arXiv NLP research summaries for January 31, 2024.

Today's Research Themes (AI-Generated):

• Utilizing Large Language Models for enhanced medical assertion detection with novel methodologies.

• Addressing knowledge perturbations in LLMs through the new APP framework and PEAK benchmark.

• Investigating the learning of speech properties within self-supervised speech and speaker models.

• Exploring Self-Contrastive Decoding as a strategy to reduce overkill in LLMs' safety mechanisms.

• Analyzing the acquisition and effect of document structure representation in long-document Transformers.