Semantic are Beacons: A Semantic Perspective for Unveiling Parameter-Efficient Fine-Tuning in Knowledge Learning.
Renzhi WangPiji LiPublished in: ACL (Findings) (2024)
Keyphrases
- fine tuning
- knowledge acquisition
- learning algorithm
- semantic network
- knowledge transfer
- semantic information
- learning systems
- knowledge base
- semantic knowledge
- related concepts
- domain independent
- domain ontology
- semantically rich
- domain experts
- active learning
- prior knowledge
- learning process
- co occurrence
- viable alternative
- reinforcement learning
- human experts
- semantic data
- natural language
- expert systems
- conceptual graphs
- lexical semantics
- semantic description
- knowledge level
- higher level
- context dependent
- learning tasks
- supervised learning
- knowledge based systems