# Gemma 3 12B vs Laguna M.1

> Gemma 3 12B and Laguna M.1 score almost the same on the Noometry Index (31.8 vs 31.9), so choose on price, context window or the category you care about most.

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

## Summary

- The widest gap is in reasoning, where Laguna M.1 leads 21.9 to 15.2.
- Laguna M.1 accepts more context: 262K tokens versus 131K.

## Snapshot

| | Gemma 3 12B | Laguna M.1 |
|---|---|---|
| Provider | Google | Poolside |
| Noometry Index | 31.8 | 31.9 |
| Rank | 255 | 252 |
| Context | 131K | 262K |
| Input $/M | $0.05 | — |
| Output $/M | $0.15 | — |
| Weights | Open | Open |

## Coding

- Gemma 3 12B: 31.2 (#276)
- Laguna M.1: 36.4 (#195)

| Benchmark | Gemma 3 12B | Laguna M.1 |
|---|---|---|
| LMArena WebDev | — | 1348 |
| SciCode | 17.4% | — |
| LMArena Coding | 1281 | — |

## Agentic & Tool Use

- Gemma 3 12B: 25.3 (#101)
- Laguna M.1: —

| Benchmark | Gemma 3 12B | Laguna M.1 |
|---|---|---|
| Berkeley Function Calling Leaderboard | 30.4% | — |

## Reasoning

- Gemma 3 12B: 15.2 (#307)
- Laguna M.1: 21.9 (#187)

| Benchmark | Gemma 3 12B | Laguna M.1 |
|---|---|---|
| CritPt | 0% | — |
| Chess Puzzles | 0% | — |
| LMArena Hard Prompts | 1309 | — |
| DTBench | 48.8% | — |
| LMCA | 4.5% | — |
| Surface Evolver Bench | — | 15.6% |
| Epoch Capabilities Index | 123.49 | — |

## Math

- Gemma 3 12B: 21.0 (#273)
- Laguna M.1: 20.3 (#276)

| Benchmark | Gemma 3 12B | Laguna M.1 |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 16.7% | — |
| ProofBench | — | 0% |
| LMArena Math | 1307 | — |

## Knowledge

- Gemma 3 12B: 26.5 (#250)
- Laguna M.1: —

| Benchmark | Gemma 3 12B | Laguna M.1 |
|---|---|---|
| GPQA Diamond | 39.5% | — |
| Vectara Hallucination Rate | 4.4% | — |
| LMArena Expert | 1248 | — |

## Multimodal

- Gemma 3 12B: —
- Laguna M.1: —

| Benchmark | Gemma 3 12B | Laguna M.1 |
|---|---|---|
| MindCube | 46.7% | — |

## Multilingual

- Gemma 3 12B: 45.9 (#160)
- Laguna M.1: —

| Benchmark | Gemma 3 12B | Laguna M.1 |
|---|---|---|
| LMArena Non-English | 1318 | — |
| LMArena German | 1370 | — |
| LMArena Russian | 1335 | — |

## Instruction Following

- Gemma 3 12B: 68.8 (#179)
- Laguna M.1: —

| Benchmark | Gemma 3 12B | Laguna M.1 |
|---|---|---|
| LMArena Instruction Following | 1299 | — |

## Long Context

- Gemma 3 12B: 40.0 (#157)
- Laguna M.1: —

| Benchmark | Gemma 3 12B | Laguna M.1 |
|---|---|---|
| LMArena Longer Query | 1317 | — |

## Writing & Preference

- Gemma 3 12B: 47.7 (#205)
- Laguna M.1: —

| Benchmark | Gemma 3 12B | Laguna M.1 |
|---|---|---|
| LMArena Text | 1334 | — |
| LMArena Creative Writing | 1331 | — |
| EQ-Bench Creative Writing | 1126 | — |
| LMArena Multi-Turn | 1334 | — |

## FAQ

### Is Gemma 3 12B better than Laguna M.1?

Gemma 3 12B and Laguna M.1 score almost the same on the Noometry Index (31.8 vs 31.9), so choose on price, context window or the category you care about most.

### Is Gemma 3 12B or Laguna M.1 better for coding?

Laguna M.1 scores higher on coding benchmarks: 36.4 versus 31.2 in the Noometry coding category.

### Which has the bigger context window?

Laguna M.1 does, with 262K tokens against 131K.

### How many benchmarks do Gemma 3 12B and Laguna M.1 share?

0 benchmarks have published results for both models. Gemma 3 12B has 24 scored results on Noometry and Laguna M.1 has 3.