# Kimi K2.7 Code vs Phi 3 Mini 128k Instruct

> Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 29.7 on the Noometry Index.

- Canonical page: https://noometry.com/compare/kimi-k2-7-code-vs-phi-3-mini-128k-instruct
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in knowledge, where Kimi K2.7 Code leads 53.5 to 26.8.

## Snapshot

| | Kimi K2.7 Code | Phi 3 Mini 128k Instruct |
|---|---|---|
| Provider | Moonshot AI | Microsoft |
| Noometry Index | 43.3 | 29.7 |
| Rank | 94 | 305 |
| Context | 262K | — |
| Input $/M | $0.95 | — |
| Output $/M | $4 | — |
| Weights | Open | Open |

## Coding

- Kimi K2.7 Code: 42.9 (#95)
- Phi 3 Mini 128k Instruct: 28.8 (#312)

| Benchmark | Kimi K2.7 Code | Phi 3 Mini 128k Instruct |
|---|---|---|
| DeepSWE | 30.5% | — |
| FrontierCode | 30.1% | — |
| LMArena WebDev | 1473 | — |
| SciCode | 47.5% | — |
| WeirdML | 54.1% | — |
| BigCodeBench Instruct | — | 29.6% |
| LMArena Coding | — | 1039 |
| BigCodeBench Complete | — | 40.6% |
| ALE-Bench | 886.23 | — |

## Agentic & Tool Use

- Kimi K2.7 Code: 24.0 (#122)
- Phi 3 Mini 128k Instruct: —

| Benchmark | Kimi K2.7 Code | Phi 3 Mini 128k Instruct |
|---|---|---|
| APEX-Agents | 37.6% | — |
| GBAEval | 0.9% | — |
| Vending-Bench 2 | 5,083 | — |

## Reasoning

- Kimi K2.7 Code: 39.0 (#61)
- Phi 3 Mini 128k Instruct: 19.6 (#256)

| Benchmark | Kimi K2.7 Code | Phi 3 Mini 128k Instruct |
|---|---|---|
| SimpleBench | 57.9% | — |
| CritPt | 10% | — |
| Chess Puzzles | 21% | — |
| LMArena Hard Prompts | — | 1028 |
| Surface Evolver Bench | 48.8% | — |
| Epoch Capabilities Index | 149.97 | — |

## Math

- Kimi K2.7 Code: 52.9 (#48)
- Phi 3 Mini 128k Instruct: 31.6 (#222)

| Benchmark | Kimi K2.7 Code | Phi 3 Mini 128k Instruct |
|---|---|---|
| FrontierMath (Tiers 1-3) | 54% | — |
| FrontierMath Tier 4 | 12.2% | — |
| OTIS Mock AIME 2024-2025 | 95.6% | — |
| LMArena Math | — | 1089 |

## Knowledge

- Kimi K2.7 Code: 53.5 (#57)
- Phi 3 Mini 128k Instruct: 26.8 (#254)

| Benchmark | Kimi K2.7 Code | Phi 3 Mini 128k Instruct |
|---|---|---|
| GPQA Diamond | 87.9% | — |
| SimpleQA Verified | 36.5% | — |
| LMArena Expert | — | 984 |

## Multilingual

- Kimi K2.7 Code: —
- Phi 3 Mini 128k Instruct: 25.2 (#285)

| Benchmark | Kimi K2.7 Code | Phi 3 Mini 128k Instruct |
|---|---|---|
| LMArena Non-English | — | 1000 |
| LMArena Chinese | — | 1016 |
| LMArena French | — | 1039 |
| LMArena German | — | 1006 |
| LMArena Japanese | — | 899 |
| LMArena Korean | — | 856 |
| LMArena Russian | — | 1004 |
| LMArena Spanish | — | 1059 |

## Instruction Following

- Kimi K2.7 Code: —
- Phi 3 Mini 128k Instruct: 51.8 (#294)

| Benchmark | Kimi K2.7 Code | Phi 3 Mini 128k Instruct |
|---|---|---|
| LMArena Instruction Following | — | 1023 |

## Long Context

- Kimi K2.7 Code: —
- Phi 3 Mini 128k Instruct: 30.4 (#289)

| Benchmark | Kimi K2.7 Code | Phi 3 Mini 128k Instruct |
|---|---|---|
| LMArena Longer Query | — | 996 |

## Writing & Preference

- Kimi K2.7 Code: —
- Phi 3 Mini 128k Instruct: 27.1 (#301)

| Benchmark | Kimi K2.7 Code | Phi 3 Mini 128k Instruct |
|---|---|---|
| LMArena Text | — | 1050 |
| LMArena Creative Writing | — | 1024 |
| LMArena Multi-Turn | — | 989 |

## FAQ

### Is Kimi K2.7 Code better than Phi 3 Mini 128k Instruct?

Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 29.7 on the Noometry Index.

### Is Kimi K2.7 Code or Phi 3 Mini 128k Instruct better for coding?

Kimi K2.7 Code scores higher on coding benchmarks: 42.9 versus 28.8 in the Noometry coding category.

### How many benchmarks do Kimi K2.7 Code and Phi 3 Mini 128k Instruct share?

0 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Phi 3 Mini 128k Instruct has 19.
