Contrastive Visual Semantic Pretraining Magnifies the Semantics of Natural Language Representations.
Robert WolfeAylin CaliskanPublished in: ACL (1) (2022)
Keyphrases
- natural language
- semantic representations
- semantic representation
- semantic interpretation
- natural language understanding
- conceptual graphs
- high level semantics
- semantic information
- meaning representations
- semantic analysis
- semantically relevant
- conceptual representation
- natural language processing
- low level
- semantically equivalent
- mid level
- natural language sentences
- semantic models
- visual information
- natural language interface
- syntactic structures
- compositional semantics
- visual perception
- dialogue system
- high level
- semantic constraints
- low level features
- semantic relationships
- graphical representation
- semantic description
- lexical semantics
- semantic content
- visual features
- higher level
- semantic space
- semantic descriptions
- knowledge representation
- linguistic analysis
- machine learning
- information extraction
- logic programming
- semantic aspects
- semantically related
- domain ontology
- semantic matching
- formal language
- action descriptions
- intermediate representations
- question answering
- wordnet
- semantic properties
- semantic knowledge
- semantic meaning
- question answering systems
- visual patterns