@inproceedings{weng-etal-2025-graph, title = "Graph-Reward-{SQL}: Execution-Free Reinforcement Learning for Text-to-{SQL} via Graph Matching and Stepwise Reward", author = "Weng, Han and Wu, Puzhen and Longjie, Cui and Zhan, Yi and Liu, Boyi and Song, Yuanfeng and Zeng, Dun and Yang, Yingxiang and Zhang, Qianru and Huang, Dong and Yin, Xiaoming and Sun, Yang and Chen, Xing", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2025.findings-emnlp.694/", pages = "12917--12943", ISBN = "979-8-89176-335-7" }