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README.md
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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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| **HCAE-21M-Instruct** | `0.591` | `0.393` | Multi-stage tuning incorporating ArXiv, STS-B, and SQuAD instruction tuning paradigms. |
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<p align="center">
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<img src="https://cdn-uploads.huggingface.co/production/uploads/680c9127408ea47e6c1dd6e8/3EiOt4AjNE_HO6SSi_30y.png" width="800" style="border-radius: 10px; box-shadow: 0 4px 20px rgba(0,0,0,0.3);">
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</p>
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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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