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search-index

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Optimizing the Differentiable Search Index (DSI) with data augmentation (Num2Word, Stopwords Removal, POS-MLM) and parameter-efficient fine-tuning (LoRA, QLoRA, AdaLoRA, ConvoLoRA), improving retrieval accuracy and efficiency while reducing memory and computational overhead. Evaluated on the MS MARCO dataset for scalable performance.

  • Updated Feb 2, 2025
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