Contrastive Visual Semantic Pretraining Magnifies the Semantics of Natural Language Representations.
Robert WolfeAylin CaliskanPublished in: CoRR (2022)
Keyphrases
- natural language
- semantic representations
- semantic representation
- semantic interpretation
- natural language understanding
- meaning representations
- semantic analysis
- conceptual graphs
- high level semantics
- semantic information
- semantically relevant
- natural language processing
- conceptual representation
- mid level
- high level
- natural language sentences
- semantically equivalent
- compositional semantics
- knowledge representation
- natural language interface
- machine learning
- semantic constraints
- semantic models
- low level features
- visual information
- higher level
- low level
- semantic space
- question answering
- formal language
- semantic similarity
- natural language interfaces to databases
- semantic meaning
- visual representations
- information extraction
- semantically related
- logic programming
- semantic aspects
- formal semantics
- language processing
- linguistic analysis
- semantic knowledge
- semantic content
- visual concepts
- semantic relationships
- knowledge sources
- visual features
- semantic matching
- visual patterns
- lexical semantics
- visual perception
- semantic features
- action descriptions
- domain ontology
- intermediate representations
- metadata