arXiv NLP research summaries for January 14, 2024.

Today's Research Themes (AI-Generated):

• Distilling structured event sequence knowledge from LLMs to facilitate probabilistic model construction and pattern mining

• Enhancing domain-specific LLM adaptation using extended-text reading comprehension and cluster-based contextual knowledge

• Utilizing iterative distillation processes for creating comprehensive knowledge bases for commonsense reasoning

• Enabling small LMs to self-correct erroneous outputs, improving task performance in commonsense and factual reasoning

• Demonstrating the effectiveness of LLMs in depression detection from social media, with a focus on Bengali language text