Causal Discovery with Language Models as Imperfect Experts.
Stephanie LongAlexandre PichéValentina ZantedeschiTibor SchusterAlexandre DrouinPublished in: CoRR (2023)
Keyphrases
- language model
- causal discovery
- language modeling
- causal models
- causal relationships
- expert finding
- bayesian networks
- probabilistic model
- n gram
- causal structure
- speech recognition
- information retrieval
- query expansion
- retrieval model
- test collection
- discovery process
- conditional independence
- language modelling
- directed acyclic graph
- document retrieval
- context sensitive
- statistical language models
- relevance model
- observational data
- pseudo relevance feedback
- document ranking
- smoothing methods
- ad hoc information retrieval
- latent variables
- generative model
- random walk
- image retrieval