Model comparison
Gemma 3 12B vs Nova 2 Lite
Nova 2 Lite is the stronger model overall, scoring 39.0 to 31.8 on the Noometry Index. Gemma 3 12B costs 11× less per token, which makes it the better buy when Nova 2 Lite's lead doesn't matter for your workload.
Last verified . 14 shared benchmarks.
Summary
- They share 14 benchmarks with published results for both. Gemma 3 12B scores higher in 1 category and Nova 2 Lite in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Nova 2 Lite leads 42.5 to 26.5.
- Gemma 3 12B is cheaper at $0.05 / $0.15 per million input/output tokens, against $0.30 / $2.50 for Nova 2 Lite.
- Nova 2 Lite accepts more context: 1M tokens versus 131K.
- Gemma 3 12B has downloadable open weights; the other is API-only.
Side by side
| Gemma 3 12B | Nova 2 Lite | |
|---|---|---|
| Provider | Amazon | |
| Noometry Index | 31.8 | 39.0 |
| Released | 2025-03-12 | 2025-12-01 |
| Weights | Open | Proprietary |
| Context window | 131K | 1M |
| Max output | 8K | 64K |
| Input $ / M tokens | $0.05 | $0.30 |
| Output $ / M tokens | $0.15 | $2.50 |
| Results tracked | 24 | 19 |
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Category by category
Coding Nova 2 Lite leads
Gemma 3 12B: 31.2 (#276), Nova 2 Lite: 40.1 (#131)
| Benchmark | Gemma 3 12B | Nova 2 Lite |
|---|---|---|
| LMArena Coding | 1281 | 1386 |
| SciCode | 17.4% | — |
Agentic & Tool Use Gemma 3 12B leads
Gemma 3 12B: 25.3 (#101), Nova 2 Lite: 23.9 (#114)
| Benchmark | Gemma 3 12B | Nova 2 Lite |
|---|---|---|
| Berkeley Function Calling Leaderboard | 30.4% | 27.1% |
Reasoning Nova 2 Lite leads
Gemma 3 12B: 15.2 (#307), Nova 2 Lite: 26.4 (#120)
| Benchmark | Gemma 3 12B | Nova 2 Lite |
|---|---|---|
| LMArena Hard Prompts | 1309 | 1364 |
| CritPt | 0% | — |
| Chess Puzzles | 0% | — |
| DTBench | 48.8% | — |
| LMCA | 4.5% | — |
| Epoch Capabilities Index | 123.49 | — |
Math Nova 2 Lite leads
Gemma 3 12B: 21.0 (#273), Nova 2 Lite: 34.8 (#154)
| Benchmark | Gemma 3 12B | Nova 2 Lite |
|---|---|---|
| LMArena Math | 1307 | 1359 |
| OTIS Mock AIME 2024-2025 | 16.7% | — |
Knowledge Nova 2 Lite leads
Gemma 3 12B: 26.5 (#250), Nova 2 Lite: 42.5 (#88)
| Benchmark | Gemma 3 12B | Nova 2 Lite |
|---|---|---|
| Vectara Hallucination Rate | 4.4% | 5.1% |
| LMArena Expert | 1248 | 1360 |
| GPQA Diamond | 39.5% | — |
Multimodal Not comparable
Gemma 3 12B: —, Nova 2 Lite: —
| Benchmark | Gemma 3 12B | Nova 2 Lite |
|---|---|---|
| MindCube | 46.7% | — |
Multilingual Nova 2 Lite leads
Gemma 3 12B: 45.9 (#160), Nova 2 Lite: 47.3 (#148)
| Benchmark | Gemma 3 12B | Nova 2 Lite |
|---|---|---|
| LMArena Non-English | 1318 | 1337 |
| LMArena German | 1370 | 1343 |
| LMArena Russian | 1335 | 1343 |
| LMArena Chinese | — | 1364 |
| LMArena French | — | 1381 |
| LMArena Japanese | — | 1273 |
| LMArena Korean | — | 1284 |
| LMArena Spanish | — | 1372 |
Instruction Following Nova 2 Lite leads
Gemma 3 12B: 68.8 (#179), Nova 2 Lite: 70.7 (#156)
| Benchmark | Gemma 3 12B | Nova 2 Lite |
|---|---|---|
| LMArena Instruction Following | 1299 | 1335 |
Long Context Too close to call
Gemma 3 12B: 40.0 (#157), Nova 2 Lite: 40.6 (#145)
| Benchmark | Gemma 3 12B | Nova 2 Lite |
|---|---|---|
| LMArena Longer Query | 1317 | 1335 |
Writing & Preference Nova 2 Lite leads
Gemma 3 12B: 47.7 (#205), Nova 2 Lite: 54.1 (#150)
| Benchmark | Gemma 3 12B | Nova 2 Lite |
|---|---|---|
| LMArena Text | 1334 | 1362 |
| LMArena Creative Writing | 1331 | 1291 |
| LMArena Multi-Turn | 1334 | 1338 |
| EQ-Bench Creative Writing | 1126 | — |
Frequently asked questions
Is Gemma 3 12B better than Nova 2 Lite?
Nova 2 Lite is the stronger model overall, scoring 39.0 to 31.8 on the Noometry Index. Gemma 3 12B costs 11× less per token, which makes it the better buy when Nova 2 Lite's lead doesn't matter for your workload.
Which is cheaper, Gemma 3 12B or Nova 2 Lite?
Gemma 3 12B is cheaper. It lists at $0.05 per million input tokens and $0.15 per million output tokens; Nova 2 Lite lists at $0.30 and $2.50.
Is Gemma 3 12B or Nova 2 Lite better for coding?
Nova 2 Lite scores higher on coding benchmarks: 40.1 versus 31.2 in the Noometry coding category.
Which has the bigger context window?
Nova 2 Lite does, with 1M tokens against 131K.
How many benchmarks do Gemma 3 12B and Nova 2 Lite share?
14 benchmarks have published results for both models. Gemma 3 12B has 24 scored results on Noometry and Nova 2 Lite has 19.