GPT-5.1 High
| Released | 2025-11-13 |
|---|---|
| Price per 1M | $1.25 in · $10.00 out |
| Overall score | 54.5 · rank 204 |
| Context window | 400,000 tokens |
| Provider | OpenAI |
| Weights | Proprietary |
| Configuration | High |
Scores
| Dimension | Score | Rank | Benchmarks |
|---|---|---|---|
| Overall: Balanced | 54.5 | 204 | 18 |
| Overall: Coding | 52.8 | 220 | 9 |
| Overall: Reasoning | 55.3 | 187 | 10 |
| Overall: Agentic work | 54.5 | 214 | 8 |
| Overall: Frontend | 49.8 | 220 | 7 |
| Coding | 54.0 | 198 | 3 |
| Reasoning | 55.3 | 194 | 5 |
| Math | 55.3 | 117 | 3 |
| Knowledge | 55.3 | 71 | 2 |
| Frontend | 46.9 | 136 | 1 |
| General | 56.3 | 96 | 1 |
| Multimodal | 55.0 | 79 | 3 |
| Value vs price | +0.7 | 222 |
Evidence
Coding 54.0 ±2.9
| Benchmark | Result | Source | Date |
|---|---|---|---|
| GSO | 13.7% | Epoch AI | 2026-11-11 |
| LiveCodeBench (Vals run) | 86.5% | Vals AI | 2026-09-01 |
| SWE-bench Verified (Epoch run) | 68.0% | Epoch AI | 2026-02-18 |
| SWE-bench Verified (Vals run) | 69.8% | Vals AI | 2026-09-01 |
Reasoning 55.3 ±2.1
| Benchmark | Result | Source | Date |
|---|---|---|---|
| ARC-AGI-2 | 17.6% | Epoch AI | 2026-11-11 |
| ARC-AGI-2 (ARC Prize verified) | 17.6% | ARC Prize | 2026-11-11 |
| ARC-AGI-1 (ARC Prize verified) | 72.8% | ARC Prize | 2026-11-11 |
| ARC-AGI-1 | 72.8% | Epoch AI | 2026-11-11 |
| GPQA Diamond | 87.6% | Epoch AI | 2025-11-13 |
| GPQA Diamond (Vals run) | 86.6% | Vals AI | 2026-09-01 |
| Chess Puzzles | 42.0% | Epoch AI | 2026-10-13 |
| SimpleBench | 53.2% | SimpleBench | 2025-11-16 |
| SimpleBench | 53.2% | Epoch AI | 2026-11-11 |
Math 55.3 ±2.1
| Benchmark | Result | Source | Date |
|---|---|---|---|
| FrontierMath Tiers 1-3 (2025 set) | 31.0% | Epoch AI | 2025-11-13 |
| FrontierMath Tier 4 (2025 set) | 12.5% | Epoch AI | 2025-11-13 |
| OTIS Mock AIME 2024-2025 | 88.6% | Epoch AI | 2025-11-13 |
Knowledge 55.3 ±2.5
| Benchmark | Result | Source | Date |
|---|---|---|---|
| SimpleQA Verified | 48.0% | Epoch AI | 2026-08-27 |
| MMLU-Pro (Vals run) | 86.4% | Vals AI | 2026-09-01 |
Frontend 46.9 ±0.8
| Benchmark | Result | Source | Date |
|---|---|---|---|
| Vibe Code Bench v1.1 | 24.6% | Vals AI | 2026-11-09 |
General 56.3 ±4.1
| Benchmark | Result | Source | Date |
|---|---|---|---|
| LMArena Text | 1,455 | LMArena | 2026-11-09 |
Multimodal 55.0 ±2.9
| Benchmark | Result | Source | Date |
|---|---|---|---|
| LMArena Vision | 1,251 | LMArena | 2026-11-09 |
| MMMU-Pro (Vals run) | 83.2% | Vals AI | 2026-09-01 |
| VPCT | 58.7% | Epoch AI | 2026-11-11 |
Names matched to this model
gpt-5-1-high