Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction.
Wang-Cheng KangJianmo NiNikhil MehtaMaheswaran SathiamoorthyLichan HongEd H. ChiDerek Zhiyuan ChengPublished in: CoRR (2023)
Keyphrases
- user preferences
- user ratings
- prediction accuracy
- collaborative filtering
- recommender systems
- user behavior
- collaborative filtering algorithms
- rating prediction
- user profiles
- cold start
- data sparsity
- recommendation systems
- user based collaborative filtering
- user behaviour
- user feedback
- matrix factorization
- content based filtering
- preference model
- data mining
- web search
- qualitative preferences
- search engine