# Kimi K2 Thinking Turbo vs Qwen3-Coder 480B-A35B Instruct

> Kimi K2 Thinking Turbo is the stronger model overall, scoring 45.4 to 37.7 on the Noometry Index.

- Canonical page: https://noometry.com/compare/kimi-k2-thinking-turbo-vs-qwen3-coder-480b-a35b-instruct
- Last updated: 2026-10-10
- Shared benchmarks: 18

## Summary

- They share 18 benchmarks with published results for both. Kimi K2 Thinking Turbo scores higher in 8 categories and Qwen3-Coder 480B-A35B Instruct in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Kimi K2 Thinking Turbo leads 50.9 to 36.4.

## Snapshot

| | Kimi K2 Thinking Turbo | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| Provider | Moonshot AI | Alibaba (Qwen) |
| Noometry Index | 45.4 | 37.7 |
| Rank | 63 | 186 |
| Context | — | 262K |
| Input $/M | — | $1.50 |
| Output $/M | — | $7.50 |
| Weights | Open | Open |

## Coding

- Kimi K2 Thinking Turbo: 38.1 (#166)
- Qwen3-Coder 480B-A35B Instruct: 36.2 (#199)

| Benchmark | Kimi K2 Thinking Turbo | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena WebDev | 1322 | 1275 |
| LMArena Coding | 1454 | 1413 |
| SWE-bench Verified (bash only) | — | 55.4% |
| GSO | — | 4.9% |
| WeirdML | — | 41.2% |
| ALE-Bench | — | 461.45 |
| AlgoTune | — | 1.44 |

## Agentic & Tool Use

- Kimi K2 Thinking Turbo: —
- Qwen3-Coder 480B-A35B Instruct: 23.7 (#116)

| Benchmark | Kimi K2 Thinking Turbo | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| Terminal-Bench | — | 27.2% |

## Reasoning

- Kimi K2 Thinking Turbo: 31.4 (#72)
- Qwen3-Coder 480B-A35B Instruct: 24.7 (#141)

| Benchmark | Kimi K2 Thinking Turbo | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Hard Prompts | 1428 | 1372 |
| Kagi LLM Benchmark | — | 49.5% |
| Chess Puzzles | 20% | — |

## Math

- Kimi K2 Thinking Turbo: 45.5 (#62)
- Qwen3-Coder 480B-A35B Instruct: 34.9 (#151)

| Benchmark | Kimi K2 Thinking Turbo | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Math | 1429 | 1364 |
| OTIS Mock AIME 2024-2025 | 83.1% | — |

## Knowledge

- Kimi K2 Thinking Turbo: 50.9 (#64)
- Qwen3-Coder 480B-A35B Instruct: 36.4 (#159)

| Benchmark | Kimi K2 Thinking Turbo | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Expert | 1439 | 1337 |
| GPQA Diamond | 84.2% | — |

## Multilingual

- Kimi K2 Thinking Turbo: 51.6 (#104)
- Qwen3-Coder 480B-A35B Instruct: 47.8 (#143)

| Benchmark | Kimi K2 Thinking Turbo | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Non-English | 1398 | 1345 |
| LMArena Chinese | 1457 | 1356 |
| LMArena French | 1425 | 1394 |
| LMArena German | 1390 | 1324 |
| LMArena Japanese | 1356 | 1309 |
| LMArena Korean | 1329 | 1307 |
| LMArena Russian | 1390 | 1367 |
| LMArena Spanish | 1407 | 1360 |

## Instruction Following

- Kimi K2 Thinking Turbo: 74.2 (#103)
- Qwen3-Coder 480B-A35B Instruct: 71.8 (#142)

| Benchmark | Kimi K2 Thinking Turbo | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Instruction Following | 1403 | 1356 |

## Long Context

- Kimi K2 Thinking Turbo: 43.2 (#99)
- Qwen3-Coder 480B-A35B Instruct: 42.0 (#126)

| Benchmark | Kimi K2 Thinking Turbo | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Longer Query | 1415 | 1379 |

## Writing & Preference

- Kimi K2 Thinking Turbo: 60.2 (#99)
- Qwen3-Coder 480B-A35B Instruct: 55.5 (#142)

| Benchmark | Kimi K2 Thinking Turbo | Qwen3-Coder 480B-A35B Instruct |
|---|---|---|
| LMArena Text | 1415 | 1356 |
| LMArena Creative Writing | 1373 | 1333 |
| LMArena Multi-Turn | 1414 | 1365 |

## FAQ

### Is Kimi K2 Thinking Turbo better than Qwen3-Coder 480B-A35B Instruct?

Kimi K2 Thinking Turbo is the stronger model overall, scoring 45.4 to 37.7 on the Noometry Index.

### Is Kimi K2 Thinking Turbo or Qwen3-Coder 480B-A35B Instruct better for coding?

Kimi K2 Thinking Turbo scores higher on coding benchmarks: 38.1 versus 36.2 in the Noometry coding category.

### How many benchmarks do Kimi K2 Thinking Turbo and Qwen3-Coder 480B-A35B Instruct share?

18 benchmarks have published results for both models. Kimi K2 Thinking Turbo has 21 scored results on Noometry and Qwen3-Coder 480B-A35B Instruct has 25.