A Systematic Investigation of Distilling Large Language Models into Cross-Encoders for Passage Re-ranking.
Ferdinand SchlattMaik FröbeHarrisen ScellsShengyao ZhuangBevan KoopmanGuido ZucconBenno SteinMartin PotthastMatthias HagenPublished in: CoRR (2024)
Keyphrases
- language model
- document ranking
- document retrieval
- ad hoc information retrieval
- smoothing methods
- language modeling
- passage retrieval
- ranking functions
- n gram
- query specific
- information retrieval
- probabilistic model
- speech recognition
- language modelling
- query terms
- query expansion
- retrieval model
- relevance model
- ranking algorithm
- ranked list
- document length
- pseudo feedback
- document level
- test collection
- language model for information retrieval
- vector space model
- context sensitive
- expert finding
- learning to rank
- language models for information retrieval
- statistical language models
- web search
- inter document similarities
- translation model
- cross lingual
- evaluation measures
- natural language
- language modeling approaches
- feature selection