Evaluating the Effectiveness of Retrieval-Augmented Large Language Models in Scientific Document Reasoning.
Sai MunikotiAnurag AcharyaSridevi WagleSameera HorawalavithanaPublished in: CoRR (2023)
Keyphrases
- language model
- document retrieval
- ad hoc information retrieval
- document ranking
- document length
- retrieval model
- query terms
- information retrieval
- language modeling
- relevance model
- passage retrieval
- document level
- query expansion
- language models for information retrieval
- test collection
- retrieval systems
- vector space model
- query specific
- trec collections
- n gram
- retrieval effectiveness
- term frequency
- language modeling approaches
- language modeling framework
- statistical language models
- relevant documents
- document representation
- information retrieval systems
- language modelling
- probabilistic model
- okapi bm
- inter document similarities
- pseudo feedback
- probabilistic retrieval models
- pseudo relevance feedback
- text retrieval
- average precision
- translation model
- document collections
- retrieved documents
- term dependencies
- smoothing methods
- structured documents
- tf idf
- document analysis
- term proximity
- document structure
- retrieval process
- ranked list
- expert search
- document images
- user queries
- xml retrieval
- statistical language modeling
- relevance feedback
- image retrieval
- keywords