Black-Box Opinion Manipulation Attacks to Retrieval-Augmented Generation of Large Language Models.
Zhuo ChenJiawei LiuHaotan LiuQikai ChengFan ZhangWei LuXiaozhong LiuPublished in: CoRR (2024)
Keyphrases
- black box
- language model
- retrieval model
- document retrieval
- query expansion
- test collection
- language modeling
- information retrieval
- language models for information retrieval
- ad hoc information retrieval
- query terms
- smoothing methods
- statistical language models
- relevance model
- document length
- black boxes
- n gram
- query specific
- white box
- passage retrieval
- probabilistic model
- document ranking
- document level
- language modelling
- retrieval effectiveness
- okapi bm
- pseudo relevance feedback
- text retrieval
- term dependencies
- test cases
- information retrieval systems
- ad hoc retrieval
- vector space model
- ir models
- white box testing
- pseudo feedback
- sentence level
- cross lingual
- integration testing
- translation model
- term weighting
- average precision
- retrieval systems
- bayesian networks
- out of vocabulary
- expert finding
- term frequency
- inter document similarities