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Qiunan Du

2 accepted papers

2025

Correlation-Aware Example Selection for In-Context Learning with Nonsymmetric Determinantal Point Processes

EMNLP 2025

LLMs with in-context learning (ICL) obtain remarkable performance but are sensitive to the quality of ICL examples. Prior works on ICL example selection explored unsupervised heuristic methods and supervised LLM-based methods, but they typically focus on the selection of individual examples and igno

Cited by 0SourcePDFScholar
2025

DYNTEXT: Semantic-Aware Dynamic Text Sanitization for Privacy-Preserving LLM Inference

ACL 2025finding

LLMs face privacy risks when handling sensitive data. To ensure privacy, researchers use differential privacy (DP) to provide protection by adding noise during LLM training. However, users may be hesitant to share complete data with LLMs. Researchers follow local DP to sanitize the text on the user…