Publications
2024
Preventing and Detecting Misinformation Generated by Large Language Models
- Aiwei Liu, Qiang Sheng, Xuming Hu
- SIGIR 2024 Tutorials
- [Paper]
Entropy-Based Decoding for Retrieval-Augmented Large Language Models
- Zexuan Qiu, Zijing Ou, Bin Wu, Jingjing Li, Aiwei Liu, Irwin King
- [Paper]
Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering Capabilities
- Zhonghao Li, Xuming Hu, Aiwei Liu, Kening Zheng, Sirui Huang, Hui Xiong
- [Paper]
A Survey of AIOps for Failure Management in the Era of Large Language Models
- Lingzhe Zhang, Tong Jia, Mengxi Jia, Yifan Wu, Aiwei Liu, Yong Yang, Zhonghai Wu, Xuming Hu, Philip S. Yu, Ying Li
- [Paper]
MarkLLM: An Open-Source Toolkit for LLM Watermarking
- Leyi Pan, Aiwei Liu, Zhiwei He, Zitian Gao, Xuandong Zhao, Yijian Lu, Binglin Zhou, Shuliang Liu, Xuming Hu, Lijie Wen, Irwin King
- [Paper]
On the Robustness of Document-Level Relation Extraction Models to Entity Name Variations
- Shiao Meng, Xuming Hu, Aiwei Liu, Fukun Ma, Yawen Yang, Shuang Li, Lijie Wen
- ACL 2024 Findings
- [Paper]
An Entropy-based Text Watermarking Detection Method
- Yijian Lu, Aiwei Liu, Dianzhi Yu, Jingjing Li, Irwin King
- ACL 2024
- [Paper]
An Entropy-based Text Watermarking Detection Method
- Yijian Lu, Aiwei Liu, Dianzhi Yu, Jingjing Li, Irwin King
- ACL 2024
- [Paper]
Can Watermarks Survive Translation? On the Cross-lingual Consistency of Text Watermark for Large Language Models
- Zhiwei He, Binglin Zhou, Hongkun Hao, Aiwei Liu, Xing Wang, Zhaopeng Tu, Zhuosheng Zhang, Rui Wang
- ACL 2024
- [Paper]
Direct Large Language Model Alignment Through Self-Rewarding Contrastive Prompt Distillation
- Aiwei Liu, Haoping Bai, Zhiyun Lu, Xiang Kong, Simon Wang, Jiulong Shan, Meng Cao, Lijie Wen
- ACL 2024
- [Paper]
A Semantic Invariant Robust Watermark for Large Language Models
An Unforgeable Publicly Verifiable Watermark for Large Language Models
- Aiwei Liu, Leyi Pan, Xuming Hu, Shu’ang Li, Lijie Wen, Irwin King, Philip S. Yu
- ICLR 2024
- [Paper] [Code]
2023
A Survey of Text Watermarking in the Era of Large Language Models
- Aiwei Liu*, Leyi Pan*, Yijian Lu, Jingjing Li, Xuming Hu, Lijie Wen, Irwin King, Philip S. Yu
- [Paper]
RAPL: A Relation-Aware Prototype Learning Approach for Few-Shot Document-Level Relation Extraction
- Shiao Meng, Xuming Hu, Aiwei Liu, Shuang Li, Fukun Ma, Yawen Yang, Lijie Wen
- EMNLP 2023
- [Paper]
Reading Broadly to Open Your Mind Improving Open Relation Extraction With Search Documents Under Self-Supervisions
- Xuming Hu, Zhaochen Hong, Chenwei Zhang, Aiwei Liu, Shiao Meng, Lijie Wen, Irwin King, Philip S. Yu
- TKDE
- [Paper]
EnTDA: Entity-to-Text based Data Augmentation with Semantic Coherence and Entity Preserving for various NER Tasks
- Xuming Hu, Yong Jiang, Aiwei Liu, Zhongqiang Huang, Pengjun Xie, Fei Huang, Lijie Wen and Philip S. Yu
- ACL 2023 Findings
- [Paper]
Exploring the Compositional Generalization in Context Dependent Text-to-SQL Parsing
- Aiwei Liu, Wei Liu, Xuming Hu, Shuang Li, Fukun Ma, Yawen Yang and Lijie Wen
- ACL 2023 Findings
- [Paper] [Code]
Enhancing Cross-lingual Natural Language Inference by Soft Prompting with Multilingual Verbalizer
- Shuang Li, Xuming Hu, Aiwei Liu, Yawen Yang, Fukun Ma, Philip S. Yu and Lijie Wen
- ACL 2023 Findings
- [Paper] [Code]
Semantics Matters: AMR-based Path Aggregation Relational Network for Aspect-based Sentiment Analysis
- Fukun Ma, Xuming Hu, Aiwei Liu, Yawen Yang, Shuang Li, Philip S. Yu and Lijie Wen
- ACL 2023
- [Paper] [Code]
A Multi-level Supervised Contrastive Learning Framework for Low-Resource Natural Language Inference
A comprehensive evaluation of ChatGPT’s zero-shot Text-to-SQL capability
GAUSSIAN PRIOR REINFORCEMENT LEARNING FOR NESTED NAMED ENTITY RECOGNITION
- Yawen Yang, Xuming Hu, Fukun Ma, Shu’ang Li, Aiwei Liu, Lijie Wen and Philip S. Yu
- ICASSP 2023, Full paper
2022
Semantic Enhanced Text-to-SQL Parsing via Iteratively Learning Schema Linking Graph
Character-level White-Box Adversarial Attacks against Transformers via Attachable Subwords Substitution
- Aiwei Liu, Honghai Yu, Xuming Hu, Shu’ang Li, Li Lin, Fukun Ma, Yawen Yang, Lijie Wen
- EMNLP 2022, Long paper
- [Paper] [Code] [Poster]
CHEF: A Pilot Chinese Dataset for Evidence-Based Fact-Checking
- Xuming Hu, Zhijiang Guo, Guanyu Wu, Aiwei Liu, Lijie Wen, Philip S. Yu
- NAACL 2022, Long paper (Oral)