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@@ -432,7 +432,37 @@ You can finetune this model on your own dataset.
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  - Datasets: 3.2.0
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  - Tokenizers: 0.21.0
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- ## NanoBEIREvaluator
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ```bibtext
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  {'NanoClimateFEVER_cosine_accuracy@1': 0.28,
 
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  - Datasets: 3.2.0
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  - Tokenizers: 0.21.0
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+
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+ ## NanoBEIREvaluator >0.8
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+
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+ ```
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+ {
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+ "NanoDBPedia_cosine_accuracy@3": 0.86,
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+ "NanoDBPedia_cosine_accuracy@5": 0.92,
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+ "NanoDBPedia_cosine_accuracy@10": 0.96,
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+ "NanoFEVER_cosine_accuracy@3": 0.86,
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+ "NanoFEVER_cosine_accuracy@5": 0.92,
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+ "NanoFEVER_cosine_accuracy@10": 0.96,
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+ "NanoHotpotQA_cosine_accuracy@3": 0.82,
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+ "NanoHotpotQA_cosine_accuracy@5": 0.84,
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+ "NanoHotpotQA_cosine_accuracy@10": 0.88,
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+ "NanoQuoraRetrieval_cosine_accuracy@1": 0.88,
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+ "NanoQuoraRetrieval_cosine_accuracy@3": 0.96,
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+ "NanoQuoraRetrieval_cosine_accuracy@5": 1.0,
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+ "NanoQuoraRetrieval_cosine_accuracy@10": 1.0,
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+ "NanoSCIDOCS_cosine_accuracy@5": 0.82,
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+ "NanoSCIDOCS_cosine_accuracy@10": 0.92,
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+ "NanoArguAna_cosine_accuracy@10": 0.92,
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+ "NanoSciFact_cosine_accuracy@10": 0.88,
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+ "NanoTouche2020_cosine_accuracy@3": 0.8367346938775511,
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+ "NanoTouche2020_cosine_accuracy@5": 0.9183673469387755,
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+ "NanoTouche2020_cosine_accuracy@10": 0.9387755102040817,
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+ "NanoBEIR_mean_cosine_accuracy@10": 0.8583673469387756
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+ }
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+
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+ ````
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+
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+ ## All NanoBEIREvaluator
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  ```bibtext
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  {'NanoClimateFEVER_cosine_accuracy@1': 0.28,