Empirical evaluation of Uncertainty Quantification in Retrieval-Augmented Language Models for Science.
Sridevi WagleSai MunikotiAnurag AcharyaSara SmithSameera HorawalavithanaPublished in: CoRR (2023)
Keyphrases
- empirical evaluation
- language model
- retrieval model
- document retrieval
- query expansion
- language modeling
- test collection
- language models for information retrieval
- ad hoc information retrieval
- information retrieval
- statistical language models
- cross language retrieval
- document ranking
- query terms
- speech recognition
- query generation
- n gram
- smoothing methods
- relevance model
- retrieval effectiveness
- document length
- query specific
- probabilistic model
- language modelling
- text retrieval
- passage retrieval
- context sensitive
- okapi bm
- vector space model
- statistical language modeling
- language modeling approaches
- pseudo relevance feedback
- term proximity
- ir models
- translation model
- tf idf
- expert finding
- term dependencies
- relevance feedback
- document level
- language model for information retrieval
- information retrieval systems
- inter document similarities
- uncertain data
- retrieval method
- sentence retrieval
- xml retrieval
- pseudo feedback
- cross lingual
- relevant documents
- retrieval systems
- document collections
- cross language information retrieval
- retrieval process