Poster Layout Generation on SciPostGen (test)
22.5mIoUGPT-5-mini generation (Retrieved Top-3) w/o Paper Structures
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GPT-5-mini generation (Retrieved Top-3) w/o Paper StructuresGeneration setting=Semi-automatic, Generator model=GPT-5-mini, Paper Structures=Excluded, Prompt source=Retrieved Top-32025.11 | 22.5 | 0.659 | 1.526 | 2.836 | |
| GPT-5-mini generation (Retrieved Top-3) w/ Paper StructuresGeneration setting=Semi-automatic, Generator model=GPT-5-mini, Paper Structures=Included, Prompt source=Retrieved Top-32025.11 | 21.5 | 0.643 | -0.659 | 3.527 | |
| Max. IoU Top-3 (Avg.) w/ Paper StructuresGeneration setting=Semi-automatic, Selection Strategy=Max. IoU, Paper Structures=Included2025.11 | 21.1 | 0.642 | -0.712 | 3.558 | |
| Retrieved Top-3 (Avg.)Generation setting=Semi-automatic, Selection Strategy=Retriever2025.11 | 19.6 | 0.662 | 0.194 | 2.873 | |
| Max. IoU Top-3 (Avg.)Generation setting=Semi-automatic, Selection Strategy=Max. IoU, Paper Structures=Excluded2025.11 | 19.2 | 0.658 | 0.297 | 3.003 | |
| GPT-5 w/ Paper Structures (Retrieved Top-3)Generator=GPT-5, Paper Structures=Yes, Retrieval Strategy=Retrieved Top-32025.11 | 15.9 | 0.642 | 0.228 | 3.128 | |
| GPT-5 w/o Paper Structures (Retrieved Top-3)Generator=GPT-5, Paper Structures=No, Retrieval Strategy=Retrieved Top-32025.11 | 15.1 | 0.655 | 0.619 | 2.794 | |
| Retrieved Top-3 (Avg.)Generator=None, Paper Structures=N/A, Retrieval Strategy=Retrieved Top-32025.11 | 14.5 | 0.651 | -0.057 | 2.965 | |
| GPT-5 w/o Paper Structures (Random 3 Samples)Generator=GPT-5, Paper Structures=No, Retrieval Strategy=Random 3 Samples2025.11 | 14 | 0.651 | 0.446 | 2.905 | |
| Random 3 Samples (Avg.)Generator=None, Paper Structures=N/A, Retrieval Strategy=Random 3 Samples2025.11 | 12.2 | 0.637 | -0.548 | 3.643 |