Pareto prompt set identification on CNN/DailyMail
18.03Hypervolume (HV)MLP-EGE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MLP-EGEK (Prompt set size)=30, b (Per-arm budget)=8, Model=Llama 32026.05 | 18.03 | — | — | — | — | |
| EGEK (Prompt set size)=100, b (Per-arm budget)=10, Model=Llama 32026.05 | 17.54 | — | — | — | — | |
| EGEK (Prompt set size)=30, b (Per-arm budget)=8, Model=Llama 32026.05 | 17.53 | — | — | — | — | |
| EGEK (Prompt set size)=30, b (Per-arm budget)=10, Model=Llama 32026.05 | 17.44 | — | — | — | — | |
| MLP-EGEK (Prompt set size)=30, b (Per-arm budget)=10, Model=Llama 32026.05 | 17.27 | — | — | — | — | |
| EGEK (Prompt set size)=50, b (Per-arm budget)=10, Model=Llama 32026.05 | 17.2 | — | — | — | — | |
| MLP-EGEK (Prompt set size)=100, b (Per-arm budget)=10, Model=Llama 32026.05 | 17.16 | — | — | — | — | |
| EGEK (Prompt set size)=50, b (Per-arm budget)=8, Model=Llama 32026.05 | 17.06 | — | — | — | — | |
| MLP-EGEK (Prompt set size)=100, b (Per-arm budget)=8, Model=Llama 32026.05 | 16.99 | — | — | — | — | |
| EGEK (Prompt set size)=100, b (Per-arm budget)=8, Model=Llama 32026.05 | 16.9 | — | — | — | — | |
| MLP-EGEK (Prompt set size)=30, b (Per-arm budget)=5, Model=Llama 32026.05 | 16.88 | — | — | — | — | |
| UniformK (Prompt set size)=30, b (Per-arm budget)=8, Model=Llama 32026.05 | 16.85 | — | — | — | — | |
| MLP-EGEK (Prompt set size)=100, b (Per-arm budget)=5, Model=Llama 32026.05 | 16.84 | — | — | — | — | |
| EGEK (Prompt set size)=30, b (Per-arm budget)=5, Model=Llama 32026.05 | 16.8 | — | — | — | — | |
| MLP-EGEK (Prompt set size)=50, b (Per-arm budget)=10, Model=Llama 32026.05 | 16.73 | — | — | — | — | |
| MLP-EGEK (Prompt set size)=50, b (Per-arm budget)=8, Model=Llama 32026.05 | 16.71 | — | — | — | — | |
| UniformK (Prompt set size)=30, b (Per-arm budget)=10, Model=Llama 32026.05 | 16.61 | — | — | — | — | |
| EGEK (Prompt set size)=50, b (Per-arm budget)=3, Model=Llama 32026.05 | 16.51 | — | — | — | — | |
| EGEK (Prompt set size)=50, b (Per-arm budget)=5, Model=Llama 32026.05 | 16.47 | — | — | — | — | |
| UniformK (Prompt set size)=50, b (Per-arm budget)=10, Model=Llama 32026.05 | 16.46 | — | — | — | — | |
| EGEK (Prompt set size)=100, b (Per-arm budget)=5, Model=Llama 32026.05 | 16.39 | — | — | — | — | |
| MLP-EGEK (Prompt set size)=30, b (Per-arm budget)=3, Model=Llama 32026.05 | 16.32 | — | — | — | — | |
| UniformK (Prompt set size)=100, b (Per-arm budget)=10, Model=Llama 32026.05 | 16.31 | — | — | — | — | |
| MLP-EGEK (Prompt set size)=50, b (Per-arm budget)=5, Model=Llama 32026.05 | 16.28 | — | — | — | — | |
