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I am looking for research visits/internships, please let me know if you have any relevant opportunities :).
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We are hosting the KDD Cup competition (2024): Meta Comprehensive RAG. If you are interested, please check this link.
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Research
My research interest lies in the following database topics: Data Preparation and Integration,
Data Discovery, LLMs, and Crowd-sourcing. Representative papers are highlighted.
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CRAG - Comprehensive RAG Benchmark
Xiao Yang*, Kai Sun*, Hao Xin*, Yushi Sun*, Nikita Bhalla, Xiangsen Chen, Sajal Choudhary, Rongze Daniel Gui, Ziran Will Jiang, Ziyu Jiang, Lingkun Kong, Brian Moran,
Jiaqi Wang, Ethan Yifan Xu, An Yan, Chenyu Yang, Eting Yuan, Hanwen Zha, Nan Tang, Lei Chen, Nicolas Scheffer, Yue Liu, Nirav Shah, Rakesh Wanga, Anuj Kumar, Wen-tau Yih, Xin Luna Dong
submitted to NIPS, 2024, * indicates equal contribution.
We constructed a comprehensive RAG benchmark and hosted the KDD Cup competition.
paper
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Are Large Language Models a Good Replacement of Taxonomies?
Yushi Sun, Hao Xin, Kai Sun, Ethan Yifan Xu, Xiao Yang, Xin Luna Dong, Nan Tang, Lei Chen
VLDB, 2024
We conducted an extensive evaluation of SOTA LLMs on taxonomies.
data & code;
paper
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Cross-domain-aware Worker Selection with Training for Crowdsourced Annotation
Yushi Sun, Jiachuan Wang, Peng Cheng, Libin Zheng, Lei Chen, Jian Yin
ICDE, 2024
We proposed a novel cross-domain-aware worker selection with training approach for crowdsourcing.
data & code;
paper
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RECA: Related Tables Enhanced Column Semantic Type Annotation Framework
Yushi Sun, Hao Xin, Lei Chen
VLDB, 2023
We defined a novel named entity schema for related and sub-related table discovery and alignment for enhancing the annotation quality of column semantic types.
data & code;
paper
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HKUST Research Travel Grant (2024)
RedBird Academic Excellence Award for Continuing PhD Students (2023-2024)
RedBird Academic Excellence Award for Continuing PhD Students (2022-2023)
RedBird PhD Scholarship (2021)
HKUST Academic Achievement Medal (2021)
First Class Honor graduate from HKUST (2021)
Hong Kong PhD Fellowship Scheme (2021-2025)
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Conference reviewer: CIKM 2023
Journal reviewer: TKDE 2024
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Teaching Assistant of COMP 2711H Honors Discrete Mathematical Tools for Computer Science (2022 Fall)
Teaching Assistant of COMP 5712 Introduction to Combinatorial Optimization (2022 Spring)
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