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@@ -19,12 +19,12 @@ It is based on the paper: [Unsupervised Corpus Aware Language Model Pre-training
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  ## Evaluation
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  | Model | MS MARCO Dev (MRR@10) | TREC DL 2019 | TREC DL 2020 | FiQA (NDCG@10) | TREC COVID (NDCG@10) | TREC News (NDCG@10) | TREC Robust04 (NDCG@10) |
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- | ---- | :---: | :---: | :---: | :---: | :---: | :---: | :---: |
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- | [msmarco-roberta-base-ance-firstp](https://huggingface.co/sentence-transformers/msmarco-roberta-base-ance-firstp) | 33.01 | 67.84 | 66.04 | 29.5 | 67.12 | 38.2 | 39.2
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  | [msmarco-bert-co-condensor](https://huggingface.co/sentence-transformers/sentence-transformers/msmarco-bert-co-condensor) | 35.51 | 68.16 | 69.13 |26.04 | 66.89 | 28.54 | 30.71 |
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  | [msmarco-distilbert-base-tas-b](https://huggingface.co/sentence-transformers/msmarco-distilbert-base-tas-b) | 34.43 | 71.04 | 69.78 | 30.02 | 65.39 | 37.70 | 42.70 |
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  | [msmarco-distilbert-dot-v5](https://huggingface.co/sentence-transformers/msmarco-distilbert-dot-v5) | 37.25 | 70.14 | 71.08 | 28.61 | 71.96 | 37.88 | 38.29 | 44.19 |
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- | [msmarco-bert-base-dot-v5](https://huggingface.co/sentence-transformers/msmarco-bert-base-dot-v5) | 38.08 | 70.51 | 73.45 | 32.29 | 74.81 | 38.81 | 42.67 | 47.15
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  ## Evaluation
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  | Model | MS MARCO Dev (MRR@10) | TREC DL 2019 | TREC DL 2020 | FiQA (NDCG@10) | TREC COVID (NDCG@10) | TREC News (NDCG@10) | TREC Robust04 (NDCG@10) |
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+ | ----- | :-------------------: | :----------: | :----------: | :------------: | :------------------: | :-----------------: | :--------------------: |
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+ | [msmarco-roberta-base-ance-firstp](https://huggingface.co/sentence-transformers/msmarco-roberta-base-ance-firstp) | 33.01 | 67.84 | 66.04 | 29.5 | 67.12 | 38.2 | 39.2 |
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  | [msmarco-bert-co-condensor](https://huggingface.co/sentence-transformers/sentence-transformers/msmarco-bert-co-condensor) | 35.51 | 68.16 | 69.13 |26.04 | 66.89 | 28.54 | 30.71 |
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  | [msmarco-distilbert-base-tas-b](https://huggingface.co/sentence-transformers/msmarco-distilbert-base-tas-b) | 34.43 | 71.04 | 69.78 | 30.02 | 65.39 | 37.70 | 42.70 |
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  | [msmarco-distilbert-dot-v5](https://huggingface.co/sentence-transformers/msmarco-distilbert-dot-v5) | 37.25 | 70.14 | 71.08 | 28.61 | 71.96 | 37.88 | 38.29 | 44.19 |
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+ | [msmarco-bert-base-dot-v5](https://huggingface.co/sentence-transformers/msmarco-bert-base-dot-v5) | 38.08 | 70.51 | 73.45 | 32.29 | 74.81 | 38.81 | 42.67 | 47.15 |
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