Lei Shu

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 51

Top Topics

General Knowledge

Sentiment Analysis

Sequence Labeling

Top Venues

Publications

Lei Shu, Liangchen Luo, Jayakumar Hoskere, Yun Zhu, Yinxiao Liu, Simon Tong, Jindong Chen, Lei Meng
RewriteLM: An Instruction-Tuned Large Language Model for Text Rewriting. AAAI (2024)
Meng Cao, Lei Shu, Lei Yu, Yun Zhu, Nevan Wichers, Yinxiao Liu, Lei Meng
DRLC: Reinforcement Learning with Dense Rewards from LLM Critic. CoRR (2024)
Yun Zhu, Jia-Chen Gu, Caitlin Sikora, Ho Ko, Yinxiao Liu, Chu-Cheng Lin, Lei Shu, Liangchen Luo, Lei Meng, Bang Liu, Jindong Chen
Accelerating Inference of Retrieval-Augmented Generation via Sparse Context Selection. CoRR (2024)
Liangchen Luo, Yinxiao Liu, Rosanne Liu, Samrat Phatale, Harsh Lara, Yunxuan Li, Lei Shu, Yun Zhu, Lei Meng, Jiao Sun, Abhinav Rastogi
Improve Mathematical Reasoning in Language Models by Automated Process Supervision. CoRR (2024)
Lei Shu, Nevan Wichers, Liangchen Luo, Yun Zhu, Yinxiao Liu, Jindong Chen, Lei Meng
Fusion-Eval: Integrating Evaluators with LLMs. CoRR (2023)
Zixuan Ke, Yijia Shao, Haowei Lin, Hu Xu, Lei Shu, Bing Liu
Adapting a Language Model While Preserving its General Knowledge. CoRR (2023)
Yun Zhu, Nevan Wichers, Chu-Cheng Lin, Xinyi Wang, Tianlong Chen, Lei Shu, Han Lu, Canoee Liu, Liangchen Luo, Jindong Chen, Lei Meng
SiRA: Sparse Mixture of Low Rank Adaptation. CoRR (2023)
Liangchen Luo, Zi Lin, Yinxiao Liu, Lei Shu, Yun Zhu, Jingbo Shang, Lei Meng
Critique Ability of Large Language Models. CoRR (2023)
Zixuan Ke, Haowei Lin, Yijia Shao, Hu Xu, Lei Shu, Bing Liu
Continual Training of Language Models for Few-Shot Learning. CoRR (2022)
Sepideh Esmaeilpour, Lei Shu, Bing Liu
Open-set Recognition via Augmentation-based Similarity Learning. CoRR (2022)
Sepideh Esmaeilpour, Bing Liu, Eric Robertson, Lei Shu
Zero-Shot Out-of-Distribution Detection Based on the Pre-trained Model CLIP. AAAI (2022)
Zixuan Ke, Haowei Lin, Yijia Shao, Hu Xu, Lei Shu, Bing Liu
Continual Training of Language Models for Few-Shot Learning. EMNLP (2022)
Zixuan Ke, Yijia Shao, Haowei Lin, Hu Xu, Lei Shu, Bing Liu
Adapting a Language Model While Preserving its General Knowledge. EMNLP (2022)
Sepideh Esmaeilpour, Lei Shu, Bing Liu
Open Set Recognition Via Augmentation-Based Similarity Learning. CoLLAs (2022)
Zixuan Ke, Bing Liu, Nianzu Ma, Hu Xu, Lei Shu
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning. NeurIPS (2021)
Hu Xu, Lei Shu, Philip S. Yu, Bing Liu
Understanding Pre-trained BERT for Aspect-based Sentiment Analysis. COLING (2020)
Hu Xu, Lei Shu, Philip S. Yu, Bing Liu
Understanding Pre-trained BERT for Aspect-based Sentiment Analysis. CoRR (2020)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
DomBERT: Domain-oriented Language Model for Aspect-based Sentiment Analysis. EMNLP (Findings) (2020)
Lei Shu, Alexandros Papangelis, Yi-Chia Wang, Gökhan Tür, Hu Xu, Zhaleh Feizollahi, Bing Liu, Piero Molino
Controllable Text Generation with Focused Variation. EMNLP (Findings) (2020)
Lei Shu, Alexandros Papangelis, Yi-Chia Wang, Gökhan Tür, Hu Xu, Zhaleh Feizollahi, Bing Liu, Piero Molino
Controllable Text Generation with Focused Variation. CoRR (2020)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
DomBERT: Domain-oriented Language Model for Aspect-based Sentiment Analysis. CoRR (2020)
Lei Shu, Hu Xu, Bing Liu, Piero Molino
Modeling Multi-Action Policy for Task-Oriented Dialogues. CoRR (2019)
Lei Shu, Piero Molino, Mahdi Namazifar, Hu Xu, Bing Liu, Huaixiu Zheng, Gökhan Tür
