Enhancing Relation Extraction with Large Language Models: Chain of Thought and Graphical Reasoning Approaches

This paper presents two innovative methodologies, Chain of Thought with In-Context Learning and Graphical Reasoning, that leverage advanced language models to significantly improve the accuracy and efficiency of relation extraction tasks.