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 Drinks Pail 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 fin

read more

The Cost-Effectiveness of Expanding the UK Newborn Bloodspot Screening Programme to Include Five Additional Inborn Errors of Metabolism

Glutaric aciduria type 1, homocystinuria, isovaleric acidaemia, long-chain hydroxyacyl CoA dehydrogenase deficiency and maple syrup urine disease are all inborn errors of metabolism that can be derilin slides detected through newborn bloodspot screening.This evaluation was undertaken in 2013 to provide evidence to the UK National Screening Committe

read more

Longitudinal trajectories of mental health problems and their association with reoffending in a Dutch pre-trial prison cohort

The burden of mental health problems in detained persons is high.At the same time, mental health problems are discussed as possible predictors of criminal recidivism.During Stacking Toy detention, mental health tends to improve.The aims of the study were twofold: First, to identify group-based trajectories of mental health problems over the course

read more