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@@ -43,18 +43,12 @@ 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_v2 [nasa-impact/nasa-smd-ibm-st-v2]
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/0e83srGhSH7-n11tezzHV.png)
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-
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- Figure: BEIR (https://github.com/beir-cellar/beir) Evaluation Metrics
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-
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-
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/KerkB8PvDDPTcj9JBWtwG.png)
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-
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- Figure: NASA QA Retrieval Benchmark Evaluation
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  ## Uses
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  - Information Retreival
 
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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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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/JWQ652ODzfmnRjj_b8ZTw.png)
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+ Figure: [BEIR](https://github.com/beir-cellar/beir) and [NASA-IR](https://huggingface.co/datasets/nasa-impact/nasa-smd-IR-benchmark) Evaluation Metrics
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  ## Uses
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  - Information Retreival