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@@ -34,6 +34,9 @@ This table delineates the performance disparities between architectural iteratio
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  | **HCAE-21M-Base** | `0.507` | `0.324` | Baseline configuration trained extensively on the MS MARCO dataset. |
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  | **HCAE-21M-Instruct** | `0.591` | `0.393` | Multi-stage tuning incorporating ArXiv, STS-B, and SQuAD instruction tuning paradigms. |
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  ## Utilization Guidelines (Instruction Format)
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  For optimal retrieval performance, prepend the instruction mapping to the query text:
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  `Instruction: Retrieve the exact document that answers the following question. Query: [Your Query]`
 
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  | **HCAE-21M-Base** | `0.507` | `0.324` | Baseline configuration trained extensively on the MS MARCO dataset. |
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  | **HCAE-21M-Instruct** | `0.591` | `0.393` | Multi-stage tuning incorporating ArXiv, STS-B, and SQuAD instruction tuning paradigms. |
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+ ![HCAE-21M_Benchmark (3)](https://cdn-uploads.huggingface.co/production/uploads/680c9127408ea47e6c1dd6e8/3EiOt4AjNE_HO6SSi_30y.png)
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  ## Utilization Guidelines (Instruction Format)
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  For optimal retrieval performance, prepend the instruction mapping to the query text:
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  `Instruction: Retrieve the exact document that answers the following question. Query: [Your Query]`