Helpfulness Prediction on Amazon-MRHP Clothing
82.6MAPOur Model
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Our ModelSetting=Multimodal2023.05 | 82.6 | 80.3 | 79.3 | |
| Our ModelType=Multimodal2022.11 | 67.4 | 58.6 | 61.6 | |
| Contrastive-MCRSetting=Multimodal2023.05 | 67.4 | 58.6 | 61.6 | |
| SANCLSetting=Multimodal2023.05 | 67.3 | 58.6 | 61.5 | |
| MCRType=Multimodal2022.11 | 66.4 | 57.3 | 60.2 | |
| MCRSetting=Multimodal2023.05 | 66.4 | 57.3 | 60.2 | |
| DR-NetType=Multimodal2022.11 | 65.2 | 56.1 | 59.2 | |
| DR-NetSetting=Multimodal2023.05 | 65.2 | 56.1 | 59.2 | |
| SSE-CrossType=Multimodal2022.11 | 65 | 56 | 59.1 | |
| SSE-CrossSetting=Multimodal2023.05 | 65 | 56 | 59.1 | |
| Our ModelSetting=Text-only2023.05 | 60.5 | 51.7 | 52.8 | |
| PRH-NetType=Text-only2022.11 | 58.3 | 42.2 | 46.5 | |
| PRH-NetSetting=Text-only2023.05 | 58.3 | 42.2 | 46.5 | |
| BiMPMType=Text-only2022.11 | 57.7 | 41.8 | 46 | |
| BiMPMSetting=Text-only2023.05 | 57.7 | 41.8 | 46 | |
| Conv-KNRMType=Text-only2022.11 | 57.2 | 41.2 | 45.6 | |
| Conv-KNRMSetting=Text-only2023.05 | 57.2 | 41.2 | 45.6 | |
| EG-CNNType=Text-only2022.11 | 56.4 | 40.6 | 44.7 | |
| EG-CNNSetting=Text-only2023.05 | 56.4 | 40.6 | 44.7 |