arXiv NLP research summaries for January 18, 2024.

Today's Research Themes (AI-Generated):

• Leveraging inherent biases in LLMs as features for few-shot learning performance enhancement

• Exploring improved methods for crowdsourced data annotation quality via LLMs and hybrid aggregation

• Advancing techniques for converting polar question-answer pairs into factual statements for broader applications

• Developing models for named entity disambiguation in the context of regular polysemy

• Innovating adversarial attack methods by iteratively rewriting prompts using LLMs themselves