Benchmarking Large Language Models in Retrieval-Augmented Generation.
Jiawei ChenHongyu LinXianpei HanLe SunPublished in: AAAI (2024)
Keyphrases
- language model
- retrieval model
- document retrieval
- language models for information retrieval
- test collection
- query expansion
- information retrieval
- ad hoc information retrieval
- language modeling
- statistical language models
- document ranking
- document length
- smoothing methods
- query terms
- cross language retrieval
- retrieval effectiveness
- n gram
- relevance model
- probabilistic model
- passage retrieval
- okapi bm
- document level
- query specific
- speech recognition
- text retrieval
- query generation
- language modelling
- pseudo feedback
- statistical language modeling
- term dependencies
- image database
- relevant documents
- ir models
- term frequency
- vector space model
- context sensitive
- pseudo relevance feedback
- out of vocabulary
- probabilistic retrieval models
- retrieval systems
- relevance feedback
- search engine
- language model for information retrieval
- retrieved documents
- retrieval process
- average precision
- tf idf
- multimedia