# Amazon Nova Experimental Chat 11 10 vs GPT-4

> Amazon Nova Experimental Chat 11 10 is the stronger model overall, scoring 42.4 to 28.9 on the Noometry Index.

- Canonical page: https://noometry.com/compare/amazon-nova-experimental-chat-11-10-vs-gpt-4
- Last updated: 2026-10-10
- Shared benchmarks: 17

## Summary

- They share 17 benchmarks with published results for both. Amazon Nova Experimental Chat 11 10 scores higher in 8 categories and GPT-4 in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in math, where Amazon Nova Experimental Chat 11 10 leads 36.4 to 10.1.

## Snapshot

| | Amazon Nova Experimental Chat 11 10 | GPT-4 |
|---|---|---|
| Provider | Amazon | OpenAI |
| Noometry Index | 42.4 | 28.9 |
| Rank | 101 | 308 |
| Context | — | 8K |
| Input $/M | — | $30 |
| Output $/M | — | $60 |
| Weights | Proprietary | Proprietary |

## Coding

- Amazon Nova Experimental Chat 11 10: 41.6 (#109)
- GPT-4: 31.2 (#277)

| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-4 |
|---|---|---|
| LMArena Coding | 1433 | 1254 |
| WeirdML | — | 12.4% |
| BigCodeBench Instruct | — | 46% |
| BigCodeBench Complete | — | 57.2% |
| HumanEval+ | — | 79.3% |

## Agentic & Tool Use

- Amazon Nova Experimental Chat 11 10: —
- GPT-4: —

| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-4 |
|---|---|---|
| METR Time Horizons | — | 36.1% |

## Reasoning

- Amazon Nova Experimental Chat 11 10: 27.9 (#94)
- GPT-4: 17.3 (#285)

| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-4 |
|---|---|---|
| LMArena Hard Prompts | 1422 | 1241 |
| Chess Puzzles | — | 4% |
| Mystery Game Puzzles | — | 12% |
| DTBench | — | 62.7% |
| LMCA | — | 17.1% |
| BIG-Bench Hard | — | 75.1% |
| Epoch Capabilities Index | — | 125.88 |
| ForecastBench | — | 57.8 |
| HellaSwag | — | 95.3% |
| WinoGrande | — | 87.5% |

## Math

- Amazon Nova Experimental Chat 11 10: 36.4 (#116)
- GPT-4: 10.1 (#304)

| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-4 |
|---|---|---|
| LMArena Math | 1431 | 1269 |
| OTIS Mock AIME 2024-2025 | — | 1.1% |
| MATH Level 5 | — | 23% |
| GSM8K | — | 92% |

## Knowledge

- Amazon Nova Experimental Chat 11 10: 39.3 (#122)
- GPT-4: 18.4 (#277)

| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-4 |
|---|---|---|
| LMArena Expert | 1432 | 1211 |
| GPQA Diamond | — | 35.7% |
| MMLU | — | 86.4% |
| TriviaQA | — | 84.8% |

## Multilingual

- Amazon Nova Experimental Chat 11 10: 52.1 (#91)
- GPT-4: 40.8 (#210)

| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-4 |
|---|---|---|
| LMArena Non-English | 1405 | 1246 |
| LMArena Chinese | 1463 | 1242 |
| LMArena French | 1449 | 1282 |
| LMArena German | 1396 | 1251 |
| LMArena Japanese | 1383 | 1209 |
| LMArena Korean | 1387 | 1184 |
| LMArena Russian | 1395 | 1251 |
| LMArena Spanish | 1444 | 1261 |

## Instruction Following

- Amazon Nova Experimental Chat 11 10: 73.4 (#118)
- GPT-4: 65.5 (#217)

| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-4 |
|---|---|---|
| LMArena Instruction Following | 1387 | 1241 |

## Long Context

- Amazon Nova Experimental Chat 11 10: 42.5 (#116)
- GPT-4: 37.7 (#207)

| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-4 |
|---|---|---|
| LMArena Longer Query | 1395 | 1244 |

## Writing & Preference

- Amazon Nova Experimental Chat 11 10: 59.0 (#109)
- GPT-4: 35.0 (#263)

| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-4 |
|---|---|---|
| LMArena Text | 1415 | 1263 |
| LMArena Creative Writing | 1349 | 1244 |
| LMArena Multi-Turn | 1380 | 1257 |
| EQ-Bench Creative Writing | — | 752 |

## FAQ

### Is Amazon Nova Experimental Chat 11 10 better than GPT-4?

Amazon Nova Experimental Chat 11 10 is the stronger model overall, scoring 42.4 to 28.9 on the Noometry Index.

### Is Amazon Nova Experimental Chat 11 10 or GPT-4 better for coding?

Amazon Nova Experimental Chat 11 10 scores higher on coding benchmarks: 41.6 versus 31.2 in the Noometry coding category.

### How many benchmarks do Amazon Nova Experimental Chat 11 10 and GPT-4 share?

17 benchmarks have published results for both models. Amazon Nova Experimental Chat 11 10 has 17 scored results on Noometry and GPT-4 has 38.