bert-base-stage2-sbert
SentenceTransformer checkpoint fine-tuned for Vietnamese legal retrieval.
Evaluation
- Truncate dims:
[768, 512, 256, 128]
UIT-ViQuAD2.0
| method | Accuracy@1 | Accuracy@3 | Accuracy@5 | Accuracy@10 | NDCG@3 | NDCG@5 | NDCG@10 | MRR@3 | MRR@5 | MRR@10 | Recall@5 | Recall@10 | Recall@100 | MAP@100 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BM25 | 0.606492 | 0.75565 | 0.805643 | 0.861663 | 0.694646 | 0.715313 | 0.733532 | 0.673492 | 0.685004 | 0.692583 | 0.805643 | 0.861663 | 0.966717 | 0.69741 |
| 768 | 0.439666 | 0.633201 | 0.711546 | 0.793179 | 0.552914 | 0.585221 | 0.611751 | 0.525156 | 0.543106 | 0.55413 | 0.711546 | 0.793179 | 0.960827 | 0.561602 |
| 512 | 0.432543 | 0.621148 | 0.702096 | 0.789892 | 0.543308 | 0.57661 | 0.605102 | 0.516368 | 0.534824 | 0.546642 | 0.702096 | 0.789892 | 0.958773 | 0.554129 |
| 256 | 0.413368 | 0.605533 | 0.686207 | 0.774825 | 0.525913 | 0.559013 | 0.587817 | 0.498379 | 0.516671 | 0.528646 | 0.686207 | 0.774825 | 0.954664 | 0.536549 |
| 128 | 0.391316 | 0.572935 | 0.652376 | 0.749349 | 0.497692 | 0.530387 | 0.561732 | 0.471671 | 0.489798 | 0.502725 | 0.652376 | 0.749349 | 0.945624 | 0.511337 |
Zalo-Legal
| method | Accuracy@1 | Accuracy@3 | Accuracy@5 | Accuracy@10 | NDCG@3 | NDCG@5 | NDCG@10 | MRR@3 | MRR@5 | MRR@10 | Recall@5 | Recall@10 | Recall@100 | MAP@100 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BM25 | 0.379442 | 0.616751 | 0.69797 | 0.77665 | 0.515637 | 0.549114 | 0.57497 | 0.48181 | 0.500402 | 0.511188 | 0.696701 | 0.775381 | 0.923858 | 0.517283 |
| 768 | 0.341371 | 0.524112 | 0.611675 | 0.722081 | 0.447023 | 0.483089 | 0.518636 | 0.421531 | 0.441201 | 0.455775 | 0.611041 | 0.721447 | 0.946066 | 0.46543 |
| 512 | 0.333756 | 0.506345 | 0.582487 | 0.72335 | 0.43408 | 0.465382 | 0.511369 | 0.409898 | 0.427475 | 0.446424 | 0.581218 | 0.722716 | 0.944797 | 0.456143 |
| 256 | 0.319797 | 0.506345 | 0.583756 | 0.72335 | 0.430026 | 0.461954 | 0.507023 | 0.404188 | 0.421827 | 0.440389 | 0.583122 | 0.722716 | 0.92703 | 0.449293 |
| 128 | 0.294416 | 0.48731 | 0.585025 | 0.727157 | 0.407384 | 0.447667 | 0.492874 | 0.380499 | 0.402771 | 0.420987 | 0.584391 | 0.726523 | 0.918147 | 0.428892 |
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