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pos-mlm

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alessioborgi / NSIO_NeuralSearchIndexingOptimization

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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.

data lora augmentation dsi num2word search-index adalora qlora pos-mlm convolora
  • Updated Feb 2, 2025
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