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.
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.
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