# Kimi K2.6 vs Olmo 3.1 32b Instruct

> Kimi K2.6 is the stronger model overall, scoring 47.5 to 38.8 on the Noometry Index.

- Canonical page: https://noometry.com/compare/kimi-k2-6-vs-olmo-3-1-32b-instruct
- Last updated: 2026-10-10
- Shared benchmarks: 16

## Summary

- They share 16 benchmarks with published results for both. Kimi K2.6 scores higher in 8 categories and Olmo 3.1 32b Instruct in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in math, where Kimi K2.6 leads 56.8 to 33.6.

## Snapshot

| | Kimi K2.6 | Olmo 3.1 32b Instruct |
|---|---|---|
| Provider | Moonshot AI | Allen Institute for AI (Ai2) |
| Noometry Index | 47.5 | 38.8 |
| Rank | 52 | 168 |
| Context | 262K | — |
| Input $/M | $0.95 | — |
| Output $/M | $4 | — |
| Weights | Open | Open |

## Coding

- Kimi K2.6: 50.5 (#41)
- Olmo 3.1 32b Instruct: 38.9 (#154)

| Benchmark | Kimi K2.6 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Coding | 1488 | 1346 |
| SWE-bench Verified | 76.7% | — |
| LMArena WebDev | 1509 | — |
| SciCode | 53.5% | — |
| WeirdML | 55.9% | — |
| ALE-Bench | 1,093 | — |

## Agentic & Tool Use

- Kimi K2.6: 21.8 (#128)
- Olmo 3.1 32b Instruct: —

| Benchmark | Kimi K2.6 | Olmo 3.1 32b Instruct |
|---|---|---|
| OSWorld 2.0 | 4.6% | — |
| ExploitBench | 18.4% | — |
| GBAEval | 0.9% | — |
| GDP.pdf | 12% | — |
| Vending-Bench 2 | 6,205 | — |

## Reasoning

- Kimi K2.6: 39.6 (#51)
- Olmo 3.1 32b Instruct: 25.4 (#131)

| Benchmark | Kimi K2.6 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Hard Prompts | 1470 | 1322 |
| NYT Connections (extended) | 87.2% | — |
| CritPt | 8% | — |
| Chess Puzzles | 26% | — |
| EBR-Bench | 2.4% | — |
| Mystery Game Puzzles | 18% | — |
| DTBench | 90.9% | — |
| LMCA | 37.3% | — |
| Epoch Capabilities Index | 151.03 | — |

## Math

- Kimi K2.6: 56.8 (#34)
- Olmo 3.1 32b Instruct: 33.6 (#169)

| Benchmark | Kimi K2.6 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Math | 1475 | 1305 |
| FrontierMath (Tiers 1-3) | 57.2% | — |
| FrontierMath Tier 4 | 25.6% | — |
| MathArena Final-Answer Competitions | 72.9% | — |
| OTIS Mock AIME 2024-2025 | 96.1% | — |
| ProofBench | 16% | — |
| FrontierMath (Feb 2025 set) | 39% | — |
| FrontierMath Tier 4 (v1) | 14.6% | — |

## Knowledge

- Kimi K2.6: 53.9 (#48)
- Olmo 3.1 32b Instruct: 35.4 (#175)

| Benchmark | Kimi K2.6 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Expert | 1491 | 1307 |
| GPQA Diamond | 90.8% | — |
| SimpleQA Verified | 34.9% | — |
| Vectara Hallucination Rate | 10.8% | — |

## Multimodal

- Kimi K2.6: 31.8 (#95)
- Olmo 3.1 32b Instruct: —

| Benchmark | Kimi K2.6 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Vision | 1282 | — |
| Blueprint-Bench 2 | 3.9% | — |
| Furniture Assembly | 21.7% | — |
| LMArena Document | 1451 | — |

## Multilingual

- Kimi K2.6: 55.1 (#35)
- Olmo 3.1 32b Instruct: 42.8 (#185)

| Benchmark | Kimi K2.6 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Non-English | 1446 | 1275 |
| LMArena Chinese | 1521 | 1304 |
| LMArena French | 1471 | 1328 |
| LMArena German | 1449 | 1283 |
| LMArena Korean | 1428 | 1206 |
| LMArena Russian | 1446 | 1268 |
| LMArena Spanish | 1463 | 1337 |
| LMArena Japanese | 1442 | — |

## Instruction Following

- Kimi K2.6: 76.5 (#40)
- Olmo 3.1 32b Instruct: 68.8 (#182)

| Benchmark | Kimi K2.6 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Instruction Following | 1451 | 1298 |

## Long Context

- Kimi K2.6: 44.9 (#50)
- Olmo 3.1 32b Instruct: 39.9 (#161)

| Benchmark | Kimi K2.6 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Longer Query | 1468 | 1312 |

## Writing & Preference

- Kimi K2.6: 68.7 (#25)
- Olmo 3.1 32b Instruct: 50.4 (#179)

| Benchmark | Kimi K2.6 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Text | 1455 | 1311 |
| LMArena Creative Writing | 1434 | 1264 |
| LMArena Multi-Turn | 1453 | 1309 |
| EQ-Bench Creative Writing | 1725 | — |
| EQ-Bench 4 | 1202 | — |

## FAQ

### Is Kimi K2.6 better than Olmo 3.1 32b Instruct?

Kimi K2.6 is the stronger model overall, scoring 47.5 to 38.8 on the Noometry Index.

### Is Kimi K2.6 or Olmo 3.1 32b Instruct better for coding?

Kimi K2.6 scores higher on coding benchmarks: 50.5 versus 38.9 in the Noometry coding category.

### How many benchmarks do Kimi K2.6 and Olmo 3.1 32b Instruct share?

16 benchmarks have published results for both models. Kimi K2.6 has 51 scored results on Noometry and Olmo 3.1 32b Instruct has 16.