← Search

Shuqi Sun

4 accepted papers

2023

An Exploratory Study on Model Compression for Text-to-SQL

ACL 2023findings

Text-to-SQL translates user queries into SQL statements that can retrieve relevant answers from relational databases. Recent approaches to Text-to-SQL rely on pre-trained language models that are computationally expensive and technically challenging to deploy in real-world applications that require…

2023

Yolo-Based Lightweight Object Detection With Structure Simplification And Attention Enhancement

ICASSP 2023accepted

In this paper we propose a lightweight object detector by optimizing the structure of YOLOv3. The optimization is conducted in two aspects: simplifying the structural components by lightweight substitutes and introducing the attention mechanism to increase the detection accuracy. For the simplificat…

Cited by 0SourceScholar
2022

Is Discourse Role Important for Emotion Recognition in Conversation?

AAAI 2022technical

A conversation is a sequence of utterances, where each utterance plays a specific discourse role while expressing a particular emotion. This paper proposes a novel method to exploit latent discourse role information of an utterance to determine the emotion it conveys in a conversation. Specifically,…

Cited by 30SourcePDFScholar
2022

Q-TOD: A Query-driven Task-oriented Dialogue System

EMNLP 2022main

Existing pipelined task-oriented dialogue systems usually have difficulties adapting to unseen domains, whereas end-to-end systems are plagued by large-scale knowledge bases in practice. In this paper, we introduce a novel query-driven task-oriented dialogue system, namely Q-TOD. The essential infor…