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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 0Source ↗Scholar ↗
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 30Source ↗PDF ↗Scholar ↗
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…