Model comparison
Claude 3 Sonnet vs GPT-4 Turbo
GPT-4 Turbo is the stronger model overall, scoring 30.5 to 29.0 on the Noometry Index.
Last verified . 29 shared benchmarks.
Summary
- They share 29 benchmarks with published results for both. Claude 3 Sonnet scores higher in 2 categories and GPT-4 Turbo in 7 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where GPT-4 Turbo leads 47.7 to 42.1.
- The biggest single-benchmark swing is MATH Level 5: 18.2% for Claude 3 Sonnet and 46.7% for GPT-4 Turbo.
Side by side
| Claude 3 Sonnet | GPT-4 Turbo | |
|---|---|---|
| Provider | Anthropic | OpenAI |
| Noometry Index | 29.0 | 30.5 |
| Released | 2024-02-29 | 2023-11-06 |
| Weights | Proprietary | Proprietary |
| Context window | — | 128K |
| Max output | — | 4K |
| Input $ / M tokens | — | $10 |
| Output $ / M tokens | — | $30 |
| Results tracked | 30 | 36 |
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Category by category
Coding GPT-4 Turbo leads
Claude 3 Sonnet: 29.6 (#302), GPT-4 Turbo: 33.8 (#249)
| Benchmark | Claude 3 Sonnet | GPT-4 Turbo |
|---|---|---|
| WeirdML | 10.2% | 18% |
| BigCodeBench Instruct | 42.7% | 48.2% |
| LMArena Coding | 1223 | 1268 |
| BigCodeBench Complete | 53.8% | 58.2% |
| HumanEval+ | 64% | 86.6% |
| MBPP+ | 69.3% | 73.3% |
Agentic & Tool Use Not comparable
Claude 3 Sonnet: —, GPT-4 Turbo: —
| Benchmark | Claude 3 Sonnet | GPT-4 Turbo |
|---|---|---|
| METR Time Horizons | — | 36.7% |
Reasoning Claude 3 Sonnet leads
Claude 3 Sonnet: 20.5 (#237), GPT-4 Turbo: 15.3 (#317)
| Benchmark | Claude 3 Sonnet | GPT-4 Turbo |
|---|---|---|
| LMArena Hard Prompts | 1197 | 1251 |
| DTBench | 53.6% | 61.6% |
| Epoch Capabilities Index | 120.7 | 127.25 |
| SimpleBench | — | 25.1% |
| Chess Puzzles | — | 6% |
| LMCA | — | 9.8% |
| ForecastBench | — | 59.4 |
| WinoGrande | 75.1% | — |
Math Claude 3 Sonnet leads
Claude 3 Sonnet: 10.7 (#310), GPT-4 Turbo: 9.0 (#322)
| Benchmark | Claude 3 Sonnet | GPT-4 Turbo |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 2.5% | 6.7% |
| LMArena Math | 1213 | 1272 |
| MATH Level 5 | 18.2% | 46.7% |
| FrontierMath (Tiers 1-3) | — | 0.7% |
Knowledge GPT-4 Turbo leads
Claude 3 Sonnet: 21.1 (#276), GPT-4 Turbo: 24.3 (#268)
| Benchmark | Claude 3 Sonnet | GPT-4 Turbo |
|---|---|---|
| GPQA Diamond | 40.6% | 46.6% |
| LMArena Expert | 1173 | 1223 |
| MMLU | 75.9% | 81.3% |
| Confabulations | — | 28.4% |
Multimodal GPT-4 Turbo leads
Claude 3 Sonnet: 25.2 (#125), GPT-4 Turbo: 30.6 (#110)
| Benchmark | Claude 3 Sonnet | GPT-4 Turbo |
|---|---|---|
| LMArena Vision | 984 | 1090 |
Multilingual GPT-4 Turbo leads
Claude 3 Sonnet: 37.8 (#234), GPT-4 Turbo: 40.5 (#216)
| Benchmark | Claude 3 Sonnet | GPT-4 Turbo |
|---|---|---|
| LMArena Non-English | 1205 | 1245 |
| LMArena Chinese | 1189 | 1242 |
| LMArena French | 1229 | 1276 |
| LMArena German | 1204 | 1259 |
| LMArena Japanese | 1131 | 1194 |
| LMArena Korean | 1128 | 1187 |
| LMArena Russian | 1227 | 1259 |
| LMArena Spanish | 1204 | 1260 |
Instruction Following GPT-4 Turbo leads
Claude 3 Sonnet: 62.8 (#235), GPT-4 Turbo: 65.8 (#216)
| Benchmark | Claude 3 Sonnet | GPT-4 Turbo |
|---|---|---|
| LMArena Instruction Following | 1199 | 1249 |
Long Context GPT-4 Turbo leads
Claude 3 Sonnet: 36.7 (#228), GPT-4 Turbo: 38.0 (#206)
| Benchmark | Claude 3 Sonnet | GPT-4 Turbo |
|---|---|---|
| LMArena Longer Query | 1211 | 1254 |
Writing & Preference GPT-4 Turbo leads
Claude 3 Sonnet: 42.1 (#238), GPT-4 Turbo: 47.7 (#206)
| Benchmark | Claude 3 Sonnet | GPT-4 Turbo |
|---|---|---|
| LMArena Text | 1218 | 1272 |
| LMArena Creative Writing | 1186 | 1269 |
| LMArena Multi-Turn | 1227 | 1267 |
Frequently asked questions
Is Claude 3 Sonnet better than GPT-4 Turbo?
GPT-4 Turbo is the stronger model overall, scoring 30.5 to 29.0 on the Noometry Index.
Is Claude 3 Sonnet or GPT-4 Turbo better for coding?
GPT-4 Turbo scores higher on coding benchmarks: 33.8 versus 29.6 in the Noometry coding category.
How many benchmarks do Claude 3 Sonnet and GPT-4 Turbo share?
29 benchmarks have published results for both models. Claude 3 Sonnet has 30 scored results on Noometry and GPT-4 Turbo has 36.