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README.md
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(refer to the technical report for exact evaluation method + code)
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| | JSQuAD | | | MIRACL | | | MrTyDi | | | Average | | |
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| | R@1 | R@5 | R@10 | R@3 | R@5 | R@10 | R@3 | R@5 | R@10 | R@\{1\|3\} | R@5 | R@10 |
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| JaColBERT | **0.906** | **0.968** | 0.978 | 0.464 | 0.546 | 0.645 | 0.744 | 0.781 | 0.821 | **0.705** | 0.765 | 0.813 |
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| m-e5-large (in-domain) | | | | | | | | | | | | |
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| m-e5-base (in-domain) | *0.838* | *0.955* | 0.973 | **0.482** | **0.553** | 0.632 | **0.777** | **0.815** | 0.857 | 0.699 | **0.775** | 0.820 |
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| fio-base-v0.1 | 0.700 | 0.879 | 0.924 | *0.279* | *0.358* | 0.462 | *0.582* | *0.649* | 0.712 | *0.520* | *0.629* | 0.699 |
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# Why use a ColBERT-like approach for your RAG application?
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Most retrieval methods have strong tradeoffs:
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(refer to the technical report for exact evaluation method + code)
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| | JSQuAD | | | MIRACL | | | MrTyDi | | | Average | | |
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| ------------------------------------------------------------------------ | ----------------------- | -------------------- | ------ | ----------------------- | -------------------- | ------ | ----------------------- | -------------------- | ------ | ----------------------- | -------------------- | ------ |
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| | R@1 | R@5 | R@10 | R@3 | R@5 | R@10 | R@3 | R@5 | R@10 | R@\{1\|3\} | R@5 | R@10 |
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| JaColBERT | **0.906** | **0.968** | 0.978 | 0.464 | 0.546 | 0.645 | 0.744 | 0.781 | 0.821 | **0.705** | 0.765 | 0.813 |
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| m-e5-large (in-domain) | | | | | | | | | | | | |
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| m-e5-base (in-domain) | *0.838* | *0.955* | 0.973 | **0.482** | **0.553** | 0.632 | **0.777** | **0.815** | 0.857 | 0.699 | **0.775** | 0.820 |
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| fio-base-v0.1 | 0.700 | 0.879 | 0.924 | *0.279* | *0.358* | 0.462 | *0.582* | *0.649* | 0.712 | *0.520* | *0.629* | 0.699 |
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# Why use a ColBERT-like approach for your RAG application?
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Most retrieval methods have strong tradeoffs:
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