Binary Classification on kickstarter
AUROC
- 2021-11-04 — Multimodal-Net All-Text: AUROC 0.799
- 2024-03-31 — Trompt + OpenAI embedding: AUROC 0.81
| Rank | Model | AUROC | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | Trompt + OpenAI embedding | 0.81 | PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning | pyg-team/pytorch-frame | 2024 |
| 2 | Multimodal-Net All-Text | 0.799 | Benchmarking Multimodal AutoML for Tabular Data with Text Fields | awslabs/autogluon · sxjscience/automl_multimodal_benchmark | 2021 |
| 3 | ResNet + RoBERTa finetune | 0.786 | PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning | pyg-team/pytorch-frame | 2024 |
| 4 | LightGBM + RoBERTa embedding | 0.767 | PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning | pyg-team/pytorch-frame | 2024 |