Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation.
Se-eun YoonZhankui HeJessica Maria EchterhoffJulian J. McAuleyPublished in: NAACL-HLT (2024)
Keyphrases
- language model
- language modeling
- user preferences
- recommender systems
- collaborative filtering
- probabilistic model
- language modelling
- statistical language models
- document retrieval
- speech recognition
- recommendation systems
- n gram
- retrieval model
- test collection
- query expansion
- information retrieval
- user feedback
- language model for information retrieval
- recommendation algorithms
- information overload
- language modeling framework
- context sensitive
- query terms
- translation model
- document ranking
- language models for information retrieval
- ad hoc information retrieval
- user interaction
- relevance feedback
- pseudo relevance feedback
- relevance model
- generative model
- web search
- vector space model
- spoken term detection
- statistical language modeling
- smoothing methods
- helping users
- query specific
- personalized recommendation
- user queries