| MLP-EGEK (Prompt set size)=100, b (Per-arm budget)=3, Model=Llama 32026.05 | 16.28 | — | — | — | — | |
| UniformK (Prompt set size)=100, b (Per-arm budget)=8, Model=Llama 32026.05 | 16.24 | — | — | — | — | |
| UniformK (Prompt set size)=50, b (Per-arm budget)=8, Model=Llama 32026.05 | 16.18 | — | — | — | — | |
| MLP-EGEK (Prompt set size)=50, b (Per-arm budget)=3, Model=Llama 32026.05 | 16.18 | — | — | — | — | |
| EGEK (Prompt set size)=30, b (Per-arm budget)=3, Model=Llama 32026.05 | 16.03 | — | — | — | — | |
| UniformK (Prompt set size)=100, b (Per-arm budget)=5, Model=Llama 32026.05 | 15.79 | — | — | — | — | |
| UniformK (Prompt set size)=30, b (Per-arm budget)=3, Model=Llama 32026.05 | 15.77 | — | — | — | — | |
| UniformK (Prompt set size)=50, b (Per-arm budget)=3, Model=Llama 32026.05 | 15.59 | — | — | — | — | |
| UniformK (Prompt set size)=50, b (Per-arm budget)=5, Model=Llama 32026.05 | 15.43 | — | — | — | — | |
| UniformK (Prompt set size)=30, b (Per-arm budget)=5, Model=Llama 32026.05 | 15.34 | — | — | — | — | |
| UniformK (Prompt set size)=100, b (Per-arm budget)=3, Model=Llama 32026.05 | 15.19 | — | — | — | — | |
| EGEK (Prompt set size)=100, b (Per-arm budget)=3, Model=Llama 32026.05 | 15.03 | — | — | — | — | |
| EGEBackbone=Gemma-7B, K=302026.05 | — | 13.27 | 14.58 | 14.72 | 14.53 | |
| EGEBackbone=Gemma-7B, K=502026.05 | — | 13.34 | 14.13 | 14.55 | 14.45 | |
| EGEBackbone=Gemma-7B, K=1002026.05 | — | 12.79 | 13.42 | 13.43 | 14.11 | |
| EGEBackbone=Llama3-8B, K=302026.05 | — | 16.03 | 16.8 | 17.53 | 17.44 | |
| EGEBackbone=Llama3-8B, K=502026.05 | — | 16.51 | 16.47 | 17.06 | 17.2 | |
| EGEBackbone=Llama3-8B, K=1002026.05 | — | 15.03 | 16.39 | 16.9 | 17.54 | |
| MLP-EGEBackbone=Gemma-7B, K=302026.05 | — | 14.41 | 14.99 | 15.05 | 15.05 | |
| MLP-EGEBackbone=Gemma-7B, K=502026.05 | — | 13.58 | 14.3 | 14.34 | 14.63 | |
| MLP-EGEBackbone=Gemma-7B, K=1002026.05 | — | 13.16 | 13.36 | 13.79 | 14.08 | |
| MLP-EGEBackbone=Llama3-8B, K=302026.05 | — | 16.32 | 16.88 | 18.03 | 17.27 | |
| MLP-EGEBackbone=Llama3-8B, K=502026.05 | — | 16.18 | 16.28 | 16.71 | 16.73 | |
| MLP-EGEBackbone=Llama3-8B, K=1002026.05 | — | 16.28 | 16.84 | 16.99 | 17.16 | |
| UniformBackbone=Gemma-7B, K=302026.05 | — | 13.45 | 13.93 | 14.84 | 14.59 | |
| UniformBackbone=Gemma-7B, K=502026.05 | — | 13.1 | 13.9 | 14.14 | 14.29 | |
| UniformBackbone=Gemma-7B, K=1002026.05 | — | 12.8 | 13.05 | 13.25 | 13.42 | |
| UniformBackbone=Llama3-8B, K=302026.05 | — | 15.77 | 15.34 | 16.85 | 16.61 | |
| UniformBackbone=Llama3-8B, K=502026.05 | — | 15.59 | 15.43 | 16.18 | 16.46 | |
| UniformBackbone=Llama3-8B, K=1002026.05 | — | 15.19 | 15.79 | 16.24 | 16.31 |