MemDPT: Differential Privacy for Memory Efficient Language Models.
Yanming LiuXinyue PengJiannan CaoYuwei ZhangChen MaSonghang DengMengchen FuXuhong ZhangSheng ChengXun WangJianwei YinTianyu DuPublished in: CoRR (2024)
Keyphrases
- memory efficient
- language model
- differential privacy
- differentially private
- privacy preserving
- language modeling
- document retrieval
- n gram
- probabilistic model
- information retrieval
- language modelling
- test collection
- privacy preservation
- data sharing
- query expansion
- retrieval model
- smoothing methods
- data privacy
- statistical language models
- search logs
- personal information
- query terms
- language models for information retrieval
- relevance model
- private information
- text classification
- digital libraries