Retrieval-Augmented Generation with Quantized Large Language Models: A Comparative Analysis.
Shanglin YangJialin ZhuJialin WangXiaohan XuZihang ShaoLiwei YaoBenchang ZhengHu HuangPublished in: IoTAAI (2023)
Keyphrases
- language model
- retrieval model
- document retrieval
- query expansion
- test collection
- ad hoc information retrieval
- language modeling
- language models for information retrieval
- information retrieval
- query terms
- statistical language models
- n gram
- cross language retrieval
- query generation
- document ranking
- probabilistic model
- smoothing methods
- retrieval effectiveness
- document length
- relevance model
- passage retrieval
- query specific
- pseudo feedback
- okapi bm
- language modelling
- context sensitive
- text retrieval
- retrieval framework
- ir models
- speech recognition
- document level
- statistical language modeling
- pseudo relevance feedback
- retrieval process
- vector space model
- term dependencies
- language modeling approaches
- expert finding
- information retrieval systems
- document collections
- probabilistic retrieval models
- inter document similarities
- translation model
- co occurrence
- relevance feedback
- multimedia