Yue Dong

Adversarial Attacks on Parts of Speech: An Empirical Study in Text-to-Image Generation

2024 · arXiv (Cornell University)

Recent studies show that text-to-image (T2I) models are vulnerable to adversarial attacks, especially with noun perturbations in text prompts. In this study, we investigate the impact of adversarial attacks on different POS tags within text …

BanditSum: Extractive Summarization as a Contextual Bandit

2018

In this work, we propose a novel method for training neural networks to perform singledocument extractive summarization without heuristically-generated extractive labels. We call our approach BANDITSUM as it treats extractive summarization as a contextual bandit …

EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing

2019

We present the first sentence simplification model that learns explicit edit operations (ADD, DELETE, and KEEP) via a neural programmer-interpreter approach. Most current neural sentence simplification systems are variants of sequence-to-sequence models adopted from machine …