@@ -6,27 +6,27 @@ We validate the benchmark results provided in [HippoRAG](https://arxiv.org/abs/2
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### Results
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** 2wikimultihopQA**
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- | # Queries | Method | All questions % | Multihop only % |
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- | ----------:| :--------:| ---------------- :| ----------------:|
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+ | # Queries | Method | All queries % | Multihop only % |
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+ | ----------:| :--------:| --------------:| ----------------:|
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| 51||||
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- | | VectorDB| 0.49| 0.32|
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- | | LightRAG| 0.47| 0.32|
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- | | GraphRAG| 0.75| 0.68|
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- | | ** Circlemind** | 0.96| 0.95|
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+ | | VectorDB| 0.49| 0.32|
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+ | | LightRAG| 0.47| 0.32|
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+ | | GraphRAG| 0.75| 0.68|
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+ | | ** Circlemind** | 0.96| 0.95|
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| 101||||
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- | | VectorDB| 0.42| 0.23|
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- | | LightRAG| 0.45| 0.28|
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- | | GraphRAG| 0.73| 0.64|
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- | | ** Circlemind** | 0.93| 0.90|
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+ | | VectorDB| 0.42| 0.23|
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+ | | LightRAG| 0.45| 0.28|
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+ | | GraphRAG| 0.73| 0.64|
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+ | | ** Circlemind** | 0.93| 0.90|
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** HotpotQA**
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- | # Queries | Method | All questions % |
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- | ----------:| :--------:| ---------------- :|
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+ | # Queries | Method | All queries % |
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+ | ----------:| :--------:| --------------:|
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| 101|||
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- | | VectorDB| 0.78|
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- | | LightRAG| 0.55|
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- | | GraphRAG| -* |
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- | | ** Circlemind** | 0.84|
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+ | | VectorDB| 0.78|
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+ | | LightRAG| 0.55|
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+ | | GraphRAG| -* |
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+ | | ** Circlemind** | 0.84|
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* : crashes after half an hour of processing
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