# Gemini 1.5 Flash 8B vs Kimi K2.7 Code

> Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 29.9 on the Noometry Index.

- Canonical page: https://noometry.com/compare/gemini-1-5-flash-8b-vs-kimi-k2-7-code
- Last updated: 2026-10-11
- Shared benchmarks: 2

## Summary

- They share 2 benchmarks with published results for both. Gemini 1.5 Flash 8B scores higher in 0 categories and Kimi K2.7 Code in 4 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in math, where Kimi K2.7 Code leads 52.9 to 14.2.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 4.6% for Gemini 1.5 Flash 8B and 95.6% for Kimi K2.7 Code.
- Kimi K2.7 Code has downloadable open weights; the other is API-only.

## Snapshot

| | Gemini 1.5 Flash 8B | Kimi K2.7 Code |
|---|---|---|
| Provider | Google | Moonshot AI |
| Noometry Index | 29.9 | 43.3 |
| Rank | 301 | 94 |
| Context | — | 262K |
| Input $/M | — | $0.95 |
| Output $/M | — | $4 |
| Weights | Proprietary | Open |

## Coding

- Gemini 1.5 Flash 8B: 35.5 (#225)
- Kimi K2.7 Code: 42.9 (#95)

| Benchmark | Gemini 1.5 Flash 8B | Kimi K2.7 Code |
|---|---|---|
| DeepSWE | — | 30.5% |
| FrontierCode | — | 30.1% |
| LMArena WebDev | — | 1473 |
| SciCode | — | 47.5% |
| WeirdML | — | 54.1% |
| LMArena Coding | 1218 | — |
| ALE-Bench | — | 886.23 |

## Agentic & Tool Use

- Gemini 1.5 Flash 8B: —
- Kimi K2.7 Code: 24.0 (#122)

| Benchmark | Gemini 1.5 Flash 8B | Kimi K2.7 Code |
|---|---|---|
| APEX-Agents | — | 37.6% |
| GBAEval | — | 0.9% |
| Vending-Bench 2 | — | 5,083 |

## Reasoning

- Gemini 1.5 Flash 8B: 20.0 (#244)
- Kimi K2.7 Code: 39.0 (#61)

| Benchmark | Gemini 1.5 Flash 8B | Kimi K2.7 Code |
|---|---|---|
| SimpleBench | — | 57.9% |
| CritPt | — | 10% |
| Chess Puzzles | — | 21% |
| LMArena Hard Prompts | 1209 | — |
| DTBench | 50% | — |
| Surface Evolver Bench | — | 48.8% |
| Epoch Capabilities Index | — | 149.97 |

## Math

- Gemini 1.5 Flash 8B: 14.2 (#302)
- Kimi K2.7 Code: 52.9 (#48)

| Benchmark | Gemini 1.5 Flash 8B | Kimi K2.7 Code |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 4.6% | 95.6% |
| FrontierMath (Tiers 1-3) | — | 54% |
| FrontierMath Tier 4 | — | 12.2% |
| LMArena Math | 1207 | — |

## Knowledge

- Gemini 1.5 Flash 8B: 16.0 (#289)
- Kimi K2.7 Code: 53.5 (#57)

| Benchmark | Gemini 1.5 Flash 8B | Kimi K2.7 Code |
|---|---|---|
| GPQA Diamond | 33% | 87.9% |
| SimpleQA Verified | — | 36.5% |
| LMArena Expert | 1185 | — |

## Multimodal

- Gemini 1.5 Flash 8B: 28.2 (#115)
- Kimi K2.7 Code: —

| Benchmark | Gemini 1.5 Flash 8B | Kimi K2.7 Code |
|---|---|---|
| LMArena Vision | 1044 | — |

## Multilingual

- Gemini 1.5 Flash 8B: 38.5 (#229)
- Kimi K2.7 Code: —

| Benchmark | Gemini 1.5 Flash 8B | Kimi K2.7 Code |
|---|---|---|
| LMArena Non-English | 1215 | — |
| LMArena Chinese | 1231 | — |
| LMArena French | 1234 | — |
| LMArena German | 1206 | — |
| LMArena Japanese | 1150 | — |
| LMArena Korean | 1140 | — |
| LMArena Russian | 1236 | — |
| LMArena Spanish | 1212 | — |

## Instruction Following

- Gemini 1.5 Flash 8B: 62.8 (#236)
- Kimi K2.7 Code: —

| Benchmark | Gemini 1.5 Flash 8B | Kimi K2.7 Code |
|---|---|---|
| LMArena Instruction Following | 1199 | — |

## Long Context

- Gemini 1.5 Flash 8B: 37.0 (#225)
- Kimi K2.7 Code: —

| Benchmark | Gemini 1.5 Flash 8B | Kimi K2.7 Code |
|---|---|---|
| LMArena Longer Query | 1219 | — |

## Writing & Preference

- Gemini 1.5 Flash 8B: 42.8 (#232)
- Kimi K2.7 Code: —

| Benchmark | Gemini 1.5 Flash 8B | Kimi K2.7 Code |
|---|---|---|
| LMArena Text | 1226 | — |
| LMArena Creative Writing | 1218 | — |
| LMArena Multi-Turn | 1185 | — |

## FAQ

### Is Gemini 1.5 Flash 8B better than Kimi K2.7 Code?

Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 29.9 on the Noometry Index.

### Is Gemini 1.5 Flash 8B or Kimi K2.7 Code better for coding?

Kimi K2.7 Code scores higher on coding benchmarks: 42.9 versus 35.5 in the Noometry coding category.

### How many benchmarks do Gemini 1.5 Flash 8B and Kimi K2.7 Code share?

2 benchmarks have published results for both models. Gemini 1.5 Flash 8B has 21 scored results on Noometry and Kimi K2.7 Code has 19.