Exploring the Upper Limits of Text-Based Collaborative Filtering Using Large Language Models: Discoveries and Insights.
Ruyu LiWenhao DengYu ChengZheng YuanJiaqi ZhangFajie YuanPublished in: CoRR (2023)
Keyphrases
- language model
- collaborative filtering
- language modeling
- recommender systems
- n gram
- information retrieval
- document retrieval
- query expansion
- probabilistic model
- speech recognition
- language modelling
- test collection
- matrix factorization
- smoothing methods
- user preferences
- retrieval model
- context sensitive
- vector space model
- language model for information retrieval
- query terms
- multimedia
- ad hoc information retrieval
- pseudo relevance feedback
- semantic information
- statistical language models
- transfer learning
- relevance model
- passage retrieval
- translation model
- user ratings
- machine learning
- retrieval effectiveness
- vector space
- cross lingual
- document length