1 code implementation • ACL 2021 • Sajad Norouzi, Keyi Tang, Yanshuai Cao
Training datasets for semantic parsing are typically small due to the higher expertise required for annotation than most other NLP tasks.
no code implementations • ACL 2021 • Peng Xu, Wenjie Zi, Hamidreza Shahidi, Ákos Kádár, Keyi Tang, Wei Yang, Jawad Ateeq, Harsh Barot, Meidan Alon, Yanshuai Cao
A natural language database interface (NLDB) can democratize data-driven insights for non-technical users.
1 code implementation • 1 Jan 2021 • Sajad Norouzi, Keyi Tang, Yanshuai Cao
Training datasets for semantic parsing are typically small due to the higher expertise required for annotation than most other NLP tasks.
Ranked #2 on Code Generation on Django
1 code implementation • ACL 2021 • Peng Xu, Dhruv Kumar, Wei Yang, Wenjie Zi, Keyi Tang, Chenyang Huang, Jackie Chi Kit Cheung, Simon J. D. Prince, Yanshuai Cao
This work shows that this does not always need to be the case: with proper initialization and optimization, the benefits of very deep transformers can carry over to challenging tasks with small datasets, including Text-to-SQL semantic parsing and logical reading comprehension.