1 code implementation • COLING 2022 • Yangjun Wu, Han Wang, Dongxiang Zhang, Gang Chen, Hao Zhang
Specifically, we design 5-type templates as instructional prompts, and each template includes a question that acts as the driver to teach UGEN to grasp the paradigm, options that list the candidate intents or slots to reduce the answer search space, and the context denotes original utterance.
no code implementations • 9 Mar 2024 • Yangjun Wu, Han Wang
Conventional text-to-SQL parsers are not good at synthesizing complex SQL queries that involve multiple tables or columns, due to the challenges inherent in identifying the correct schema items and performing accurate alignment between question and schema items.
1 code implementation • 28 Oct 2023 • Yangjun Wu, Kebin Fang, Dongxiang Zhang, Han Wang, Hao Zhang, Gang Chen
Structured dropout approaches, such as attention dropout and DropHead, have been investigated to regularize the multi-head attention mechanism in Transformers.
no code implementations • 29 Jun 2023 • Yangjun Wu, Chu Guo, Yi Fan, Pengyu Zhou, Honghui Shang
Neural network quantum state (NNQS) has emerged as a promising candidate for quantum many-body problems, but its practical applications are often hindered by the high cost of sampling and local energy calculation.
no code implementations • 9 Nov 2022 • Yangjun Wu, Kebin Fang, Yao Zhao, Hao Zhang, Lifeng Shi, Mengqi Zhang
To accomplish punctuation restoration, most existing methods focus on introducing extra information (e. g., part-of-speech) or addressing the class imbalance problem.
1 code implementation • 23 Mar 2022 • Yangjun Wu, Kebin Fang, Yao Zhao
To accomplish the punctuation restoration task, most existing approaches focused on leveraging extra information (e. g., part-of-speech tags) or addressing the class imbalance problem.