Get our free extension to see links to code for papers anywhere online!

Add to Chrome

Add to Firefox

Picture for Binyuan Hui

Binyuan Hui

Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing

Jan 18, 2023
Jinyang Li, Binyuan Hui, Reynold Cheng, Bowen Qin, Chenhao Ma, Nan Huo, Fei Huang, Wenyu Du, Luo Si, Yongbin Li

Figure 1 for Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing

Figure 2 for Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing

Figure 3 for Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing

Figure 4 for Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing

* Accepted to AAAI 2023 main conference (oral)

Access Paper or Ask Questions

SPACE-2: Tree-Structured Semi-Supervised Contrastive Pre-training for Task-Oriented Dialog Understanding

Sep 14, 2022
Wanwei He, Yinpei Dai, Binyuan Hui, Min Yang, Zheng Cao, Jianbo Dong, Fei Huang, Luo Si, Yongbin Li

Figure 1 for SPACE-2: Tree-Structured Semi-Supervised Contrastive Pre-training for Task-Oriented Dialog Understanding

Figure 2 for SPACE-2: Tree-Structured Semi-Supervised Contrastive Pre-training for Task-Oriented Dialog Understanding

Figure 3 for SPACE-2: Tree-Structured Semi-Supervised Contrastive Pre-training for Task-Oriented Dialog Understanding

Figure 4 for SPACE-2: Tree-Structured Semi-Supervised Contrastive Pre-training for Task-Oriented Dialog Understanding

* 17 pages, 6 figures. Accepted by COLING 2022

Access Paper or Ask Questions

SUN: Exploring Intrinsic Uncertainties in Text-to-SQL Parsers

Sep 14, 2022
Bowen Qin, Lihan Wang, Binyuan Hui, Bowen Li, Xiangpeng Wei, Binhua Li, Fei Huang, Luo Si, Min Yang, Yongbin Li

Figure 1 for SUN: Exploring Intrinsic Uncertainties in Text-to-SQL Parsers

Figure 2 for SUN: Exploring Intrinsic Uncertainties in Text-to-SQL Parsers

Figure 3 for SUN: Exploring Intrinsic Uncertainties in Text-to-SQL Parsers

Figure 4 for SUN: Exploring Intrinsic Uncertainties in Text-to-SQL Parsers

* Accepted at COLING 2022

Access Paper or Ask Questions

Latent Heterogeneous Graph Network for Incomplete Multi-View Learning

Aug 29, 2022
Pengfei Zhu, Xinjie Yao, Yu Wang, Meng Cao, Binyuan Hui, Shuai Zhao, Qinghua Hu

Figure 1 for Latent Heterogeneous Graph Network for Incomplete Multi-View Learning

Figure 2 for Latent Heterogeneous Graph Network for Incomplete Multi-View Learning

Figure 3 for Latent Heterogeneous Graph Network for Incomplete Multi-View Learning

Figure 4 for Latent Heterogeneous Graph Network for Incomplete Multi-View Learning

* IEEE Transactions on Multimedia, early access, February 2022
* 13 pages, 9 figures, IEEE Transactions on Multimedia

Access Paper or Ask Questions

Proton: Probing Schema Linking Information from Pre-trained Language Models for Text-to-SQL Parsing

Jun 28, 2022
Lihan Wang, Bowen Qin, Binyuan Hui, Bowen Li, Min Yang, Bailin Wang, Binhua Li, Fei Huang, Luo Si, Yongbin Li

Figure 1 for Proton: Probing Schema Linking Information from Pre-trained Language Models for Text-to-SQL Parsing

Figure 2 for Proton: Probing Schema Linking Information from Pre-trained Language Models for Text-to-SQL Parsing

Figure 3 for Proton: Probing Schema Linking Information from Pre-trained Language Models for Text-to-SQL Parsing

Figure 4 for Proton: Probing Schema Linking Information from Pre-trained Language Models for Text-to-SQL Parsing

* Accepted at KDD 2022

Access Paper or Ask Questions

S$^2$SQL: Injecting Syntax to Question-Schema Interaction Graph Encoder for Text-to-SQL Parsers

Mar 14, 2022
Binyuan Hui, Ruiying Geng, Lihan Wang, Bowen Qin, Bowen Li, Jian Sun, Yongbin Li

Figure 1 for S$^2$SQL: Injecting Syntax to Question-Schema Interaction Graph Encoder for Text-to-SQL Parsers

Figure 2 for S$^2$SQL: Injecting Syntax to Question-Schema Interaction Graph Encoder for Text-to-SQL Parsers

Figure 3 for S$^2$SQL: Injecting Syntax to Question-Schema Interaction Graph Encoder for Text-to-SQL Parsers

Figure 4 for S$^2$SQL: Injecting Syntax to Question-Schema Interaction Graph Encoder for Text-to-SQL Parsers

* Accepted at ACL 2022 Findings

Access Paper or Ask Questions