Model comparison
Amazon Nova Experimental Chat 12 10 vs Gemini 3.1 Flash Lite
Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.9 to 40.8 on the Noometry Index.
Last verified . 12 shared benchmarks.
GoogleSummary
- They share 12 benchmarks with published results for both. Amazon Nova Experimental Chat 12 10 scores higher in 3 categories and Gemini 3.1 Flash Lite in 5 categories; 5 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Amazon Nova Experimental Chat 12 10 leads 29.3 to 22.9.
Side by side
| Amazon Nova Experimental Chat 12 10 | Gemini 3.1 Flash Lite | |
|---|---|---|
| Provider | Amazon | |
| Noometry Index | 42.9 | 40.8 |
| Released | — | 2026-03-03 |
| Weights | Proprietary | Proprietary |
| Context window | — | 1.05M |
| Max output | — | 66K |
| Input $ / M tokens | — | $0.25 |
| Output $ / M tokens | — | $1.50 |
| Results tracked | 12 | 38 |
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Category by category
Coding Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 42.2 (#110), Gemini 3.1 Flash Lite: 37.8 (#188)
| Benchmark | Amazon Nova Experimental Chat 12 10 | Gemini 3.1 Flash Lite |
|---|---|---|
| LMArena Coding | 1430 | 1400 |
| LMArena WebDev | — | 1256 |
| SciCode | — | 41.9% |
| WeirdML | — | 52.2% |
| ALE-Bench | — | 797.73 |
Agentic & Tool Use Not comparable
Amazon Nova Experimental Chat 12 10: —, Gemini 3.1 Flash Lite: 30.2 (#79)
| Benchmark | Amazon Nova Experimental Chat 12 10 | Gemini 3.1 Flash Lite |
|---|---|---|
| DeepResearch Bench | — | 37.3% |
Reasoning Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 29.3 (#94), Gemini 3.1 Flash Lite: 22.9 (#186)
| Benchmark | Amazon Nova Experimental Chat 12 10 | Gemini 3.1 Flash Lite |
|---|---|---|
| LMArena Hard Prompts | 1427 | 1407 |
| Kagi LLM Benchmark | — | 67.2% |
| NYT Connections (extended) | — | 8.2% |
| CritPt | — | 1.1% |
| Chess Puzzles | — | 25% |
| EnigmaEval | — | 3% |
| Thematic Generalization | — | 63.3% |
| DTBench | — | 76.8% |
| LMCA | — | 35% |
| Epoch Capabilities Index | — | 144.47 |
| ForecastBench | — | 54.4 |
Math Gemini 3.1 Flash Lite leads
Amazon Nova Experimental Chat 12 10: 38.9 (#124), Gemini 3.1 Flash Lite: 40.7 (#90)
| Benchmark | Amazon Nova Experimental Chat 12 10 | Gemini 3.1 Flash Lite |
|---|---|---|
| LMArena Math | 1419 | 1428 |
| FrontierMath (Tiers 1-3) | — | 27.7% |
| OTIS Mock AIME 2024-2025 | — | 80% |
Knowledge Gemini 3.1 Flash Lite leads
Amazon Nova Experimental Chat 12 10: 39.2 (#136), Gemini 3.1 Flash Lite: 41.9 (#104)
| Benchmark | Amazon Nova Experimental Chat 12 10 | Gemini 3.1 Flash Lite |
|---|---|---|
| LMArena Expert | 1408 | 1398 |
| GPQA Diamond | — | 81.8% |
| Humanity's Last Exam | — | 8.6% |
| Vectara Hallucination Rate | — | 8.2% |
Multimodal Not comparable
Amazon Nova Experimental Chat 12 10: —, Gemini 3.1 Flash Lite: 39.4 (#60)
| Benchmark | Amazon Nova Experimental Chat 12 10 | Gemini 3.1 Flash Lite |
|---|---|---|
| LMArena Vision | — | 1240 |
Multilingual Too close to call
Amazon Nova Experimental Chat 12 10: 51.4 (#108), Gemini 3.1 Flash Lite: 52.3 (#86)
| Benchmark | Amazon Nova Experimental Chat 12 10 | Gemini 3.1 Flash Lite |
|---|---|---|
| LMArena Non-English | 1398 | 1411 |
| LMArena Chinese | 1440 | 1461 |
| LMArena Russian | 1395 | 1420 |
| LMArena French | — | 1424 |
| LMArena German | — | 1429 |
| LMArena Japanese | — | 1413 |
| LMArena Korean | — | 1392 |
| LMArena Spanish | — | 1421 |
Instruction Following Too close to call
Amazon Nova Experimental Chat 12 10: 73.2 (#123), Gemini 3.1 Flash Lite: 72.7 (#131)
| Benchmark | Amazon Nova Experimental Chat 12 10 | Gemini 3.1 Flash Lite |
|---|---|---|
| LMArena Instruction Following | 1387 | 1377 |
Long Context Too close to call
Amazon Nova Experimental Chat 12 10: 42.4 (#125), Gemini 3.1 Flash Lite: 42.5 (#122)
| Benchmark | Amazon Nova Experimental Chat 12 10 | Gemini 3.1 Flash Lite |
|---|---|---|
| LMArena Longer Query | 1391 | 1394 |
Writing & Preference Gemini 3.1 Flash Lite leads
Amazon Nova Experimental Chat 12 10: 59.5 (#110), Gemini 3.1 Flash Lite: 60.9 (#94)
| Benchmark | Amazon Nova Experimental Chat 12 10 | Gemini 3.1 Flash Lite |
|---|---|---|
| LMArena Text | 1420 | 1416 |
| LMArena Creative Writing | 1350 | 1401 |
| LMArena Multi-Turn | 1409 | 1417 |
Frequently asked questions
Is Amazon Nova Experimental Chat 12 10 better than Gemini 3.1 Flash Lite?
Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.9 to 40.8 on the Noometry Index.
Is Amazon Nova Experimental Chat 12 10 or Gemini 3.1 Flash Lite better for coding?
Amazon Nova Experimental Chat 12 10 scores higher on coding benchmarks: 42.2 versus 37.8 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 12 10 and Gemini 3.1 Flash Lite share?
12 benchmarks have published results for both models. Amazon Nova Experimental Chat 12 10 has 12 scored results on Noometry and Gemini 3.1 Flash Lite has 38.