Enhancing Low-Resource LLMs Classification with PEFT and Synthetic Data.
Parth PatwaSimone FiliceZhiyu ChenGiuseppe CastellucciOleg RokhlenkoShervin MalmasiPublished in: CoRR (2024)
Keyphrases
- synthetic data
- data sets
- real world
- real image data
- classification accuracy
- decision trees
- resource constraints
- classification models
- pattern recognition
- automatic classification
- classification systems
- support vector
- artificial neural networks
- image classification
- feature space
- machine learning
- feature vectors
- neural network
- cost sensitive
- pattern classification
- machine learning methods
- classification algorithm
- decision rules
- text classification
- feature set
- mri data
- database
- real life
- classification process
- supervised classification
- low error rates
- classification rate
- document classification
- svm classifier
- benchmark datasets
- machine learning algorithms
- supervised learning
- support vector machine
- training set