Su Zhu | DeepAI

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Kai Yu
97 publications
Zhi Chen
83 publications
Lu Chen
80 publications
Chen Liu
63 publications
Jian-Guang Lou
53 publications
Bei Chen
39 publications
Mengyue Wu
28 publications
Libo Qin
28 publications
Ruisheng Cao
12 publications
Rao Ma
11 publications
Chenyu Yang
9 publications

∙ 01/12/2023

On the Structural Generalization in Text-to-SQL

Exploring the generalization of a text-to-SQL parser is essential for a ...

0 Jieyu Li, et al. ∙

∙ 09/10/2022

OPAL: Ontology-Aware Pretrained Language Model for End-to-End Task-Oriented Dialogue

This paper presents an ontology-aware pretrained language model (OPAL) f...

0 Zhi Chen, et al. ∙

∙ 05/25/2022

DialogZoo: Large-Scale Dialog-Oriented Task Learning

Building unified conversational agents has been a long-standing goal of ...

0 Zhi Chen, et al. ∙

∙ 04/10/2022

UniDU: Towards A Unified Generative Dialogue Understanding Framework

With the development of pre-trained language models, remarkable success ...

0 Zhi Chen, et al. ∙

∙ 12/09/2021

Few-Shot NLU with Vector Projection Distance and Abstract Triangular CRF

Data sparsity problem is a key challenge of Natural Language Understandi...

0 Su Zhu, et al. ∙

∙ 06/02/2021

LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local Relations

This work aims to tackle the challenging heterogeneous graph encoding pr...

0 Ruisheng Cao, et al. ∙

∙ 04/10/2021

ShadowGNN: Graph Projection Neural Network for Text-to-SQL Parser

Given a database schema, Text-to-SQL aims to translate a natural languag...

0 Zhi Chen, et al. ∙

∙ 02/25/2021

LET: Linguistic Knowledge Enhanced Graph Transformer for Chinese Short Text Matching

Chinese short text matching is a fundamental task in natural language pr...

0 Boer Lyu, et al. ∙

∙ 09/22/2020

CREDIT: Coarse-to-Fine Sequence Generation for Dialogue State Tracking

In dialogue systems, a dialogue state tracker aims to accurately find a ...

0 Zhi Chen, et al. ∙

∙ 09/22/2020

Dual Learning for Dialogue State Tracking

In task-oriented multi-turn dialogue systems, dialogue state refers to a...

0 Zhi Chen, et al. ∙

∙ 09/21/2020

Vector Projection Network for Few-shot Slot Tagging in Natural Language Understanding

Few-shot slot tagging becomes appealing for rapid domain transfer and ad...

0 Su Zhu, et al. ∙

∙ 09/07/2020

Robust Spoken Language Understanding with RL-based Value Error Recovery

Spoken Language Understanding (SLU) aims to extract structured semantic ...

0 Chen Liu, et al. ∙

∙ 05/27/2020

Unsupervised Dual Paraphrasing for Two-stage Semantic Parsing

One daunting problem for semantic parsing is the scarcity of annotation....

0 Ruisheng Cao, et al. ∙

∙ 05/24/2020

Jointly Encoding Word Confusion Network and Dialogue Context with BERT for Spoken Language Understanding

Spoken Language Understanding (SLU) converts hypotheses from automatic s...

0 Chen Liu, et al. ∙

∙ 04/26/2020

Dual Learning for Semi-Supervised Natural Language Understanding

Natural language understanding (NLU) converts sentences into structured ...

0 Su Zhu, et al. ∙

∙ 04/07/2020

Efficient Context and Schema Fusion Networks for Multi-Domain Dialogue State Tracking

Dialogue state tracking (DST) aims at estimating the current dialogue st...

0 Su Zhu, et al. ∙

∙ 03/22/2020

Prior Knowledge Driven Label Embedding for Slot Filling in Natural Language Understanding

Traditional slot filling in natural language understanding (NLU) predict...

0 Su Zhu, et al. ∙

∙ 08/28/2019

Data Augmentation with Atomic Templates for Spoken Language Understanding

Spoken Language Understanding (SLU) converts user utterances into struct...

0 Zijian Zhao, et al. ∙

∙ 07/10/2019

Semantic Parsing with Dual Learning

Semantic parsing converts natural language queries into structured logic...

0 Ruisheng Cao, et al. ∙

∙ 04/09/2019

A Hierarchical Decoding Model For Spoken Language Understanding From Unaligned Data

Spoken language understanding (SLU) systems can be trained on two types ...

0 Zijian Zhao, et al. ∙

∙ 06/03/2017

Concept Transfer Learning for Adaptive Language Understanding

Semantic transfer is an important problem of the language understanding ...

0 Su Zhu, et al. ∙

∙ 08/06/2016

Encoder-decoder with Focus-mechanism for Sequence Labelling Based Spoken Language Understanding

This paper investigates the framework of encoder-decoder with attention ...

0 Su Zhu, et al. ∙

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