C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models.
Mintong KangNezihe Merve GürelNing YuDawn SongBo LiPublished in: CoRR (2024)
Keyphrases
- language model
- retrieval model
- document retrieval
- language models for information retrieval
- test collection
- ad hoc information retrieval
- information retrieval
- query expansion
- language modeling
- n gram
- query terms
- document length
- cross language retrieval
- statistical language models
- relevance model
- document ranking
- query generation
- speech recognition
- smoothing methods
- probabilistic model
- text retrieval
- ir models
- query specific
- language modelling
- passage retrieval
- retrieval effectiveness
- image database
- okapi bm
- term dependencies
- statistical language modeling
- pseudo feedback
- retrieval systems
- out of vocabulary
- retrieval accuracy
- retrieval framework
- document level
- pseudo relevance feedback
- probabilistic retrieval models
- information retrieval systems
- sentence retrieval
- ad hoc retrieval
- retrieval process
- language model for information retrieval
- improve retrieval effectiveness
- language modeling framework
- expert search
- term frequency
- context sensitive
- relevant documents
- image retrieval