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@@ -36,16 +36,19 @@ Additionally, 2.6M abstract + title pairs collected from NASA SMD documents.
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  ## Evaluation
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  Following models are evaluated:
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- 1. All-MiniLM-l6-v2
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- 2. BGE-base
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- 3. roberta-base
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- 4. A smaller version of nasa-smd-ibm_v0.1
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- 5. nasa-smd-ibm-rtvr_v0.1
 
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/zbeBb8mh0wgdTu1Gc-j1I.png)
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  Figure: BEIR Evaluation Metrics
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  ## Uses
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  - Information Retreival
 
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  ## Evaluation
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  Following models are evaluated:
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+ 1. All-MiniLM-l6-v2 [sentence-transformers/all-MiniLM-L6-v2]
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+ 2. BGE-base [BAAI/bge-base-en-v1.5]
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+ 3. RoBERTa-base [roberta-base]
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+ 4. nasa-smd-ibm-rtvr_v0.1 [nasa-impact/nasa-smd-ibm-st]
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+
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/At5uL6OU2k6J0hIBlVLBu.png)
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  Figure: BEIR Evaluation Metrics
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/pwh_CktqJYrQuiKGHxfWj.png)
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+
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+ Figure: Retrieval Benchmark Evaluation
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  ## Uses
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  - Information Retreival