Integrating Large Language Models in Causal Discovery: A Statistical Causal Approach.
Masayuki TakayamaTadahisa OkudaThong PhamTatsuyoshi IkenoueShingo FukumaShohei ShimizuAkiyoshi SannaiPublished in: CoRR (2024)
Keyphrases
- causal discovery
- language model
- causal models
- language models for information retrieval
- causal relationships
- language modeling
- causal structure
- discovery process
- bayesian networks
- document retrieval
- n gram
- probabilistic model
- language modelling
- retrieval model
- directed acyclic graph
- speech recognition
- statistical language modeling
- markov blanket
- statistical language models
- test collection
- information retrieval
- conditional independence
- query expansion
- smoothing methods
- context sensitive
- relevance model
- observational data
- statistical models
- causal relations
- causal graph
- knowledge discovery
- influence diagrams
- causal ordering
- databases