Model comparison
Amazon Nova Lite vs Gemma 7B
Amazon Nova Lite is the stronger model overall, scoring 31.9 to 30.0 on the Noometry Index.
Last verified . 14 shared benchmarks.
GoogleSummary
- They share 14 benchmarks with published results for both. Amazon Nova Lite scores higher in 5 categories and Gemma 7B in 3 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Amazon Nova Lite leads 42.1 to 27.1.
- Gemma 7B has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Lite | Gemma 7B | |
|---|---|---|
| Provider | Amazon | |
| Noometry Index | 31.9 | 30.0 |
| Released | 2024-12-03 | 2024-02-21 |
| Weights | Proprietary | Open |
| Context window | 300K | — |
| Max output | 10K | — |
| Input $ / M tokens | $0.06 | — |
| Output $ / M tokens | $0.24 | — |
| Results tracked | 34 | 27 |
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Category by category
Coding Amazon Nova Lite leads
Amazon Nova Lite: 32.5 (#270), Gemma 7B: 30.5 (#294)
| Benchmark | Amazon Nova Lite | Gemma 7B |
|---|---|---|
| LMArena Coding | 1239 | 1048 |
| LiveBench Coding | 27.5% | — |
| ALE-Bench | 236.25 | — |
| HumanEval+ | — | 28.7% |
| MBPP+ | — | 43.4% |
Reasoning Too close to call
Amazon Nova Lite: 19.3 (#260), Gemma 7B: 19.9 (#249)
| Benchmark | Amazon Nova Lite | Gemma 7B |
|---|---|---|
| LMArena Hard Prompts | 1220 | 1042 |
| LiveBench Reasoning | 36.7% | — |
| LiveBench Data Analysis | 37.2% | — |
| Adversarial NLI | — | 48.7% |
| BIG-Bench Hard | — | 55.1% |
| Epoch Capabilities Index | — | 111.99 |
| HellaSwag | — | 82.2% |
| LiveBench | 36.4% | — |
| PIQA | — | 81.2% |
| WinoGrande | — | 79% |
Math Gemma 7B leads
Amazon Nova Lite: 27.8 (#247), Gemma 7B: 31.2 (#228)
| Benchmark | Amazon Nova Lite | Gemma 7B |
|---|---|---|
| LMArena Math | 1227 | 1066 |
| Omni-MATH | 23.3% | — |
| LiveBench Math | 36.7% | — |
| GSM8K | — | 46.4% |
Knowledge Gemma 7B leads
Amazon Nova Lite: 26.3 (#259), Gemma 7B: 27.3 (#252)
| Benchmark | Amazon Nova Lite | Gemma 7B |
|---|---|---|
| LMArena Expert | 1201 | 1001 |
| MMLU | 77% | 66.1% |
| Humanity's Last Exam | 3.6% | — |
| MMLU-Pro | 60% | — |
| Vectara Hallucination Rate | 6.1% | — |
| GPQA (HELM) | 39.7% | — |
| ARC (AI2) Challenge | — | 78.3% |
| BoolQ | — | 83.2% |
| OpenBookQA | — | 78.6% |
| TriviaQA | — | 72.3% |
Multimodal Not comparable
Amazon Nova Lite: 25.5 (#123), Gemma 7B: —
| Benchmark | Amazon Nova Lite | Gemma 7B |
|---|---|---|
| LMArena Vision | 990 | — |
Multilingual Amazon Nova Lite leads
Amazon Nova Lite: 38.0 (#232), Gemma 7B: 25.1 (#287)
| Benchmark | Amazon Nova Lite | Gemma 7B |
|---|---|---|
| LMArena Non-English | 1208 | 999 |
| LMArena Chinese | 1225 | 1035 |
| LMArena French | 1237 | 1025 |
| LMArena Russian | 1216 | 993 |
| LMArena German | 1229 | — |
| LMArena Japanese | 1153 | — |
| LMArena Korean | 1153 | — |
| LMArena Spanish | 1226 | — |
Instruction Following Amazon Nova Lite leads
Amazon Nova Lite: 59.3 (#255), Gemma 7B: 51.5 (#295)
| Benchmark | Amazon Nova Lite | Gemma 7B |
|---|---|---|
| LMArena Instruction Following | 1205 | 1017 |
| LiveBench Instruction Following | 54.1% | — |
| IFEval | 77.6% | — |
Long Context Amazon Nova Lite leads
Amazon Nova Lite: 37.4 (#217), Gemma 7B: 31.1 (#282)
| Benchmark | Amazon Nova Lite | Gemma 7B |
|---|---|---|
| LMArena Longer Query | 1234 | 1022 |
Writing & Preference Amazon Nova Lite leads
Amazon Nova Lite: 42.1 (#237), Gemma 7B: 27.1 (#302)
| Benchmark | Amazon Nova Lite | Gemma 7B |
|---|---|---|
| LMArena Text | 1229 | 1056 |
| LMArena Creative Writing | 1197 | 1024 |
| LMArena Multi-Turn | 1199 | 963 |
| WildBench | 75% | — |
| LiveBench Language | 25.9% | — |
Frequently asked questions
Is Amazon Nova Lite better than Gemma 7B?
Amazon Nova Lite is the stronger model overall, scoring 31.9 to 30.0 on the Noometry Index.
Is Amazon Nova Lite or Gemma 7B better for coding?
Amazon Nova Lite scores higher on coding benchmarks: 32.5 versus 30.5 in the Noometry coding category.
How many benchmarks do Amazon Nova Lite and Gemma 7B share?
14 benchmarks have published results for both models. Amazon Nova Lite has 34 scored results on Noometry and Gemma 7B has 27.