Do Language Models Exhibit the Same Cognitive Biases in Problem Solving as Human Learners?
Andreas OpedalAlessandro StolfoHaruki ShirakamiYing JiaoRyan CotterellBernhard SchölkopfAbulhair SaparovMrinmaya SachanPublished in: CoRR (2024)
Keyphrases
- language model
- cognitive model
- language modeling
- human cognition
- human problem solving
- document retrieval
- cognitive models
- meta cognitive
- critical thinking
- language modelling
- information processing
- speech recognition
- retrieval model
- probabilistic model
- query expansion
- n gram
- information retrieval
- mental representations
- test collection
- mental models
- statistical language models
- cognitive processes
- query terms
- ad hoc information retrieval
- learning environment
- computational models
- skill acquisition
- cognitive science
- learning process
- translation model
- document ranking
- cognitive skills
- cognitive abilities
- context sensitive
- relevance model
- smoothing methods
- image retrieval
- language models for information retrieval
- foreign language
- vector space model
- collaborative learning