| language: vi | |
| tags: | |
| - dpr | |
| - dense-passage-retrieval | |
| - phobert | |
| - vietnamese | |
| - question-answering | |
| - retrieval | |
| license: mit | |
| # HUMG DPR Model | |
| DPR Dual Encoder fine-tuned from `vinai/phobert-base` for HUMG regulation retrieval. | |
| ## Current uploaded checkpoint | |
| - Local source: `inferences/dpr_ckpt_projection_trial/model.pt` | |
| - Training mode: full-softmax projection trial over all passages | |
| - Export note: `model.pt` is uploaded both as `model.pt` and `model_last.pt` so existing runtimes that load `model_last.pt` use the best checkpoint. | |
| ## Test metrics on `data/splits/test.json` | |
| - Recall@1: 0.5031 | |
| - Recall@3: 0.7739 | |
| - Recall@5: 0.8609 | |
| - Recall@10: 0.9242 | |
| - Recall@20: 0.9429 | |
| - Recall@50: 0.9689 | |
| - MRR: 0.6513 | |
| The FAISS artifacts in `mudotet/humg-search-data` were rebuilt from this checkpoint. | |