Model comparison
Gemma 7B vs Kimi K2.7 Code
Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 30.0 on the Noometry Index.
Last verified . 1 shared benchmarks.
GoogleSummary
- They share 1 benchmark with published results for both. Gemma 7B 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 knowledge, where Kimi K2.7 Code leads 53.5 to 27.3.
Side by side
| Gemma 7B | Kimi K2.7 Code | |
|---|---|---|
| Provider | Moonshot AI | |
| Noometry Index | 30.0 | 43.3 |
| Released | 2024-02-21 | 2026-06-12 |
| Weights | Open | Open |
| Context window | — | 262K |
| Max output | — | 262K |
| Input $ / M tokens | — | $0.95 |
| Output $ / M tokens | — | $4 |
| Results tracked | 27 | 19 |
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Category by category
Coding Kimi K2.7 Code leads
Gemma 7B: 30.5 (#294), Kimi K2.7 Code: 42.9 (#95)
| Benchmark | Gemma 7B | Kimi K2.7 Code |
|---|---|---|
| DeepSWE | — | 30.5% |
| FrontierCode | — | 30.1% |
| LMArena WebDev | — | 1473 |
| SciCode | — | 47.5% |
| WeirdML | — | 54.1% |
| LMArena Coding | 1048 | — |
| ALE-Bench | — | 886.23 |
| HumanEval+ | 28.7% | — |
| MBPP+ | 43.4% | — |
Agentic & Tool Use Not comparable
Gemma 7B: —, Kimi K2.7 Code: 24.0 (#122)
| Benchmark | Gemma 7B | Kimi K2.7 Code |
|---|---|---|
| APEX-Agents | — | 37.6% |
| GBAEval | — | 0.9% |
| Vending-Bench 2 | — | 5,083 |
Reasoning Kimi K2.7 Code leads
Gemma 7B: 19.9 (#249), Kimi K2.7 Code: 39.0 (#61)
| Benchmark | Gemma 7B | Kimi K2.7 Code |
|---|---|---|
| Epoch Capabilities Index | 111.99 | 149.97 |
| SimpleBench | — | 57.9% |
| CritPt | — | 10% |
| Chess Puzzles | — | 21% |
| LMArena Hard Prompts | 1042 | — |
| Surface Evolver Bench | — | 48.8% |
| Adversarial NLI | 48.7% | — |
| BIG-Bench Hard | 55.1% | — |
| HellaSwag | 82.2% | — |
| PIQA | 81.2% | — |
| WinoGrande | 79% | — |
Math Kimi K2.7 Code leads
Gemma 7B: 31.2 (#228), Kimi K2.7 Code: 52.9 (#48)
| Benchmark | Gemma 7B | Kimi K2.7 Code |
|---|---|---|
| FrontierMath (Tiers 1-3) | — | 54% |
| FrontierMath Tier 4 | — | 12.2% |
| OTIS Mock AIME 2024-2025 | — | 95.6% |
| LMArena Math | 1066 | — |
| GSM8K | 46.4% | — |
Knowledge Kimi K2.7 Code leads
Gemma 7B: 27.3 (#252), Kimi K2.7 Code: 53.5 (#57)
| Benchmark | Gemma 7B | Kimi K2.7 Code |
|---|---|---|
| GPQA Diamond | — | 87.9% |
| SimpleQA Verified | — | 36.5% |
| LMArena Expert | 1001 | — |
| ARC (AI2) Challenge | 78.3% | — |
| BoolQ | 83.2% | — |
| MMLU | 66.1% | — |
| OpenBookQA | 78.6% | — |
| TriviaQA | 72.3% | — |
Multilingual Not comparable
Gemma 7B: 25.1 (#287), Kimi K2.7 Code: —
| Benchmark | Gemma 7B | Kimi K2.7 Code |
|---|---|---|
| LMArena Non-English | 999 | — |
| LMArena Chinese | 1035 | — |
| LMArena French | 1025 | — |
| LMArena Russian | 993 | — |
Instruction Following Not comparable
Gemma 7B: 51.5 (#295), Kimi K2.7 Code: —
| Benchmark | Gemma 7B | Kimi K2.7 Code |
|---|---|---|
| LMArena Instruction Following | 1017 | — |
Long Context Not comparable
Gemma 7B: 31.1 (#282), Kimi K2.7 Code: —
| Benchmark | Gemma 7B | Kimi K2.7 Code |
|---|---|---|
| LMArena Longer Query | 1022 | — |
Writing & Preference Not comparable
Gemma 7B: 27.1 (#302), Kimi K2.7 Code: —
| Benchmark | Gemma 7B | Kimi K2.7 Code |
|---|---|---|
| LMArena Text | 1056 | — |
| LMArena Creative Writing | 1024 | — |
| LMArena Multi-Turn | 963 | — |
Frequently asked questions
Is Gemma 7B better than Kimi K2.7 Code?
Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 30.0 on the Noometry Index.
Is Gemma 7B or Kimi K2.7 Code better for coding?
Kimi K2.7 Code scores higher on coding benchmarks: 42.9 versus 30.5 in the Noometry coding category.
How many benchmarks do Gemma 7B and Kimi K2.7 Code share?
1 benchmark has published results for both models. Gemma 7B has 27 scored results on Noometry and Kimi K2.7 Code has 19.