Papers by Jieyang Peng
TDCSA: LLM-Guided Top-Down Approach for Robust Citation Sentiment Analysis (2025.findings-acl)
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| Challenge: | Citation Sentiment Analysis (CSA) is a key part of academic influence and knowledge diffusion. |
| Approach: | They propose a top-down framework that leverages LLMs’ semantic understanding capabilities to enhance PLM-based Citation Sentiment Analysis. |
| Outcome: | The proposed framework outperforms existing methods while maintaining robustness to quadruple quality variations. |