TourRank: Utilizing Large Language Models for Documents Ranking with a Tournament-Inspired Strategy.
Yiqun ChenQi LiuYi ZhangWeiwei SunDaiting ShiJiaxin MaoDawei YinPublished in: CoRR (2024)
Keyphrases
- language model
- document ranking
- ad hoc information retrieval
- trec test collections
- document retrieval
- language modeling
- relevance model
- document length
- pseudo feedback
- inter document similarities
- information retrieval
- document level
- query specific
- query terms
- query expansion
- language modeling approaches
- expert search
- retrieval strategies
- probabilistic model
- relevant documents
- vector space model
- language modelling
- test collection
- ranking functions
- retrieved documents
- n gram
- expert finding
- pseudo relevance feedback
- document representation
- retrieval model
- statistical language models
- smoothing methods
- ranked list
- learning to rank
- passage retrieval
- retrieval effectiveness
- term dependencies
- ranking algorithm
- language models for information retrieval
- text retrieval
- document collections
- probabilistic retrieval models
- document relevance
- document similarity
- ir models
- ad hoc retrieval
- relevance judgments
- co occurrence