Author

Qiu-Yuan Li

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Book Open access Aug 2026

ZeroRel: Relational Reasoning via Graph-guided Large Language Models

A novel self-supervised framework for relational reasoning over RDBs that treats context sparsity as a controllable curriculum variable and leverages it to induce a progressive shift from semantic-dominant inference to structure-aware relational reasoning.

Yujie Tian, Kun Zhang, Qiu-Yuan Li et al. · Proceedings of the 32nd ACM... · 0 citations

Book Open access Aug 2026

ZeroRel: Relational Reasoning via Graph-guided Large Language Models

Relational databases (RDBs) play an essential role in real-world scenarios, such as e-commerce, social media, and industry. Recently, with the rapid development of Large Language Models (LLMs), using LLMs to exploit RDBs has become a significant trend. Plenty of works have been proposed to use natural language to descr...

Yujie Tian, Kun Zhang, Qiuyuan Li et al. · Proceedings of the 32nd ACM... · 0 citations