Xusheng Luo

Product Search &
Recommendation Team

Alibaba Group
Hangzhou, China

Email: freefish_6174[at]126.com
Xusheng Bio

Publications (DBLP)

CV_old

GitHub

LinkedIn

Links


Bio

I am currently working at the Search & Recommendation Team of Alibaba Group, where efforts are made to build intelligent e-commerce search and recommendation experience. Specifically, I am focusing on building the largest e-commerce concept net in the world, with whose help we are able to better understand various shopping needs of our customers. Before that, I earned my Master's Degree of Computer Science at ADAPT-Lab, Shanghai Jiao Tong University in March 2018, under supervision of Prof. Kenny Q. Zhu. Prior to that, I obtained B.Eng of Computer Science from IEEE Honored Class, Shanghai Jiao Tong University in June 2015.


News


Research

My recent work has been focused on enabling machines to understand human languages and further gain the ability of reasoning. In particular, I am devoted to providing industrial-level solutions. My way of tackling this task is to extract structured knowledge from massive noisy texts and develop models to reason among the concepts using the knowledge.

I'm a former member of the Advanced Data And Programming Technology Lab (ADAPT-Lab) .

Current Research

Past Research

Good Research Advices


Publications

* indicates Equal Contribution

Product Term Classification In E-Commerce.
Under Review in EMNLP 2021

Heterogeneous Star Graph Attention Network for Product Attributes Prediction.
Under Review

AliCoCo2: Commonsense Knowledge Extraction, Representation and Application in E-commerce.
Xusheng Luo, Le Bo, Jinghang Wu, Lin Li, Zhiyi Luo, Yonghua Yang and Keping Yang
To appear in the 27th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD 2021)

IQuS: A Dataset for Informal Query Understanding in E-Commerce with Machine Reading Comprehension.
Le Bo, Xusheng Luo, Yonghua Yang and Keping Yang
[arXiv] [Repo]

DICE: A Dataset for Identifying Commonsense Errors in E-Commerce Knowledge Graph.
Mengxue Zhang, Xusheng Luo, Tianxing Wu, Yonghua Yang, Keping Yang, Zhiyi Luo and Kenny Q. Zhu
[arXiv] [Repo]

AliCoCo: Alibaba E-commerce Cognitive Concept Net.
Xusheng Luo, Luxin Liu, Yonghua Yang, Le Bo, Yuanpeng Cao, Jinhang Wu, Qiang Li, Keping Yang and Kenny Q. Zhu
In Proceedings of The 2020 International Conference on Management of Data (SIGMOD 2020) [PDF][Repo]

Conceptualize and Infer User Needs in E-commerce.
Xusheng Luo, Yonghua Yang, Kenny Q. Zhu, Yu Gong, and Keping Yang
In Proceedings of The 28th ACM International Conference on Information and Knowledge Management (CIKM 2019) [PDF]

Deep Cascade Multi-task Learning for Slot Filling in Online Shopping Assistant.
Xusheng Luo*, Yu Gong*, Yu Zhu, Wenwu Ou, Zhao Li, Muhua Zhu, Kenny Q. Zhu, Lu Duan, and Xi Chen
In Proceedings of The Thirty-third AAAI Conference on Artificial Intelligence (AAAI 2019) [PDF]

Automatic Generation of Chinese Short Product Titles for Mobile Display.
Xusheng Luo*, Yu Gong*, Kenny Q. Zhu, Ou Wenwu, Zhao Li and Lu Duan
In Proceedings of The Thirty-First Innovative Applications of Artificial Intelligence Conference (IAAI 2019) [PDF]

Knowledge Base Question Answering via Embedding of Complex Query Structures.
Kangqi Luo, Fengli Lin, Xusheng Luo and Kenny Q. Zhu
In Proceedings of The 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP 2018) [PDF]

Central Intention Identification for Natural Language Search Query in E-Commerce.
Xusheng Luo*, Yu Gong*, and Xi Chen
In Proceedings of The 2018 SIGIR Workshop On eCommerce [PDF]

Word Embedding for Commonsense Causal Reasoning.
Yuchen Sha, Xusheng Luo and Kenny Q. Zhu
In the 12th IEEE International Conference on Semantic Computing (ICSC 2018 Poster)

Cross-lingual Entity Linking for Web Tables.
Xusheng Luo, Kangqi Luo, Xianyang Chen, Kenny Q. Zhu.
In Proceedings of the Thirty-second AAAI Conference on Artificial Intelligence (AAAI 2018) [PDF]

A Data-Driven Approach to Infer Knowledge Base Representation for Natural Language Relations.
Kangqi Luo, Xusheng Luo, Xianyang Chen and Kenny Q. Zhu.
In Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI 2017) [PDF]

Inferring Binary Relation Schemas for Open Information Extraction.
Kangqi Luo, Xusheng Luo, and Kenny Q. Zhu.
In Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing (EMNLP 2015) [PDF]


Teaching

I was the Teaching Assistant of CS383-Programming Language (2015/2016 Fall & 2016/2017 Fall).
Responsible for one lecture each week, covering homeworks and course project.


Useful Links

SJTU Webmail
ADAPT Lab
My ResearchGate
My LinkedIn
Google Scholar
NLP Calendar
PaperWeekly
DBLP

This page was last modified on Feb. 9, 2021

This page was initially created on May 1, 2016