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Zhengping Li

2 accepted papers

2025

FedSum: Data-Efficient Federated Learning Under Data Scarcity Scenario for Text Summarization

AAAI 2025technical

Text summarization task extracts salient information from a large amount of text for productivity enhancement. However, most existing methods heavily rely on training models from ample and centrally stored data which is infeasible to collect in practice, due to privacy concerns and data scarcity nat…

2025

Generating Long-form Story Using Dynamic Hierarchical Outlining with Memory-Enhancement

NAACL 2025long

Long-form story generation task aims to produce coherent and sufficiently lengthy text, essential for applications such as novel writingand interactive storytelling. However, existing methods, including LLMs, rely on rigid outlines or lack macro-level planning, making it difficult to achieve both co…