Selective privacy-preserving framework for large language models fine-tuning.
Teng WangLindong ZhaiTengfei YangZhucheng LuoShuanggen LiuPublished in: Inf. Sci. (2024)
Keyphrases
- privacy preserving
- language model
- fine tuning
- probabilistic model
- privacy preserving data mining
- privacy preserving data mining algorithms
- privacy preservation
- multi party
- language modeling
- relevance model
- n gram
- document retrieval
- data mining
- language modelling
- information retrieval
- data privacy
- privacy concerns
- private information
- sensitive information
- sensitive data
- language models for information retrieval
- horizontally partitioned data
- differential privacy
- test collection
- statistical language models
- privacy sensitive
- machine learning
- partitioned data
- scalar product
- vertically partitioned data
- preserving privacy
- privacy requirements
- smoothing methods
- document ranking
- decision trees
- knn
- retrieval model
- query expansion