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@@ -124,13 +124,13 @@ document that is the opposite one of the documents in 'pos'.
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  Below is a comparision table of the results we achieved compared to some other pre-trained Cross-Encoders on
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  the [MS MMarco Passage Reranking - Vi - Dev](https://huggingface.co/datasets/unicamp-dl/mmarco) dataset.
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- | Model Name | NDCG@3 | MRR@3 | NDCG@5 | MRR@5 | NDCG@10 | MRR@10 | Docs / Sec |
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- |-----------------------------------------------------------------------------------------------------------------------------------------|:-----------|:-----------|:-----------|:-----------|:-----------|:-----------|:-----------|
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- | [namdp-ptit/ViRanker](https://huggingface.co/namdp-ptit/ViRanker) | **0.6815** | **0.6641** | 0.6983 | **0.6894** | 0.7302 | **0.7107** | 2.02
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- | [itdainb/PhoRanker](https://huggingface.co/itdainb/PhoRanker) | 0.6625 | 0.6458 | **0.7147** | 0.6731 | **0.7422** | 0.6830 | **15**
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- | [kien-vu-uet/finetuned-phobert-passage-rerank-best-eval](https://huggingface.co/kien-vu-uet/finetuned-phobert-passage-rerank-best-eval) | 0.0963 | 0.0883 | 0.1396 | 0.1131 | 0.1681 | 0.1246 | **15**
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- | [BAAI/bge-reranker-v2-m3](https://huggingface.co/BAAI/bge-reranker-v2-m3) | 0.6087 | 0.5841 | 0.6513 | 0.6062 | 0.6872 | 0.6209 | 3.51
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- | [BAAI/bge-reranker-v2-gemma](https://huggingface.co/BAAI/bge-reranker-v2-gemma) | 0.6088 | 0.5908 | 0.6446 | 0.6108 | 0.6785 | 0.6249 | 1.29
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  ## Contact
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  Below is a comparision table of the results we achieved compared to some other pre-trained Cross-Encoders on
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  the [MS MMarco Passage Reranking - Vi - Dev](https://huggingface.co/datasets/unicamp-dl/mmarco) dataset.
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+ | Model Name | NDCG@3 | MRR@3 | NDCG@5 | MRR@5 | NDCG@10 | MRR@10 |
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+ |-----------------------------------------------------------------------------------------------------------------------------------------|:-----------|:-----------|:-----------|:-----------|:-----------|:-----------|
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+ | [namdp-ptit/ViRanker](https://huggingface.co/namdp-ptit/ViRanker) | **0.6815** | **0.6641** | 0.6983 | **0.6894** | 0.7302 | **0.7107** |
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+ | [itdainb/PhoRanker](https://huggingface.co/itdainb/PhoRanker) | 0.6625 | 0.6458 | **0.7147** | 0.6731 | **0.7422** | 0.6830 |
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+ | [kien-vu-uet/finetuned-phobert-passage-rerank-best-eval](https://huggingface.co/kien-vu-uet/finetuned-phobert-passage-rerank-best-eval) | 0.0963 | 0.0883 | 0.1396 | 0.1131 | 0.1681 | 0.1246 |
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+ | [BAAI/bge-reranker-v2-m3](https://huggingface.co/BAAI/bge-reranker-v2-m3) | 0.6087 | 0.5841 | 0.6513 | 0.6062 | 0.6872 | 0.6209 |
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+ | [BAAI/bge-reranker-v2-gemma](https://huggingface.co/BAAI/bge-reranker-v2-gemma) | 0.6088 | 0.5908 | 0.6446 | 0.6108 | 0.6785 | 0.6249 |
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  ## Contact
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