena Longer Query | — | 1120 |

## Writing & Preference

- Laguna M.1: —
- Phi 3 Medium 4k Instruct: 34.1 (#272)

| Benchmark | Laguna M.1 | Phi 3 Medium 4k Instruct |
|---|---|---|
| LMArena Text | — | 1138 |
| LMArena Creative Writing | — | 1107 |
| LMArena Multi-Turn | — | 1088 |

## FAQ

### Is Laguna M.1 better than Phi 3 Medium 4k Instruct?

Laguna M.1 and Phi 3 Medium 4k Instruct score almost the same on the Noometry Index (32.5 vs 33.0), so choose on price, context window or the category you care about most.

### Is Laguna M.1 or Phi 3 Medium 4k Instruct better for coding?

Laguna M.1 scores higher on coding benchmarks: 36.6 versus 32.9 in the Noometry coding category.

### How many benchmarks do Laguna M.1 and Phi 3 Medium 4k Instruct share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and Phi 3 Medium 4k Instruct has 17.