Monte Carlo Thought Search: Large Language Model Querying for Complex Scientific Reasoning in Catalyst Design.
Henry SprueillCarl EdwardsMariefel V. OlarteUdishnu SanyalHeng JiSutanay ChoudhuryPublished in: EMNLP (Findings) (2023)
Keyphrases
- monte carlo
- language model
- language modeling
- monte carlo simulation
- document retrieval
- n gram
- information retrieval
- importance sampling
- language modelling
- speech recognition
- markov chain
- probabilistic model
- query expansion
- query specific
- monte carlo tree search
- context sensitive
- search space
- matrix inversion
- markovian decision
- variance reduction
- query terms
- retrieval model
- game tree
- pseudo relevance feedback
- test collection
- machine learning