Privacy-preserving Fine-tuning of Large Language Models through Flatness.
Tiejin ChenLongchao DaHuixue ZhouPingzhi LiKaixiong ZhouTianlong ChenHua WeiPublished in: CoRR (2024)
Keyphrases
- fine tuning
- language model
- privacy preserving
- language modeling
- privacy preserving data mining
- n gram
- privacy preservation
- probabilistic model
- information retrieval
- document retrieval
- vertically partitioned data
- retrieval model
- privacy concerns
- multi party
- test collection
- private information
- statistical language models
- data privacy
- query expansion
- language modelling
- sensitive information
- privacy protection
- preserving privacy
- differential privacy
- scalar product
- smoothing methods
- query terms
- privacy sensitive
- privacy preserving association rule mining
- private data
- sensitive data
- privacy issues