Conceptual structure coheres in human cognition but not in large language models.
Siddharth SureshKushin MukherjeeXizheng YuWei-Chun HuangLisa PaduaTimothy T. RogersPublished in: EMNLP (2023)
Keyphrases
- language model
- human cognition
- conceptual structures
- cognitive science
- language modeling
- conceptual graphs
- cognitive processes
- information processing
- formal concept analysis
- ontology learning
- computational linguistics
- information retrieval
- knowledge structures
- n gram
- probabilistic model
- document retrieval
- semantic relations
- cognitive architecture
- test collection
- computational models
- concept lattice
- cognitive psychology
- key concepts
- working memory
- artificial intelligence
- knowledge representation
- computational intelligence
- co occurrence
- collaborative filtering
- semi supervised