Paper-to-Slide on SlideQA
75.89Verbatim Accuracy (open-src)SlideGen
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SlideGenBackbone=GPT-4o, Label=Ours-4o2025.12 | 75.89 | 71.23 | 73.56 | 90.6 | 93.89 | 92.25 | 83.9 | 50.59 | 79.66 | 82.32 | 80.99 | 4.01 | 4.28 | 4.66 | 4.32 | |
| SlideGenBackbone=GPT-5, Label=Ours-52025.12 | 75.7 | 70.05 | 72.88 | 84.65 | 90.36 | 87.51 | 80.19 | 48.4 | 69.08 | 84.56 | 75.27 | 4.12 | 4.3 | 4.35 | 4.26 | |
| HTML-5Backbone=GPT-52025.12 | 74.95 | 70.17 | 72.56 | 84.24 | 87.88 | 86.06 | 79.31 | 189.38 | 54.32 | 60.66 | 56.86 | 3.54 | 4.02 | 4.09 | 3.88 | |
| PosterAgent-5Backbone=GPT-52025.12 | 70.08 | 78.98 | 74.53 | 82.21 | 85.34 | 83.78 | 79.15 | 220.75 | 62.42 | 70.28 | 65.56 | 3.45 | 3.6 | 3.75 | 3.6 | |
| PosterAgent-4oBackbone=GPT-4o2025.12 | 67.75 | 67.86 | 67.81 | 72.99 | 79.89 | 76.44 | 72.12 | 139.67 | 68.76 | 76.25 | 71.76 | 3.19 | 3.48 | 4.53 | 3.73 | |
| Image-5Backbone=GPT-52025.12 | 66.99 | 53.9 | 60.45 | 73.06 | 80.51 | 76.79 | 68.62 | 605.02 | 67.96 | 79.29 | 72.49 | 2.84 | 3.16 | 3.21 | 3.07 | |
| SlideGen-72BBackbone=Qwen2025.12 | 62.74 | 60.59 | 61.67 | 72.14 | 74.51 | 73.33 | 67.5 | 80.9 | 52.31 | 60.56 | 55.61 | 3.1 | 3.32 | 3.54 | 3.32 | |
| PPTAgent-5Backbone=GPT-52025.12 | 61.37 | 63.21 | 62.29 | 75.22 | 78.55 | 76.89 | 69.59 | 450.12 | 55.32 | 62.4 | 58.15 | 3.1 | 3.25 | 3.4 | 3.25 | |
| HTML-4oBackbone=GPT-4o2025.12 | 60.48 | 75.58 | 68.03 | 87.38 | 91.37 | 89.38 | 78.7 | 200.79 | 41.15 | 46.38 | 43.24 | 3.02 | 2.76 | 3.97 | 3.25 | |
| PosterAgent-72BBackbone=Qwen2025.12 | 58.97 | 56.32 | 57.65 | 65.29 | 68.88 | 67.09 | 62.37 | 150.6 | 49.35 | 57.42 | 52.58 | 2.92 | 3.13 | 3.3 | 3.12 | |
| PPTAgent-4oBackbone=GPT-4o2025.12 | 57.99 | 52.44 | 55.22 | 57.51 | 56.34 | 56.93 | 56.07 | 721.54 | 53.27 | 56.31 | 54.49 | 3.25 | 3.24 | 3.29 | 3.26 | |
| SlideGen-7BBackbone=Qwen2025.12 | 55.52 | 53.1 | 54.31 | 60.83 | 63.16 | 62 | 58.15 | 180.5 | 46.61 | 54.02 | 49.57 | 2.7 | 2.95 | 3.12 | 2.92 | |
| PosterAgent-7BBackbone=Qwen2025.12 | 49.74 | 47.43 | 48.59 | 54.3 | 56.25 | 55.28 | 51.93 | 450.3 | 42.48 | 49.11 | 45.13 | 2.41 | 2.69 | 2.84 | 2.65 | |
| Image-4oBackbone=GPT-4o2025.12 | 48.97 | 30.85 | 39.91 | 50.11 | 70.72 | 60.42 | 50.16 | 793.71 | 75.28 | 76.24 | 75.66 | 2.39 | 3.09 | 3.5 | 2.99 |