Flexibly-Structured Model for Task-Oriented Dialogues. CoRR (2019)
Lei Shu, Hu Xu, Bing Liu
Controlled CNN-based Sequence Labeling for Aspect Extraction. CoRR (2019)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
Review Conversational Reading Comprehension. CoRR (2019)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis. CoRR (2019)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
Open-world Learning and Application to Product Classification. WWW (2019)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis. NAACL-HLT (1) (2019)
Lei Shu, Piero Molino, Mahdi Namazifar, Hu Xu, Bing Liu, Huaixiu Zheng, Gökhan Tür
Flexibly-Structured Model for Task-Oriented Dialogues. SIGdial (2019)
Lei Shu, Hu Xu, Bing Liu, Piero Molino
Modeling Multi-Action Policy for Task-Oriented Dialogues. EMNLP/IJCNLP (1) (2019)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
A Failure of Aspect Sentiment Classifiers and an Adaptive Re-weighting Solution. CoRR (2019)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
Lifelong Domain Word Embedding via Meta-Learning. CoRR (2018)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
Double Embeddings and CNN-based Sequence Labeling for Aspect Extraction. ACL (2) (2018)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
Learning to Accept New Classes without Training. CoRR (2018)
Lei Shu, Hu Xu, Bing Liu
Unseen Class Discovery in Open-world Classification. CoRR (2018)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
Lifelong Domain Word Embedding via Meta-Learning. IJCAI (2018)
Hu Xu, Bing Liu, Lei Shu, Philip S. Yu
Double Embeddings and CNN-based Sequence Labeling for Aspect Extraction. CoRR (2018)
Hu Xu, Sihong Xie, Lei Shu, Philip S. Yu
Dual Attention Network for Product Compatibility and Function Satisfiability Analysis. AAAI (2018)
Hu Xu, Sihong Xie, Lei Shu, Philip S. Yu
Product Function Need Recognition via Semi-supervised Attention Network. CoRR (2017)
Lei Shu, Hu Xu, Bing Liu
Lifelong Learning CRF for Supervised Aspect Extraction. ACL (2) (2017)
Hu Xu, Sihong Xie, Lei Shu, Philip S. Yu
Dual Attention Network for Product Compatibility and Function Satisfiability Analysis. CoRR (2017)
Lei Shu, Hu Xu, Bing Liu
DOC: Deep Open Classification of Text Documents. EMNLP (2017)
Hu Xu, Sihong Xie, Lei Shu, Philip S. Yu
Product function need recognition via semi-supervised attention network. IEEE BigData (2017)
Lei Shu, Hu Xu, Bing Liu
Lifelong Learning CRF for Supervised Aspect Extraction. CoRR (2017)
Lei Shu, Hu Xu, Bing Liu
DOC: Deep Open Classification of Text Documents. CoRR (2017)
Hu Xu, Lei Shu, Philip S. Yu
Supervised Complementary Entity Recognition with Augmented Key-value Pairs of Knowledge. CoRR (2017)
Lei Shu, Bing Liu, Hu Xu, Annice Kim
Supervised Opinion Aspect Extraction by Exploiting Past Extraction Results. CoRR (2016)
Hu Xu, Sihong Xie, Lei Shu, Philip S. Yu
CER: Complementary Entity Recognition via Knowledge Expansion on Large Unlabeled Product Reviews. CoRR (2016)
Hu Xu, Sihong Xie, Lei Shu, Philip S. Yu
CER: Complementary entity recognition via knowledge expansion on large unlabeled product reviews. IEEE BigData (2016)
Hu Xu, Lei Shu, Jingyuan Zhang, Philip S. Yu
Mining Compatible/Incompatible Entities from Question and Answering via Yes/No Answer Classification using Distant Label Expansion. CoRR (2016)
Lei Shu, Bing Liu, Hu Xu, Annice Kim
Lifelong-RL: Lifelong Relaxation Labeling for Separating Entities and Aspects in Opinion Targets. EMNLP (2016)