Min Lin

Bag of Tricks for Training Data Extraction from Language Models

2023 · arXiv (Cornell University)

With the advance of language models, privacy protection is receiving more attention. Training data extraction is therefore of great importance, as it can serve as a potential tool to assess privacy leakage. However, due to …

Beyond Memorization: The Challenge of Random Memory Access in Language Models

2024

Recent developments in Language Models (LMs) have shown their effectiveness in NLP tasks, particularly in knowledge-intensive tasks.However, the mechanisms underlying knowledge storage and memory access within their parameters remain elusive.In this paper, we investigate whether …

MacHa: Multi-Aspect Controllable Text Generation Based on a Hamiltonian System

2025 · Computers

Multi-faceted controllable text generation can be viewed as an extension and combination of controllable text generation tasks. It requires the generation of fluent text while controlling multiple different attributes (e.g., negative emotions and environmental protection …