Author

Shuang-Yin Li

2 papers indexed here

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Sep 2026

Enabling Retriever-LLM Connection Across the Semantic Gap in Retrieval-Augmented Generation

Retrieval-augmented generation (RAG) has attracted significant attention for enhancing large language models (LLMs) in domain-specific and knowledge-intensive tasks by utilizing external documents retrieved by retrievers. However, LLMs often struggle to determine which retrieved documents are relevant and how they rela...

Fu-Da Ye, Shuang-Yin Li, Yong-Qi Zhang et al. · ACM Transactions on Knowledg... · 0 citations

#artificial intelligence Preprint Sep 2026

TEAR: Table Extraction with Attribute Recommendation from Texts via Large Language Models

Table extraction from texts is an important task for information systems, and recent approaches that prompt large language models (LLMs) with instructions have drawn great attention for their strong performance. Existing works have assumed the input texts to be table descriptions or specialized documents. However, thes...

Tong Li, Shu-Ye Ding, Jia-Chuan Wang et al. · 0 citations