Do Large Language Models Rank Fairly? An Empirical Study on the Fairness of LLMs as Rankers.
Yuan WangXuyang WuHsin-Tai WuZhiqiang TaoYi FangPublished in: NAACL-HLT (2024)
Keyphrases
- language model
- language modeling
- speech recognition
- probabilistic model
- n gram
- document retrieval
- information retrieval
- query expansion
- retrieval model
- language modelling
- test collection
- statistical language models
- language models for information retrieval
- ad hoc information retrieval
- learning to rank
- probabilistic retrieval models
- context sensitive
- smoothing methods
- language model for information retrieval
- translation model
- relevance model
- document ranking
- statistical measures
- pseudo relevance feedback
- text retrieval
- ranking functions
- query terms
- retrieval systems
- co occurrence
- decision trees