2 papers
cs.CL2025
HERA: Improving Long Document Summarization using Large Language Models with Context Packaging and Reordering
Taiji Li, Hao Chen, Fei Yu +1
Despite the rapid growth of context length of large language models (LLMs) , LLMs still perform poorly in long document summarization. An important reason for this is that relevant…
cs.CL2024
Improving Faithfulness of Large Language Models in Summarization via Sliding Generation and Self-Consistency
Taiji Li, Zhi Li, Yin Zhang
Despite large language models (LLMs) have demonstrated impressive performance in various tasks, they are still suffering from the factual inconsistency problem called hallucination…