Text Encoders Lack Knowledge: Leveraging Generative LLMs for Domain-Specific Semantic Textual Similarity.
Joseph GattoOmar SharifParker SeegmillerPhilip BohlmanSarah Masud PreumPublished in: CoRR (2023)
Keyphrases
- domain specific
- semantic information
- domain ontology
- sentence similarity
- domain experts
- textual case based reasoning
- semantic similarity
- semantic knowledge
- general purpose
- knowledge sources
- semantic network
- knowledge acquisition
- domain independent
- keywords
- linguistic analysis
- similarity measure
- general knowledge
- semantic structure
- domain knowledge
- knowledge management
- natural language text
- plain text
- textual features
- semantic representation
- generative model
- text representation
- related concepts
- semantic content
- text content
- textual information
- semantic labels
- semantic annotation
- co occurrence
- text mining
- arabic text
- natural language
- text analytics
- free text
- semantic models
- semantically rich
- visual representations
- conceptual graphs
- textual data
- multimedia
- text retrieval
- text documents
- prior knowledge
- high level