Understanding the Role of User Profile in the Personalization of Large Language Models.
Bin WuZhengyan ShiHossein A. RahmaniVarsha RamineniEmine YilmazPublished in: CoRR (2024)
Keyphrases
- user profiles
- language model
- personalized web search
- language modeling
- query expansion
- user profiling
- information filtering
- retrieval model
- user interests
- n gram
- user preferences
- speech recognition
- information retrieval
- personalized search
- web mining
- document retrieval
- user feedback
- test collection
- recommender systems
- collaborative filtering
- probabilistic model
- user model
- providing personalized
- personalized information
- smoothing methods
- statistical language models
- document ranking
- language modelling
- vector space model
- bayesian networks
- information retrieval systems
- text mining
- individual user
- query terms