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* Datasets: [huyydangg/LEGAL-EVAL-Dataset](https://huggingface.co/datasets/quanghuy123/LEGAL-EVAL-Dataset)
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* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
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## Citation
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You can cite our work as below:
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* Datasets: [huyydangg/LEGAL-EVAL-Dataset](https://huggingface.co/datasets/quanghuy123/LEGAL-EVAL-Dataset)
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* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
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| model | type | ndcg@3 | ndcg@5 | ndcg@10 | mrr@3 | mrr@5 | mrr@10 |
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|:---------------------------------------------|:-------|---------:|---------:|----------:|---------:|---------:|---------:|
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| huyydangg/DEk21_hcmute_embedding_wseg | dense | 0.908405 | 0.914792 | 0.917742 | 0.889583 | 0.893099 | 0.894266 |
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| AITeamVN/Vietnamese_Embedding | dense | 0.842687 | 0.854993 | 0.865006 | 0.822135 | 0.82901 | 0.833389 |
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| bkai-foundation-models/vietnamese-bi-encoder | hybrid | 0.827247 | 0.844781 | 0.846937 | 0.799219 | 0.809505 | 0.806771 |
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| bkai-foundation-models/vietnamese-bi-encoder | dense | 0.814116 | 0.82965 | 0.839567 | 0.796615 | 0.805286 | 0.809572 |
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| AITeamVN/Vietnamese_Embedding | hybrid | 0.788724 | 0.810062 | 0.820797 | 0.758333 | 0.77224 | 0.776461 |
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| BAAI/bge-m3 | dense | 0.784056 | 0.80665 | 0.817016 | 0.763281 | 0.775859 | 0.780293 |
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| BAAI/bge-m3 | hybrid | 0.775239 | 0.797382 | 0.811962 | 0.747656 | 0.763333 | 0.77128 |
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| huyydangg/DEk21_hcmute_embedding | dense | 0.752173 | 0.769259 | 0.785101 | 0.72474 | 0.734427 | 0.741076 |
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| hiieu/halong_embedding | hybrid | 0.73627 | 0.757183 | 0.779169 | 0.710417 | 0.721901 | 0.731976 |
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| bm25 | bm25 | 0.728122 | 0.74974 | 0.761612 | 0.699479 | 0.711198 | 0.715738 |
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| dangvantuan/vietnamese-embedding | dense | 0.718971 | 0.746521 | 0.763416 | 0.696354 | 0.711953 | 0.718854 |
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| dangvantuan/vietnamese-embedding | hybrid | 0.71711 | 0.743537 | 0.758315 | 0.690104 | 0.704792 | 0.712261 |
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| VoVanPhuc/sup-SimCSE-VietNamese-phobert-base | hybrid | 0.688483 | 0.713829 | 0.733894 | 0.660156 | 0.671198 | 0.676961 |
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| hiieu/halong_embedding | dense | 0.656377 | 0.675881 | 0.701368 | 0.630469 | 0.641406 | 0.652057 |
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| VoVanPhuc/sup-SimCSE-VietNamese-phobert-base | dense | 0.558852 | 0.584799 | 0.611329 | 0.536979 | 0.55112 | 0.562218 |
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## Citation
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You can cite our work as below:
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