LOTTERY RANK-PRUNING ADAPTATION PARAMETER EFFICIENT FINE-TUNING

Lottery Rank-Pruning Adaptation Parameter Efficient Fine-Tuning

Recent studies on parameter-efficient fine-tuning (PEFT) have introduced effective and efficient methods for fine-tuning large language models (LLMs) on downstream tasks using fewer parameters than required by full fine-tuning.Low-rank decomposition adaptation (LoRA) significantly reduces the parameter count to 0.03% of that in full fine-tuning, ma

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The effect of the binary space and social interaction in creating an actual context of understanding the traditional urban space

Urban Space is not just a simple, physical configuration.Instead, it is a transformation of human experiences with the different synchronic architectural characteristic that needs a critical examination to segregate discrete layers of structural elements.As a result, the traditional urban space is a unique existence of reality; it is a product of p

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Contemporary Traffic Laws from the Perspective of Islamic Law

Modern countries have paid great attention to the issue of traffic safety and considered that transportation is one of the mainstays of the state entity, given the tragic facts left behind by traffic accidents, and they have taken preventive measures to ensure safety on the roads, and to establish special programs to prevent traffic accidents, and

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Overexpression of phyA and appA genes improves soil organic phosphorus utilisation and seed phytase activity in Brassica napus.

Phytate is the major storage form of organic phosphorus in soils and plant seeds, and phosphorus (P) in this form is unavailable to plants or monogastric animals.In the present study, the phytase genes phyA and appA were introduced into Brassica napus cv Westar with a signal peptide sequence and CaMV 35S promoter, respectively.Three independent tra

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