Large Language Models meet Collaborative Filtering: An Efficient All-round LLM-based Recommender System.
Sein KimHongseok KangSeungyoon ChoiDonghyun KimMin-Chul YangChanyoung ParkPublished in: CoRR (2024)
Keyphrases
- language model
- recommender systems
- collaborative filtering
- language modeling
- probabilistic model
- matrix factorization
- speech recognition
- user preferences
- document retrieval
- n gram
- data sparsity
- cold start problem
- language modelling
- information retrieval
- retrieval model
- information filtering
- recommendation systems
- statistical language models
- test collection
- recommendation quality
- user ratings
- ad hoc information retrieval
- context sensitive
- query terms
- language models for information retrieval
- query expansion
- product recommendation
- relevance model
- personalized recommendation
- document ranking
- cold start
- implicit feedback
- term dependencies
- user profiles
- user interests
- language model for information retrieval
- hybrid recommendation
- information overload
- recommendation algorithms
- collaborative filtering algorithms
- smoothing methods
- okapi bm
- user feedback
- content based filtering
- translation model