Complex Reasoning on SCALE MultiChallenge
65.1AccuracyBRAID
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BRAIDGenerator=gpt-5.1 medium, Solver=gpt-5 medium2025.12 | 65.1 | 1.16 | — | |
| BRAIDGenerator=gpt-5 medium, Solver=gpt-5 mini medium2025.12 | 63.6 | 6.93 | — | |
| BRAIDGenerator=gpt-5 medium, Solver=gpt-5 mini minimal2025.12 | 62.9 | 11.74 | — | |
| BRAIDGenerator=gpt-5 medium, Solver=gpt-5.1 medium2025.12 | 62.9 | 1.36 | — | |
| BRAIDGenerator=gpt-5 medium, Solver=gpt-5 minimal2025.12 | 61.8 | 2.84 | — | |
| BRAIDGenerator=gpt-5 mini medium, Solver=gpt-5.1 medium2025.12 | 61.4 | 1.14 | — | |
| BRAIDGenerator=gpt-5 medium, Solver=gpt-5 medium2025.12 | 61 | 1.05 | — | |
| BRAIDGenerator=gpt-5 medium, Solver=gpt-5.1 none2025.12 | 60.7 | 1.75 | — | |
| BRAIDGenerator=gpt-5 mini medium, Solver=gpt-5 medium2025.12 | 60.3 | 0.85 | — | |
| BRAIDGenerator=gpt-5.1 none, Solver=gpt-5.1 medium2025.12 | 59.9 | 1.53 | — | |
| BRAIDGenerator=gpt-5 mini minimal, Solver=gpt-5.1 medium2025.12 | 59.6 | 1.23 | — | |
| BRAIDGenerator=gpt-4o, Solver=gpt-5.1 medium2025.12 | 59.2 | 1.5 | — | |
| BRAIDGenerator=gpt-5 medium, Solver=gpt-5 nano medium2025.12 | 59.2 | 30.31 | — | |
| BRAIDGenerator=gpt-5 mini minimal, Solver=gpt-5 medium2025.12 | 58.8 | 0.89 | — | |
| BRAIDGenerator=gpt-5 minimal, Solver=gpt-5.1 none2025.12 | 58.8 | 4.1 | — | |
| BRAIDGenerator=gpt-5.1 medium, Solver=gpt-5 mini medium2025.12 | 58.8 | 6.78 | — | |
| BRAIDGenerator=gpt-4o, Solver=gpt-5 medium2025.12 | 58.5 | 0.96 | — | |
| BRAIDGenerator=gpt-5.1 medium, Solver=gpt-5 minimal2025.12 | 58.5 | 2.87 | — | |
| BRAIDGenerator=gpt-4o, Solver=gpt-5 mini medium2025.12 | 57.7 | 6.18 | — | |
| BRAIDGenerator=gpt-5 minimal, Solver=gpt-5.1 medium2025.12 | 57.7 | 1.22 | — | |
| BRAIDGenerator=gpt-5 nano minimal, Solver=gpt-5 medium2025.12 | 57.4 | 0.89 | — | |
| BRAIDGenerator=gpt-5.1 medium, Solver=gpt-5.1 none2025.12 | 57 | 4.84 | — | |
| BRAIDGenerator=gpt-5 mini medium, Solver=gpt-5 minimal2025.12 | 56.6 | 2.36 | — | |
| BRAIDGenerator=gpt-5 nano medium, Solver=gpt-5 medium2025.12 | 56.3 | 2.85 | — | |
| BRAIDGenerator=gpt-5.1 medium, Solver=gpt-5 mini minimal2025.12 | 56.3 | 11.43 | — | |
| BRAIDGenerator=gpt-5.1 medium, Solver=gpt-5 nano medium2025.12 | 56.3 | 16.54 | — | |
| BRAIDGenerator=gpt-5 nano minimal, Solver=gpt-5.1 medium2025.12 | 55.9 | 1.24 | — | |
