# Inkling-Small vs Llama 3.2 90B

> Inkling-Small is the stronger model overall, scoring 46.5 to 27.5 on the Noometry Index.

- Canonical page: https://noometry.com/compare/inkling-small-vs-llama-3-2-90b
- Last updated: 2026-10-11
- Shared benchmarks: 4

## Summary

- They share 4 benchmarks with published results for both. Inkling-Small scores higher in 4 categories and Llama 3.2 90B in 0 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in math, where Inkling-Small leads 45.1 to 11.1.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 90% for Inkling-Small and 2.6% for Llama 3.2 90B.

## Snapshot

| | Inkling-Small | Llama 3.2 90B |
|---|---|---|
| Provider | Thinking Machines Lab | Meta |
| Noometry Index | 46.5 | 27.5 |
| Rank | 63 | 331 |
| Context | 524K | — |
| Input $/M | $0.45 | — |
| Output $/M | $1.20 | — |
| Weights | Open | Open |

## Coding

- Inkling-Small: 43.6 (#85)
- Llama 3.2 90B: —

| Benchmark | Inkling-Small | Llama 3.2 90B |
|---|---|---|
| LMArena WebDev | 1409 | — |
| SciCode | 48.7% | — |
| LMArena Coding | 1451 | — |

## Agentic & Tool Use

- Inkling-Small: —
- Llama 3.2 90B: 30.0 (#80)

| Benchmark | Inkling-Small | Llama 3.2 90B |
|---|---|---|
| BALROG | — | 27.3% |

## Reasoning

- Inkling-Small: 38.6 (#63)
- Llama 3.2 90B: 21.7 (#217)

| Benchmark | Inkling-Small | Llama 3.2 90B |
|---|---|---|
| Epoch Capabilities Index | 150.15 | 125.5 |
| ARC-AGI-2 | 40.1% | — |
| ARC-AGI-1 | 84% | — |
| CritPt | 8.3% | — |
| Chess Puzzles | 18% | — |
| EnigmaEval | — | 0.4% |
| LMArena Hard Prompts | 1423 | — |
| Mystery Game Puzzles | 6% | — |

## Math

- Inkling-Small: 45.1 (#77)
- Llama 3.2 90B: 11.1 (#308)

| Benchmark | Inkling-Small | Llama 3.2 90B |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 90% | 2.6% |
| FrontierMath (Tiers 1-3) | 46.3% | — |
| FrontierMath Tier 4 | 17.1% | — |
| ProofBench | 6% | — |
| LMArena Math | 1459 | — |
| MATH Level 5 | — | 39.4% |

## Knowledge

- Inkling-Small: 48.2 (#77)
- Llama 3.2 90B: 21.7 (#274)

| Benchmark | Inkling-Small | Llama 3.2 90B |
|---|---|---|
| GPQA Diamond | 88.5% | 41% |
| SimpleQA Verified | 19.1% | — |
| LMArena Expert | 1442 | — |
| MMLU | — | 80.3% |

## Multimodal

- Inkling-Small: 39.1 (#62)
- Llama 3.2 90B: 25.4 (#124)

| Benchmark | Inkling-Small | Llama 3.2 90B |
|---|---|---|
| LMArena Vision | 1235 | 1000 |
| GeoBench | — | 52% |

## Multilingual

- Inkling-Small: 51.7 (#104)
- Llama 3.2 90B: —

| Benchmark | Inkling-Small | Llama 3.2 90B |
|---|---|---|
| LMArena Non-English | 1402 | — |
| LMArena Chinese | 1465 | — |
| LMArena French | 1436 | — |
| LMArena German | 1405 | — |
| LMArena Japanese | 1405 | — |
| LMArena Korean | 1363 | — |
| LMArena Russian | 1391 | — |
| LMArena Spanish | 1428 | — |

## Instruction Following

- Inkling-Small: 73.8 (#114)
- Llama 3.2 90B: —

| Benchmark | Inkling-Small | Llama 3.2 90B |
|---|---|---|
| LMArena Instruction Following | 1399 | — |

## Long Context

- Inkling-Small: 42.7 (#118)
- Llama 3.2 90B: —

| Benchmark | Inkling-Small | Llama 3.2 90B |
|---|---|---|
| LMArena Longer Query | 1401 | — |

## Writing & Preference

- Inkling-Small: 59.6 (#107)
- Llama 3.2 90B: —

| Benchmark | Inkling-Small | Llama 3.2 90B |
|---|---|---|
| LMArena Text | 1414 | — |
| LMArena Creative Writing | 1331 | — |
| EQ-Bench Creative Writing | 1491 | — |
| LMArena Multi-Turn | 1418 | — |

## FAQ

### Is Inkling-Small better than Llama 3.2 90B?

Inkling-Small is the stronger model overall, scoring 46.5 to 27.5 on the Noometry Index.

### How many benchmarks do Inkling-Small and Llama 3.2 90B share?

4 benchmarks have published results for both models. Inkling-Small has 33 scored results on Noometry and Llama 3.2 90B has 9.