# Kimi K2.7 Code vs Phi 3 Small 8k Instruct

> Kimi K2.7 Code is the stronger model overall, scoring 43.0 to 28.8 on the Noometry Index.

- Canonical page: https://noometry.com/compare/kimi-k2-7-code-vs-phi-3-small-8k-instruct
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in math, where Kimi K2.7 Code leads 52.6 to 25.4.

## Snapshot

| | Kimi K2.7 Code | Phi 3 Small 8k Instruct |
|---|---|---|
| Provider | Moonshot AI | Microsoft |
| Noometry Index | 43.0 | 28.8 |
| Rank | 90 | 310 |
| Context | 262K | — |
| Input $/M | $0.95 | — |
| Output $/M | $4 | — |
| Weights | Open | Open |

## Coding

- Kimi K2.7 Code: 42.4 (#92)
- Phi 3 Small 8k Instruct: 27.4 (#313)

| Benchmark | Kimi K2.7 Code | Phi 3 Small 8k Instruct |
|---|---|---|
| DeepSWE | 30.5% | — |
| FrontierCode | 30.1% | — |
| LMArena WebDev | 1473 | — |
| SciCode | 47.5% | — |
| WeirdML | 54.1% | — |
| LiveBench Coding | — | 20.3% |
| LMArena Coding | — | 1102 |
| ALE-Bench | 886.23 | — |

## Agentic & Tool Use

- Kimi K2.7 Code: 23.9 (#115)
- Phi 3 Small 8k Instruct: —

| Benchmark | Kimi K2.7 Code | Phi 3 Small 8k Instruct |
|---|---|---|
| APEX-Agents | 37.6% | — |
| GBAEval | 0.9% | — |
| Vending-Bench 2 | 5,083 | — |

## Reasoning

- Kimi K2.7 Code: 38.2 (#56)
- Phi 3 Small 8k Instruct: 14.2 (#319)

| Benchmark | Kimi K2.7 Code | Phi 3 Small 8k Instruct |
|---|---|---|
| SimpleBench | 57.9% | — |
| CritPt | 10% | — |
| Chess Puzzles | 21% | — |
| LiveBench Reasoning | — | 15.9% |
| LMArena Hard Prompts | — | 1100 |
| LiveBench Data Analysis | — | 30.3% |
| Surface Evolver Bench | 48.8% | — |
| Adversarial NLI | — | 58.1% |
| BIG-Bench Hard | — | 79.1% |
| Epoch Capabilities Index | 150.01 | — |
| HellaSwag | — | 77% |
| LiveBench | — | 24% |
| WinoGrande | — | 81.5% |

## Math

- Kimi K2.7 Code: 52.6 (#39)
- Phi 3 Small 8k Instruct: 25.4 (#247)

| Benchmark | Kimi K2.7 Code | Phi 3 Small 8k Instruct |
|---|---|---|
| FrontierMath (Tiers 1-3) | 54% | — |
| FrontierMath Tier 4 | 12.2% | — |
| OTIS Mock AIME 2024-2025 | 95.6% | — |
| LiveBench Math | — | 17.6% |
| LMArena Math | — | 1151 |

## Knowledge

- Kimi K2.7 Code: 53.6 (#51)
- Phi 3 Small 8k Instruct: 28.5 (#237)

| Benchmark | Kimi K2.7 Code | Phi 3 Small 8k Instruct |
|---|---|---|
| GPQA Diamond | 87.9% | — |
| SimpleQA Verified | 36.5% | — |
| LMArena Expert | — | 1067 |
| ARC (AI2) Challenge | — | 90.7% |
| MMLU | — | 75.7% |
| OpenBookQA | — | 88% |
| TriviaQA | — | 58.1% |

## Multilingual

- Kimi K2.7 Code: —
- Phi 3 Small 8k Instruct: 28.6 (#267)

| Benchmark | Kimi K2.7 Code | Phi 3 Small 8k Instruct |
|---|---|---|
| LMArena Non-English | — | 1058 |
| LMArena Chinese | — | 1061 |
| LMArena French | — | 1134 |
| LMArena German | — | 1080 |
| LMArena Japanese | — | 966 |
| LMArena Korean | — | 894 |
| LMArena Russian | — | 1111 |
| LMArena Spanish | — | 1111 |

## Instruction Following

- Kimi K2.7 Code: —
- Phi 3 Small 8k Instruct: 52.2 (#287)

| Benchmark | Kimi K2.7 Code | Phi 3 Small 8k Instruct |
|---|---|---|
| LiveBench Instruction Following | — | 47.2% |
| LMArena Instruction Following | — | 1087 |

## Long Context

- Kimi K2.7 Code: —
- Phi 3 Small 8k Instruct: 33.0 (#262)

| Benchmark | Kimi K2.7 Code | Phi 3 Small 8k Instruct |
|---|---|---|
| LMArena Longer Query | — | 1088 |

## Writing & Preference

- Kimi K2.7 Code: —
- Phi 3 Small 8k Instruct: 31.3 (#279)

| Benchmark | Kimi K2.7 Code | Phi 3 Small 8k Instruct |
|---|---|---|
| LMArena Text | — | 1110 |
| LMArena Creative Writing | — | 1083 |
| LMArena Multi-Turn | — | 1068 |
| LiveBench Language | — | 12.9% |

## FAQ

### Is Kimi K2.7 Code better than Phi 3 Small 8k Instruct?

Kimi K2.7 Code is the stronger model overall, scoring 43.0 to 28.8 on the Noometry Index.

### Is Kimi K2.7 Code or Phi 3 Small 8k Instruct better for coding?

Kimi K2.7 Code scores higher on coding benchmarks: 42.4 versus 27.4 in the Noometry coding category.

### How many benchmarks do Kimi K2.7 Code and Phi 3 Small 8k Instruct share?

0 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Phi 3 Small 8k Instruct has 32.