2025
TDCSA: LLM-Guided Top-Down Approach for Robust Citation Sentiment Analysis
ACL 2025finding
Citation Sentiment Analysis (CSA) plays a crucial role in understanding academic influence and knowledge diffusion. While pre-trained language models (PLMs) and large language models (LLMs) showed remarkable success in general sentiment analysis, they encounter specialized challenges in CSA due to t…