Model comparison
Claude 3 Sonnet vs GPT-6.1 Sol
GPT-6.1 Sol is the stronger model overall, scoring 65.6 to 29.0 on the Noometry Index.
Last verified . 16 shared benchmarks.
Summary
- They share 16 benchmarks with published results for both. Claude 3 Sonnet scores higher in 0 categories and GPT-6.1 Sol in 9 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in math, where GPT-6.1 Sol leads 93.7 to 10.7.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 2.5% for Claude 3 Sonnet and 100% for GPT-6.1 Sol.
Side by side
| Claude 3 Sonnet | GPT-6.1 Sol | |
|---|---|---|
| Provider | Anthropic | OpenAI |
| Noometry Index | 29.0 | 65.6 |
| Released | 2024-02-29 | 2026-09-29 |
| Weights | Proprietary | Proprietary |
| Context window | — | 1.05M |
| Max output | — | 128K |
| Input $ / M tokens | — | $2 |
| Output $ / M tokens | — | $10 |
| Results tracked | 30 | 34 |
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Category by category
Coding GPT-6.1 Sol leads
Claude 3 Sonnet: 29.6 (#302), GPT-6.1 Sol: 63.2 (#8)
| Benchmark | Claude 3 Sonnet | GPT-6.1 Sol |
|---|---|---|
| LMArena Coding | 1223 | 1487 |
| DeepSWE | — | 75.2% |
| FrontierCode | — | 50.2% |
| LMArena WebDev | — | 1755 |
| SciCode | — | 55.8% |
| WeirdML | 10.2% | — |
| BigCodeBench Instruct | 42.7% | — |
| BigCodeBench Complete | 53.8% | — |
| HumanEval+ | 64% | — |
| MBPP+ | 69.3% | — |
Agentic & Tool Use Not comparable
Claude 3 Sonnet: —, GPT-6.1 Sol: 39.6 (#26)
| Benchmark | Claude 3 Sonnet | GPT-6.1 Sol |
|---|---|---|
| APEX-Agents | — | 60% |
| GDP.pdf | — | 32% |
Reasoning GPT-6.1 Sol leads
Claude 3 Sonnet: 20.5 (#237), GPT-6.1 Sol: 81.9 (#2)
| Benchmark | Claude 3 Sonnet | GPT-6.1 Sol |
|---|---|---|
| LMArena Hard Prompts | 1197 | 1466 |
| Epoch Capabilities Index | 120.7 | 166.09 |
| ARC-AGI-2 | — | 94.2% |
| NYT Connections (extended) | — | 95.5% |
| ARC-AGI-1 | — | 98.5% |
| CritPt | — | 31.7% |
| Chess Puzzles | — | 61% |
| EBR-Bench | — | 54.3% |
| Mystery Game Puzzles | — | 80% |
| DTBench | 53.6% | — |
| WinoGrande | 75.1% | — |
Math GPT-6.1 Sol leads
Claude 3 Sonnet: 10.7 (#310), GPT-6.1 Sol: 93.7 (#1)
| Benchmark | Claude 3 Sonnet | GPT-6.1 Sol |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 2.5% | 100% |
| LMArena Math | 1213 | 1464 |
| FrontierMath (Tiers 1-3) | — | 93.7% |
| FrontierMath Tier 4 | — | 100% |
| ProofBench | — | 99% |
| MATH Level 5 | 18.2% | — |
Knowledge GPT-6.1 Sol leads
Claude 3 Sonnet: 21.1 (#276), GPT-6.1 Sol: 71.8 (#4)
| Benchmark | Claude 3 Sonnet | GPT-6.1 Sol |
|---|---|---|
| GPQA Diamond | 40.6% | 95.4% |
| LMArena Expert | 1173 | 1502 |
| SimpleQA Verified | — | 73.9% |
| MMLU | 75.9% | — |
Multimodal GPT-6.1 Sol leads
Claude 3 Sonnet: 25.2 (#125), GPT-6.1 Sol: 52.7 (#5)
| Benchmark | Claude 3 Sonnet | GPT-6.1 Sol |
|---|---|---|
| LMArena Vision | 984 | 1288 |
| Furniture Assembly | — | 80% |
Multilingual GPT-6.1 Sol leads
Claude 3 Sonnet: 37.8 (#234), GPT-6.1 Sol: 54.3 (#46)
| Benchmark | Claude 3 Sonnet | GPT-6.1 Sol |
|---|---|---|
| LMArena Non-English | 1205 | 1438 |
| LMArena Chinese | 1189 | 1477 |
| LMArena Russian | 1227 | 1455 |
| LMArena French | 1229 | — |
| LMArena German | 1204 | — |
| LMArena Japanese | 1131 | — |
| LMArena Korean | 1128 | — |
| LMArena Spanish | 1204 | — |
Instruction Following GPT-6.1 Sol leads
Claude 3 Sonnet: 62.8 (#235), GPT-6.1 Sol: 77.0 (#29)
| Benchmark | Claude 3 Sonnet | GPT-6.1 Sol |
|---|---|---|
| LMArena Instruction Following | 1199 | 1468 |
Long Context GPT-6.1 Sol leads
Claude 3 Sonnet: 36.7 (#228), GPT-6.1 Sol: 44.9 (#54)
| Benchmark | Claude 3 Sonnet | GPT-6.1 Sol |
|---|---|---|
| LMArena Longer Query | 1211 | 1465 |
Writing & Preference GPT-6.1 Sol leads
Claude 3 Sonnet: 42.1 (#238), GPT-6.1 Sol: 63.6 (#63)
| Benchmark | Claude 3 Sonnet | GPT-6.1 Sol |
|---|---|---|
| LMArena Text | 1218 | 1447 |
| LMArena Creative Writing | 1186 | 1432 |
| LMArena Multi-Turn | 1227 | 1449 |
Frequently asked questions
Is Claude 3 Sonnet better than GPT-6.1 Sol?
GPT-6.1 Sol is the stronger model overall, scoring 65.6 to 29.0 on the Noometry Index.
Is Claude 3 Sonnet or GPT-6.1 Sol better for coding?
GPT-6.1 Sol scores higher on coding benchmarks: 63.2 versus 29.6 in the Noometry coding category.
How many benchmarks do Claude 3 Sonnet and GPT-6.1 Sol share?
16 benchmarks have published results for both models. Claude 3 Sonnet has 30 scored results on Noometry and GPT-6.1 Sol has 34.