Helpfulness Prediction on Amazon-MRHP Home
81.7MAPOur Model
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Our ModelSetting=Multimodal2023.05 | 81.7 | 76.5 | 78.8 | |
| Our ModelType=Multimodal2022.11 | 63.5 | 54.6 | 57.8 | |
| Contrastive-MCRSetting=Multimodal2023.05 | 63.5 | 54.6 | 57.8 | |
| Our ModelSetting=Text-only2023.05 | 63.4 | 59.4 | 60.2 | |
| SANCLSetting=Multimodal2023.05 | 63.4 | 54.3 | 57.4 | |
| MCRType=Multimodal2022.11 | 62.6 | 53.5 | 56.6 | |
| MCRSetting=Multimodal2023.05 | 62.6 | 53.5 | 56.6 | |
| DR-NetType=Multimodal2022.11 | 61.2 | 51.8 | 54.6 | |
| DR-NetSetting=Multimodal2023.05 | 61.2 | 51.8 | 54.6 | |
| SSE-CrossType=Multimodal2022.11 | 60.8 | 51 | 54 | |
| SSE-CrossSetting=Multimodal2023.05 | 60.8 | 51 | 54 | |
| Conv-KNRMType=Text-only2022.11 | 57.4 | 44.5 | 48.4 | |
| Conv-KNRMSetting=Text-only2023.05 | 57.4 | 44.5 | 48.4 | |
| PRH-NetType=Text-only2022.11 | 57.1 | 44.3 | 48.1 | |
| PRH-NetSetting=Text-only2023.05 | 57.1 | 44.3 | 48.1 | |
| BiMPMType=Text-only2022.11 | 56.6 | 43.6 | 47.6 | |
| BiMPMSetting=Text-only2023.05 | 56.6 | 43.6 | 47.6 | |
| EG-CNNType=Text-only2022.11 | 55.3 | 42.4 | 46.7 | |
| EG-CNNSetting=Text-only2023.05 | 55.3 | 42.4 | 46.7 |