| BRAIDGenerator=gpt-5 mini minimal, Solver=gpt-5 minimal2025.12 | 55.5 | 3.2 | — | |
| BRAIDGenerator=gpt-5 mini minimal, Solver=gpt-5.1 none2025.12 | 55.5 | 1.63 | — | |
| BRAIDGenerator=gpt-5 nano medium, Solver=gpt-5.1 medium2025.12 | 55.5 | 1.19 | — | |
| BRAIDGenerator=gpt-5 mini medium, Solver=gpt-5.1 none2025.12 | 55.1 | 1.5 | — | |
| BRAIDGenerator=gpt-5 minimal, Solver=gpt-5 medium2025.12 | 55.1 | 0.9 | — | |
| BRAIDGenerator=gpt-5.1 medium, Solver=gpt-5.1 medium2025.12 | 55.1 | 1.39 | — | |
| BRAIDGenerator=gpt-5.1 none, Solver=gpt-5 medium2025.12 | 55.1 | 1.22 | — | |
| BRAIDGenerator=gpt-5 mini minimal, Solver=gpt-5 mini medium2025.12 | 54.8 | 5.29 | — | |
| BRAIDGenerator=gpt-5.1 none, Solver=gpt-5 mini medium2025.12 | 54.8 | 9.83 | — | |
| BRAIDGenerator=gpt-5 minimal, Solver=gpt-5 mini minimal2025.12 | 54 | 10.33 | — | |
| BRAIDGenerator=gpt-5 medium, Solver=gpt-4o2025.12 | 53.7 | 9.76 | — | |
| BRAIDGenerator=gpt-5 minimal, Solver=gpt-5 mini medium2025.12 | 53.3 | 5.4 | — | |
| BRAIDGenerator=gpt-5.1 none, Solver=gpt-5 mini minimal2025.12 | 53.3 | 10.37 | — | |
| BRAIDGenerator=gpt-5 mini medium, Solver=gpt-5 mini minimal2025.12 | 52.9 | 9.57 | — | |
| BRAIDGenerator=gpt-5 mini medium, Solver=gpt-5 nano medium2025.12 | 52.6 | 14.27 | — | |
| BRAIDGenerator=gpt-5.1 medium, Solver=gpt-4o2025.12 | 51.8 | 10.71 | — | |
| BRAIDGenerator=gpt-4o, Solver=gpt-5.1 none2025.12 | 51.5 | 1.83 | — | |
| BRAIDGenerator=gpt-5 mini medium, Solver=gpt-5 mini medium2025.12 | 51.5 | 4.65 | — | |
| BRAIDGenerator=gpt-5 nano medium, Solver=gpt-5.1 none2025.12 | 51.1 | 1.63 | — | |
| BRAIDGenerator=gpt-5 nano minimal, Solver=gpt-5 mini medium2025.12 | 51.1 | 5.09 | — | |
| BRAIDGenerator=gpt-5 nano medium, Solver=gpt-5 mini medium2025.12 | 50.7 | 9.6 | — | |
| BRAIDGenerator=gpt-5 minimal, Solver=gpt-5 nano medium2025.12 | 49.6 | 13.92 | — | |
| BRAIDGenerator=gpt-5.1 none, Solver=gpt-5 minimal2025.12 | 49.6 | 2.44 | — | |
| BRAIDGenerator=gpt-5 nano minimal, Solver=gpt-5.1 none2025.12 | 49.3 | 1.62 | — | |
| BRAIDGenerator=gpt-5.1 none, Solver=gpt-5 nano medium2025.12 | 49.3 | 14.26 | — | |
| BRAIDGenerator=gpt-5 mini minimal, Solver=gpt-5 nano medium2025.12 | 48.9 | 12.6 | — | |
| BRAIDGenerator=gpt-5.1 none, Solver=gpt-5.1 none2025.12 | 48.2 | 1.55 | — | |
