Model comparison
Amazon Nova Experimental Chat 12 10 vs GPT-4o
Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.9 to 28.6 on the Noometry Index.
Last verified . 12 shared benchmarks.
Summary
- They share 12 benchmarks with published results for both. Amazon Nova Experimental Chat 12 10 scores higher in 8 categories and GPT-4o in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in math, where Amazon Nova Experimental Chat 12 10 leads 38.9 to 10.6.
Side by side
| Amazon Nova Experimental Chat 12 10 | GPT-4o | |
|---|---|---|
| Provider | Amazon | OpenAI |
| Noometry Index | 42.9 | 28.6 |
| Released | — | 2024-05-13 |
| Weights | Proprietary | Proprietary |
| Context window | — | 128K |
| Max output | — | 16K |
| Input $ / M tokens | — | $2.50 |
| Output $ / M tokens | — | $10 |
| Results tracked | 12 | 72 |
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Category by category
Coding Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 42.2 (#110), GPT-4o: 24.8 (#328)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GPT-4o |
|---|---|---|
| LMArena Coding | 1430 | 1297 |
| SWE-bench Verified | — | 31% |
| SWE-bench Verified (bash only) | — | 21.6% |
| Aider Polyglot | — | 45.3% |
| GSO | — | 0% |
| WeirdML | — | 25.1% |
| BigCodeBench Instruct | — | 51.1% |
| LiveBench Coding | — | 51.4% |
| BigCodeBench Complete | — | 61.1% |
| CadEval | — | 26% |
| HumanEval+ | — | 87.2% |
| MBPP+ | — | 72.2% |
Agentic & Tool Use Not comparable
Amazon Nova Experimental Chat 12 10: —, GPT-4o: 21.0 (#141)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GPT-4o |
|---|---|---|
| GDPval | — | 9.9% |
| TheAgentCompany | — | 8.6% |
| Cybench | — | 12.5% |
| BALROG | — | 32.3% |
| LMArena Search | — | 1006 |
| METR Time Horizons | — | 40.8% |
Reasoning Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 29.3 (#94), GPT-4o: 9.4 (#343)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GPT-4o |
|---|---|---|
| LMArena Hard Prompts | 1427 | 1281 |
| ARC-AGI-2 | — | 0% |
| SimpleBench | — | 17.8% |
| ARC-AGI-1 | — | 4.5% |
| CritPt | — | 0% |
| Chess Puzzles | — | 13% |
| EnigmaEval | — | 0.8% |
| LiveBench Reasoning | — | 55.8% |
| DTBench | — | 64.5% |
| LiveBench Data Analysis | — | 60.9% |
| LMCA | — | 16.6% |
| Epoch Capabilities Index | — | 128.97 |
| ForecastBench | — | 57.7 |
| LiveBench | — | 55.3% |
Math Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 38.9 (#124), GPT-4o: 10.6 (#312)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GPT-4o |
|---|---|---|
| LMArena Math | 1419 | 1285 |
| FrontierMath (Tiers 1-3) | — | 0.4% |
| OTIS Mock AIME 2024-2025 | — | 6.4% |
| Omni-MATH | — | 29.3% |
| LiveBench Math | — | 49.5% |
| MATH Level 5 | — | 53.3% |
| FrontierMath (Feb 2025 set) | — | 0.3% |
Knowledge Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 39.2 (#136), GPT-4o: 28.8 (#242)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GPT-4o |
|---|---|---|
| LMArena Expert | 1408 | 1250 |
| GPQA Diamond | — | 49.2% |
| Humanity's Last Exam | — | 2.7% |
| SimpleQA Verified | — | 26% |
| MMLU-Pro | — | 71.3% |
| Confabulations | — | 15.3% |
| Vectara Hallucination Rate | — | 9.6% |
| GPQA (HELM) | — | 52% |
| MMLU | — | 88.1% |
Multimodal Not comparable
Amazon Nova Experimental Chat 12 10: —, GPT-4o: 34.5 (#91)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GPT-4o |
|---|---|---|
| LMArena Vision | — | 1137 |
| Video-MME | — | 71.9% |
| GeoBench | — | 71% |
| VPCT | — | 40% |
| ScienceQA | — | 88.5% |
Multilingual Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 51.4 (#108), GPT-4o: 43.2 (#186)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GPT-4o |
|---|---|---|
| LMArena Non-English | 1398 | 1283 |
| LMArena Chinese | 1440 | 1277 |
| LMArena Russian | 1395 | 1286 |
| LMArena French | — | 1304 |
| LMArena German | — | 1282 |
| LMArena Japanese | — | 1257 |
| LMArena Korean | — | 1234 |
| LMArena Spanish | — | 1292 |
Instruction Following Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 73.2 (#123), GPT-4o: 66.6 (#207)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GPT-4o |
|---|---|---|
| LMArena Instruction Following | 1387 | 1278 |
| LiveBench Instruction Following | — | 68.6% |
| IFEval | — | 81.7% |
Long Context Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 42.4 (#125), GPT-4o: 39.4 (#179)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GPT-4o |
|---|---|---|
| LMArena Longer Query | 1391 | 1289 |
| Fiction.LiveBench | — | 66.7% |
Writing & Preference Amazon Nova Experimental Chat 12 10 leads
Amazon Nova Experimental Chat 12 10: 59.5 (#110), GPT-4o: 52.6 (#166)
| Benchmark | Amazon Nova Experimental Chat 12 10 | GPT-4o |
|---|---|---|
| LMArena Text | 1420 | 1300 |
| LMArena Creative Writing | 1350 | 1292 |
| LMArena Multi-Turn | 1409 | 1302 |
| Short-Story Creative Writing | — | 81.8% |
| WildBench | — | 82.8% |
| LiveBench Language | — | 47.6% |
Frequently asked questions
Is Amazon Nova Experimental Chat 12 10 better than GPT-4o?
Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.9 to 28.6 on the Noometry Index.
Is Amazon Nova Experimental Chat 12 10 or GPT-4o better for coding?
Amazon Nova Experimental Chat 12 10 scores higher on coding benchmarks: 42.2 versus 24.8 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 12 10 and GPT-4o share?
12 benchmarks have published results for both models. Amazon Nova Experimental Chat 12 10 has 12 scored results on Noometry and GPT-4o has 72.