Scientific Poster Generation on Paper2Poster
4.07Aesthetic Score (Elemental)GT Poster
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GT Poster2025.08 | 4.07 | 3.9 | 2.7 | 3.56 | 4.09 | 3.96 | 3.89 | 3.98 | 3.77 | |
| Paper2025.08 | 4.05 | 3.89 | 2.8 | 3.58 | 4 | 4.68 | 3.98 | 4.22 | 3.9 | |
| PosterForest-QwenTraining-free=true2025.08 | 4.02 | 3.85 | 2.99 | 3.62 | 3.98 | 3.93 | 3.54 | 3.82 | 3.72 | |
| PosterForest-4oTraining-free=true2025.08 | 4.02 | 3.96 | 2.96 | 3.65 | 4 | 3.88 | 3.71 | 3.87 | 3.76 | |
| PosterAgent-4oTraining-free=false2025.08 | 3.95 | 3.86 | 2.93 | 3.58 | 4.03 | 3.96 | 3.6 | 3.86 | 3.72 | |
| PosterAgent-QwenTraining-free=false2025.08 | 3.93 | 3.67 | 2.89 | 3.5 | 3.95 | 3.85 | 3.68 | 3.83 | 3.66 | |
| P2P-4oTraining-free=false2025.08 | 3.63 | 4.01 | 2.96 | 3.91 | 3.8 | 3.99 | 3.48 | 3.94 | 3.72 | |
| 4o-HTMLTraining-free=true2025.08 | 3.53 | 3.82 | 2.72 | 3.36 | 3.94 | 3.64 | 3.47 | 3.68 | 3.52 | |
| ResearchStudio-ReelGeneration Protocol=Poster Pipeline, System=Claude Code2026.07 | 3.33 | 3.97 | 3.26 | — | 4 | 3.71 | 4 | — | — | |
| ResearchStudio-ReelGeneration Protocol=Poster Pipeline, System=Codex2026.07 | 3.14 | 3.82 | 3.11 | — | 3.95 | 3.39 | 4 | — | — | |
| Author ground-truth2026.07 | 3.02 | 3.31 | 2.49 | — | 3.41 | 3.68 | 3.8 | — | — | |
| GPT-5.5Generation Protocol=Single-shot2026.07 | 2.98 | 3.22 | 2.88 | — | 3.98 | 3.92 | 3.98 | — | — | |
| Gemini-3.1 ProGeneration Protocol=Single-shot2026.07 | 2.98 | 3.17 | 2.92 | — | 3.95 | 3.67 | 3.95 | — | — | |
| Claude-4.8 OpusGeneration Protocol=Single-shot2026.07 | 2.97 | 2.83 | 2.48 | — | 3.95 | 3.9 | 4 | — | — | |
| 4o-ImageTraining-free=true2025.08 | 2.93 | 3.02 | 2.75 | 2.9 | 1.05 | 2.04 | 2.22 | 1.77 | 2.33 | |
| PosterGenGeneration Protocol=Poster Pipeline2026.07 | 2.93 | 2.98 | 2.23 | — | 3.8 | 3.37 | 3.76 | — | — | |
| OWL-4oTraining-free=true2025.08 | 2.76 | 3.62 | 2.56 | 2.98 | 3.92 | 2.89 | 3.36 | 3.39 | 3.19 | |
| P2PGeneration Protocol=Poster Pipeline2026.07 | 2.68 | 3.15 | 2.34 | — | 3.92 | 3.7 | 3.78 | — | — | |
| PPTAgent-4oTraining-free=true2025.08 | 2.49 | 3.05 | 2.45 | 2.66 | 2.05 | 1.26 | 1.38 | 1.56 | 2.11 | |
| Paper2Poster ToolGeneration Protocol=Poster Pipeline2026.07 | 1.82 | 1.52 | 1.2 | — | 2.62 | 2.87 | 2.92 | — | — |