Citation Intent

Citation intent research focuses on understanding why authors cite specific sources within scientific papers, moving beyond simple citation counts to analyze the nuanced relationships between publications. Current efforts leverage advanced machine learning models, including large language models and ensemble methods, often incorporating techniques like explainable AI to improve transparency and accuracy in classifying citation purposes. This work is crucial for enhancing research evaluation, improving the reliability of automatically generated text with citations, and facilitating more efficient literature review and knowledge synthesis.