Language models emulate certain cognitive profiles: An investigation of how predictability measures interact with individual differences.
Patrick HallerLena S. BolligerLena Ann JägerPublished in: ACL (Findings) (2024)
Keyphrases
- individual differences
- language model
- language modeling
- n gram
- working memory
- document retrieval
- speech recognition
- information retrieval
- query expansion
- language modelling
- probabilistic model
- learning outcomes
- cognitive load
- retrieval model
- working memory capacity
- context sensitive
- statistical language models
- test collection
- query terms
- online shopping
- ad hoc information retrieval
- cognitive style
- document ranking
- smoothing methods
- pseudo relevance feedback
- skill acquisition
- vector space model
- language models for information retrieval
- theory of reasoned action
- reinforcement learning
- machine learning
- evaluation measures
- retrieval effectiveness