# Inkling vs Olmo 2 0325 32b Instruct

> Inkling is the stronger model overall, scoring 44.1 to 32.7 on the Noometry Index.

- Canonical page: https://noometry.com/compare/inkling-vs-olmo-2-0325-32b-instruct
- Last updated: 2026-10-11
- Shared benchmarks: 11

## Summary

- They share 11 benchmarks with published results for both. Inkling scores higher in 7 categories and Olmo 2 0325 32b Instruct in 1 category; 7 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Inkling leads 55.1 to 19.5.

## Snapshot

| | Inkling | Olmo 2 0325 32b Instruct |
|---|---|---|
| Provider | Thinking Machines Lab | Allen Institute for AI (Ai2) |
| Noometry Index | 44.1 | 32.7 |
| Rank | 80 | 254 |
| Context | 66K | — |
| Input $/M | $1.87 | — |
| Output $/M | $4.68 | — |
| Weights | Open | Open |

## Coding

- Inkling: 34.5 (#234)
- Olmo 2 0325 32b Instruct: 35.2 (#227)

| Benchmark | Inkling | Olmo 2 0325 32b Instruct |
|---|---|---|
| LMArena Coding | 1464 | 1210 |
| FrontierCode | 14% | — |
| LMArena WebDev | 1413 | — |
| FrontierSWE | 4.1% | — |
| SciCode | 47% | — |
| WeirdML | 32.3% | — |
| ALE-Bench | 946 | — |

## Agentic & Tool Use

- Inkling: 29.6 (#85)
- Olmo 2 0325 32b Instruct: —

| Benchmark | Inkling | Olmo 2 0325 32b Instruct |
|---|---|---|
| APEX-Agents | 33.8% | — |
| τ²-bench Banking | 25% | — |

## Reasoning

- Inkling: 40.4 (#56)
- Olmo 2 0325 32b Instruct: 23.6 (#175)

| Benchmark | Inkling | Olmo 2 0325 32b Instruct |
|---|---|---|
| LMArena Hard Prompts | 1451 | 1208 |
| ARC-AGI-2 | 36.5% | — |
| SimpleBench | 50% | — |
| ARC-AGI-1 | 79.5% | — |
| CritPt | 5.4% | — |
| Chess Puzzles | 21% | — |
| DTBench | 87.5% | — |
| LMCA | 37.6% | — |
| Epoch Capabilities Index | 148.54 | — |

## Math

- Inkling: 31.3 (#225)
- Olmo 2 0325 32b Instruct: 26.8 (#255)

| Benchmark | Inkling | Olmo 2 0325 32b Instruct |
|---|---|---|
| LMArena Math | 1479 | 1208 |
| FrontierMath (Tiers 1-3) | 33.3% | — |
| FrontierMath Tier 4 | 4.9% | — |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 0% | — |
| Omni-MATH | — | 16.1% |

## Knowledge

- Inkling: 55.1 (#49)
- Olmo 2 0325 32b Instruct: 19.5 (#279)

| Benchmark | Inkling | Olmo 2 0325 32b Instruct |
|---|---|---|
| GPQA Diamond | 88.3% | — |
| SimpleQA Verified | 40.3% | — |
| MMLU-Pro | — | 41.4% |
| GPQA (HELM) | — | 28.7% |
| LMArena Expert | 1465 | — |

## Multilingual

- Inkling: 54.0 (#52)
- Olmo 2 0325 32b Instruct: 34.8 (#248)

| Benchmark | Inkling | Olmo 2 0325 32b Instruct |
|---|---|---|
| LMArena Non-English | 1434 | 1160 |
| LMArena Chinese | 1490 | 1192 |
| LMArena Russian | 1429 | 1187 |
| LMArena French | 1458 | — |
| LMArena German | 1446 | — |
| LMArena Japanese | 1429 | — |
| LMArena Korean | 1404 | — |
| LMArena Spanish | 1448 | — |

## Instruction Following

- Inkling: 75.1 (#71)
- Olmo 2 0325 32b Instruct: 61.5 (#244)

| Benchmark | Inkling | Olmo 2 0325 32b Instruct |
|---|---|---|
| LMArena Instruction Following | 1426 | 1186 |
| IFEval | — | 78% |

## Long Context

- Inkling: 43.8 (#86)
- Olmo 2 0325 32b Instruct: 36.2 (#234)

| Benchmark | Inkling | Olmo 2 0325 32b Instruct |
|---|---|---|
| LMArena Longer Query | 1434 | 1194 |

## Writing & Preference

- Inkling: 65.2 (#51)
- Olmo 2 0325 32b Instruct: 42.1 (#236)

| Benchmark | Inkling | Olmo 2 0325 32b Instruct |
|---|---|---|
| LMArena Text | 1441 | 1218 |
| LMArena Creative Writing | 1387 | 1199 |
| LMArena Multi-Turn | 1436 | 1221 |
| EQ-Bench Creative Writing | 1611 | — |
| WildBench | — | 73.4% |
| EQ-Bench 4 | 1226 | — |

## FAQ

### Is Inkling better than Olmo 2 0325 32b Instruct?

Inkling is the stronger model overall, scoring 44.1 to 32.7 on the Noometry Index.

### Is Inkling or Olmo 2 0325 32b Instruct better for coding?

They score almost the same on coding (34.5 vs 35.2); test both on your own repository before choosing.

### How many benchmarks do Inkling and Olmo 2 0325 32b Instruct share?

11 benchmarks have published results for both models. Inkling has 41 scored results on Noometry and Olmo 2 0325 32b Instruct has 16.