Model comparison
Claude 3 Sonnet vs GPT-5.4 mini
GPT-5.4 mini is the stronger model overall, scoring 45.0 to 29.0 on the Noometry Index.
Last verified . 23 shared benchmarks.
Summary
- They share 23 benchmarks with published results for both. Claude 3 Sonnet scores higher in 0 categories and GPT-5.4 mini in 9 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in math, where GPT-5.4 mini leads 45.5 to 10.7.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 2.5% for Claude 3 Sonnet and 88.9% for GPT-5.4 mini.
Side by side
| Claude 3 Sonnet | GPT-5.4 mini | |
|---|---|---|
| Provider | Anthropic | OpenAI |
| Noometry Index | 29.0 | 45.0 |
| Released | 2024-02-29 | 2026-03-17 |
| Weights | Proprietary | Proprietary |
| Context window | — | 400K |
| Max output | — | 128K |
| Input $ / M tokens | — | $0.75 |
| Output $ / M tokens | — | $4.50 |
| Results tracked | 30 | 46 |
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Category by category
Coding GPT-5.4 mini leads
Claude 3 Sonnet: 29.6 (#302), GPT-5.4 mini: 45.2 (#72)
| Benchmark | Claude 3 Sonnet | GPT-5.4 mini |
|---|---|---|
| WeirdML | 10.2% | 60.3% |
| LMArena Coding | 1223 | 1438 |
| FrontierCode | — | 27% |
| LMArena WebDev | — | 1397 |
| SciCode | — | 49.9% |
| BigCodeBench Instruct | 42.7% | — |
| BigCodeBench Complete | 53.8% | — |
| ALE-Bench | — | 1,189 |
| HumanEval+ | 64% | — |
| MBPP+ | 69.3% | — |
Agentic & Tool Use Not comparable
Claude 3 Sonnet: —, GPT-5.4 mini: 29.9 (#81)
| Benchmark | Claude 3 Sonnet | GPT-5.4 mini |
|---|---|---|
| DeepResearch Bench | — | 36.3% |
Reasoning GPT-5.4 mini leads
Claude 3 Sonnet: 20.5 (#237), GPT-5.4 mini: 30.4 (#85)
| Benchmark | Claude 3 Sonnet | GPT-5.4 mini |
|---|---|---|
| LMArena Hard Prompts | 1197 | 1424 |
| DTBench | 53.6% | 80% |
| Epoch Capabilities Index | 120.7 | 148.84 |
| ARC-AGI-2 | — | 18.9% |
| Kagi LLM Benchmark | — | 37.9% |
| NYT Connections (extended) | — | 61.8% |
| ARC-AGI-1 | — | 63.7% |
| CritPt | — | 10% |
| Chess Puzzles | — | 24% |
| Thematic Generalization | — | 61.7% |
| Mystery Game Puzzles | — | 11% |
| LMCA | — | 40.8% |
| ForecastBench | — | 57 |
| WinoGrande | 75.1% | — |
Math GPT-5.4 mini leads
Claude 3 Sonnet: 10.7 (#310), GPT-5.4 mini: 45.5 (#75)
| Benchmark | Claude 3 Sonnet | GPT-5.4 mini |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 2.5% | 88.9% |
| LMArena Math | 1213 | 1419 |
| FrontierMath (Tiers 1-3) | — | 51.2% |
| FrontierMath Tier 4 | — | 9.8% |
| ProofBench | — | 21% |
| MATH Level 5 | 18.2% | — |
| FrontierMath (Feb 2025 set) | — | 28.3% |
| FrontierMath Tier 4 (v1) | — | 2.1% |
Knowledge GPT-5.4 mini leads
Claude 3 Sonnet: 21.1 (#276), GPT-5.4 mini: 51.5 (#67)
| Benchmark | Claude 3 Sonnet | GPT-5.4 mini |
|---|---|---|
| GPQA Diamond | 40.6% | 86.9% |
| LMArena Expert | 1173 | 1435 |
| SimpleQA Verified | — | 29.4% |
| Vectara Hallucination Rate | — | 5.5% |
| MMLU | 75.9% | — |
Multimodal GPT-5.4 mini leads
Claude 3 Sonnet: 25.2 (#125), GPT-5.4 mini: 39.7 (#56)
| Benchmark | Claude 3 Sonnet | GPT-5.4 mini |
|---|---|---|
| LMArena Vision | 984 | 1245 |
Multilingual GPT-5.4 mini leads
Claude 3 Sonnet: 37.8 (#234), GPT-5.4 mini: 51.9 (#96)
| Benchmark | Claude 3 Sonnet | GPT-5.4 mini |
|---|---|---|
| LMArena Non-English | 1205 | 1405 |
| LMArena Chinese | 1189 | 1446 |
| LMArena French | 1229 | 1440 |
| LMArena German | 1204 | 1409 |
| LMArena Japanese | 1131 | 1374 |
| LMArena Korean | 1128 | 1368 |
| LMArena Russian | 1227 | 1417 |
| LMArena Spanish | 1204 | 1405 |
Instruction Following GPT-5.4 mini leads
Claude 3 Sonnet: 62.8 (#235), GPT-5.4 mini: 74.1 (#102)
| Benchmark | Claude 3 Sonnet | GPT-5.4 mini |
|---|---|---|
| LMArena Instruction Following | 1199 | 1405 |
Long Context GPT-5.4 mini leads
Claude 3 Sonnet: 36.7 (#228), GPT-5.4 mini: 43.0 (#112)
| Benchmark | Claude 3 Sonnet | GPT-5.4 mini |
|---|---|---|
| LMArena Longer Query | 1211 | 1407 |
Writing & Preference GPT-5.4 mini leads
Claude 3 Sonnet: 42.1 (#238), GPT-5.4 mini: 64.0 (#58)
| Benchmark | Claude 3 Sonnet | GPT-5.4 mini |
|---|---|---|
| LMArena Text | 1218 | 1412 |
| LMArena Creative Writing | 1186 | 1370 |
| LMArena Multi-Turn | 1227 | 1429 |
| EQ-Bench Creative Writing | — | 1665 |
Frequently asked questions
Is Claude 3 Sonnet better than GPT-5.4 mini?
GPT-5.4 mini is the stronger model overall, scoring 45.0 to 29.0 on the Noometry Index.
Is Claude 3 Sonnet or GPT-5.4 mini better for coding?
GPT-5.4 mini scores higher on coding benchmarks: 45.2 versus 29.6 in the Noometry coding category.
How many benchmarks do Claude 3 Sonnet and GPT-5.4 mini share?
23 benchmarks have published results for both models. Claude 3 Sonnet has 30 scored results on Noometry and GPT-5.4 mini has 46.