Semantic are Beacons: A Semantic Perspective for Unveiling Parameter-Efficient Fine-Tuning in Knowledge Learning.
Renzhi WangPiji LiPublished in: CoRR (2024)
Keyphrases
- fine tuning
- semantic information
- semantic network
- semantic knowledge
- learning systems
- knowledge base
- knowledge acquisition
- background knowledge
- learning algorithm
- learning tasks
- semantic web
- context dependent
- domain knowledge
- semantically rich
- knowledge transfer
- semantic similarity
- human experts
- effective learning
- semantic models
- previously learned
- e learning
- online learning
- domain independent
- knowledge management
- natural language
- prior knowledge
- fine tune
- viable alternative
- high level
- learning process
- active learning
- knowledge representation
- semantic features
- knowledge discovery
- supervised learning
- learning content
- concept maps
- domain specific