Optimization Methods for Personalizing Large Language Models through Retrieval Augmentation.
Alireza SalemiSurya KallumadiHamed ZamaniPublished in: CoRR (2024)
Keyphrases
- optimization methods
- language model
- retrieval model
- document retrieval
- test collection
- query expansion
- language models for information retrieval
- information retrieval
- ad hoc information retrieval
- language modeling
- statistical language models
- query terms
- document ranking
- relevance model
- optimization method
- document length
- cross language retrieval
- n gram
- probabilistic model
- speech recognition
- optimization problems
- query specific
- smoothing methods
- retrieval effectiveness
- language modelling
- passage retrieval
- okapi bm
- document level
- text retrieval
- term dependencies
- ir models
- simulated annealing
- statistical language modeling
- vector space model
- relevant documents
- retrieval systems
- pseudo relevance feedback
- text classification
- information retrieval systems
- neural network
- expert finding
- retrieved documents
- term frequency
- genetic algorithm
- image retrieval
- retrieval accuracy
- tf idf
- stochastic methods
- pseudo feedback
- feature selection
- improve retrieval effectiveness
- inter document similarities
- document collections
- web search