| BRAIDGenerator=gpt-4o, Solver=gpt-5 minimal2025.12 | 47.4 | 2.6 | — | |
| BRAIDGenerator=gpt-5 nano medium, Solver=gpt-5 minimal2025.12 | 46.3 | 2.25 | — | |
| BRAIDGenerator=gpt-5 nano minimal, Solver=gpt-5 minimal2025.12 | 46.3 | 2.3 | — | |
| BRAIDGenerator=gpt-5.1 none, Solver=gpt-4o2025.12 | 46.3 | 7.58 | — | |
| BRAIDGenerator=gpt-5 mini medium, Solver=gpt-4o2025.12 | 46 | 10.71 | — | |
| BRAIDGenerator=gpt-5 medium, Solver=gpt-5 nano minimal2025.12 | 45.2 | 52.84 | — | |
| BRAIDGenerator=gpt-5.1 medium, Solver=gpt-5 nano minimal2025.12 | 44.9 | 55.54 | — | |
| BRAIDGenerator=gpt-4o, Solver=gpt-5 nano medium2025.12 | 44.5 | 13.16 | — | |
| BRAIDGenerator=gpt-5 nano minimal, Solver=gpt-5 mini minimal2025.12 | 44.5 | 9.77 | — | |
| BRAIDGenerator=gpt-5 minimal, Solver=gpt-4o2025.12 | 43.8 | 7.7 | — | |
| BRAIDGenerator=gpt-5.1 none, Solver=gpt-5 nano minimal2025.12 | 43.8 | 55.07 | — | |
| BRAIDGenerator=gpt-4o, Solver=gpt-5 mini minimal2025.12 | 43.4 | 10.31 | — | |
| BRAIDGenerator=gpt-5 nano medium, Solver=gpt-5 mini minimal2025.12 | 42.6 | 8.91 | — | |
| BRAIDGenerator=gpt-5 nano minimal, Solver=gpt-5 nano medium2025.12 | 41.2 | 11.59 | — | |
| BRAIDGenerator=gpt-5 minimal, Solver=gpt-5 nano minimal2025.12 | 40.8 | 48.08 | — | |
| BRAIDGenerator=gpt-5 mini minimal, Solver=gpt-4o2025.12 | 40.4 | 9.15 | — | |
| BRAIDGenerator=gpt-5 minimal, Solver=gpt-5 minimal2025.12 | 40.4 | 1.84 | — | |
| BRAIDGenerator=gpt-5 mini minimal, Solver=gpt-5 mini minimal2025.12 | 40.1 | 8.21 | — | |
| BRAIDGenerator=gpt-5 nano medium, Solver=gpt-5 nano medium2025.12 | 40.1 | 11.11 | — | |
| BRAIDGenerator=gpt-5 mini minimal, Solver=gpt-5 nano minimal2025.12 | 39.3 | 51.38 | — | |
| BRAIDGenerator=gpt-5 mini medium, Solver=gpt-5 nano minimal2025.12 | 35.7 | 43.46 | — | |
| BRAIDGenerator=gpt-5 nano medium, Solver=gpt-4o2025.12 | 35.3 | 10.55 | — | |
| BRAIDGenerator=gpt-5 nano medium, Solver=gpt-5 nano minimal2025.12 | 34.2 | 47.89 | — | |
| BRAIDGenerator=gpt-5 nano minimal, Solver=gpt-4o2025.12 | 28.3 | 3.72 | — | |
| BRAIDGenerator=gpt-4o, Solver=gpt-5 nano minimal2025.12 | 27.9 | 41.82 | — | |
| BRAIDGenerator=gpt-5 nano minimal, Solver=gpt-5 nano minimal2025.12 | 23.9 | 31.19 | — | |
| BRAIDGenerator=gpt-4o, Solver=gpt-4o2025.12 | 16.9 | 2.42 | — | |
| Cosmos3-Edge2026.06 | — | — | 28.1 | |
| Qwen3.5-2B2026.06 | — | — | 33.7 |