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README.md
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### Evaluation:
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- Dataset: Entire training dataset of Legal Zalo 2021. Our model was not trained on this dataset.
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| Model | Accuracy@1 | Accuracy@3 | Accuracy@5 | Accuracy@10
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| Vietnamese Reranker (Phase 2) | 0.7944 | 0.9324 | 0.9537 | 0.9740
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| Vietnamese_Embedding (Phase 2) | 0.7262 | 0.8927 | 0.9268 | 0.9578
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| Vietnamese_Embedding (public) | 0.7274 | 0.8992 | 0.9305 | 0.9568
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| Vietnamese-bi-encoder (BKAI) | 0.7109 | 0.8680 | 0.9014 | 0.9299 | 0.
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| BGE-M3 | 0.5682 | 0.7728 | 0.8382 | 0.8921 | 0.
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Vietnamese Reranker (Phase 2) and Vietnamese Reranker (Phased) was trained on 1100000 triplets. Although the score on the legal domain drops a bit on Vietnamese_Embedding (Phase 2), since this phase data is much larger, it is very good for other domains.
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### Evaluation:
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- Dataset: Entire training dataset of Legal Zalo 2021. Our model was not trained on this dataset.
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| Model | Accuracy@1 | Accuracy@3 | Accuracy@5 | Accuracy@10 | MRR@10 |
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|----------------------|------------|------------|------------|-------------|--------------|
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| Vietnamese Reranker (Phase 2) | 0.7944 | 0.9324 | 0.9537 | 0.9740 | 0.8672 |
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| Vietnamese_Embedding (Phase 2) | 0.7262 | 0.8927 | 0.9268 | 0.9578 | 0.8149 |
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| Vietnamese_Embedding (public) | 0.7274 | 0.8992 | 0.9305 | 0.9568 | 0.8181 |
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| Vietnamese-bi-encoder (BKAI) | 0.7109 | 0.8680 | 0.9014 | 0.9299 | 0.7951 |
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| BGE-M3 | 0.5682 | 0.7728 | 0.8382 | 0.8921 | 0.6822 |
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Vietnamese Reranker (Phase 2) and Vietnamese Reranker (Phased) was trained on 1100000 triplets. Although the score on the legal domain drops a bit on Vietnamese_Embedding (Phase 2), since this phase data is much larger, it is very good for other domains.
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