Monte Carlo Thought Search: Large Language Model Querying for Complex Scientific Reasoning in Catalyst Design.
Henry W. SprueillCarl EdwardsMariefel V. OlarteUdishnu SanyalHeng JiSutanay ChoudhuryPublished in: CoRR (2023)
Keyphrases
- monte carlo
- language model
- n gram
- markov chain
- monte carlo simulation
- language modeling
- speech recognition
- search algorithm
- document retrieval
- importance sampling
- query expansion
- information retrieval
- retrieval model
- markovian decision
- probabilistic model
- query specific
- word clouds
- particle filter
- document ranking
- monte carlo tree search
- test collection
- context sensitive
- mixture model
- pseudo relevance feedback
- structured queries
- smoothing methods
- language modelling
- ad hoc information retrieval
- bayesian networks