no code implementations • Findings (EMNLP) 2021 • Deyu Zhou, Yanzheng Xiang, Linhai Zhang, Chenchen Ye, Qian-Wen Zhang, Yunbo Cao
However, most of existing approaches only detect one single path to obtain the answer without considering other correct paths, which might affect the final performance.
no code implementations • ACL 2022 • Linhai Zhang, Xuemeng Hu, Boyu Wang, Deyu Zhou, Qian-Wen Zhang, Yunbo Cao
Recent years have witnessed growing interests in incorporating external knowledge such as pre-trained word embeddings (PWEs) or pre-trained language models (PLMs) into neural topic modeling.
1 code implementation • 18 Dec 2023 • Bing Wang, Changyu Ren, Jian Yang, Xinnian Liang, Jiaqi Bai, Linzheng Chai, Zhao Yan, Qian-Wen Zhang, Di Yin, Xing Sun, Zhoujun Li
Our framework comprises a core decomposer agent for Text-to-SQL generation with few-shot chain-of-thought reasoning, accompanied by two auxiliary agents that utilize external tools or models to acquire smaller sub-databases and refine erroneous SQL queries.
no code implementations • 11 May 2023 • Linzheng Chai, Dongling Xiao, Jian Yang, Liqun Yang, Qian-Wen Zhang, Yunbo Cao, Zhoujun Li, Zhao Yan
Context-dependent Text-to-SQL aims to translate multi-turn natural language questions into SQL queries.
no code implementations • 16 May 2022 • Dongling Xiao, Linzheng Chai, Qian-Wen Zhang, Zhao Yan, Zhoujun Li, Yunbo Cao
Context-dependent text-to-SQL is the task of translating multi-turn questions into database-related SQL queries.
1 code implementation • Findings (ACL) 2021 • XiMing Zhang, Qian-Wen Zhang, Zhao Yan, Ruifang Liu, Yunbo Cao
In MLTC task, a document-label cross attention (CA) mechanism is adopted to generate a more discriminative document representation.
Multi Label Text Classification Multi-Label Text Classification +2