Publications

(* Equal Contribution)

2024

Exploring Large Language Models for Feature Selection: A Data-Centric Perspective
Dawei Li*, Zhen Tan*, Huan Liu. SIGKDD Exploration

• Large Language Models for Data Annotation and Synthesis: A Survey
  Zhen Tan, Dawei Li*, Song Wang, Alimohammad Beigi, Bohan Jiang, Amrita Bhattacharjee, Mansooreh Karami, Jundong Li, Lu Cheng, Huan Liu. EMNLP 2024 (Oral)
• DALK: Dynamic Co-Augmentation of LLMs and KG to answer Alzheimer’s Disease Questions with Scientific Literature
  Dawei Li*, Shu Yang*, Zhen Tan, Jae Young Baik, Sunkwon Yun, Joseph Lee, Aaron Chacko, Bojian Hou, Duy Duong-Tran, Ying Ding, Huan Liu, Li Shen, Tianlong Chen. EMNLP 2024 (Findings)
• A Question-centric Multi-experts Contrastive Learning Framework for Improving Deep Sequential Knowledge Tracing
  Hengyuan Zhang, Zitao Liu, Chenming Shang, Dawei Li, Yong Jiang. TKDD
• Balancing Speciality and Versatility: a Coarse to Fine Framework for Supervised Fine-tuning Large Language Model
  Hengyuan Zhang, Yanru Wu, Dawei Li, Zacc Yang, Rui Zhao, Yong Jiang, Fei Tan. ACL 2024 (Findings)
• Can LLMs Learn from Previous Mistakes? Investigating LLMs’ Errors to Boost for Reasoning
  Yongqi Tong, Dawei Li, Sizhe Wang, Yujia Wang, Fei Teng, Jingbo Shang. ACL 2024
• READ: Improving Relation Extraction from an Adversarial Perspective
  Dawei Li, William P Hogan, Jingbo Shang. NAACL 2024 (Findings)
• Contextualization Distillation from Large Language Model for Knowledge Graph Completion
  Dawei Li, Zhen Tan, Tianlong Chen, Huan Liu. EACL 2024 (Findings)

2023

• Multi-level Contrastive Learning for Scripts-based Character Understanding
  Dawei Li, Hengyuan Zhang, Yanran Li, Shiping Yang. EMNLP 2023
• Automated Trans-Lingual Definition Generation via Contrastive Prompt Learning
  Hengyuan Zhang, Dawei Li, Yanran Li, Chenming Shang, Chufan Shi, Yong Jiang. BEA-ACL 2023

2022

• Fine-grained Contrastive Learning for Definition Generation
  Hengyuan Zhang*, Dawei Li*, Shiping Yang, Yanran Li. AACL 2022 (Oral)
• C3KG: A Chinese Commonsense Conversation Knowledge Graph
  Dawei Li, Yanran Li, Jiayi Zhang, Ke Li, Chen Wei, Jianwei Cui, Bin Wang. ACL 2022 (Findings)

Preprint

• DAIL: Data Augmentation for In-Context Learning via Self-Paraphrase
  Dawei Li, Yaxuan Li, Dheeraj Mekala, Shuyao Li, Yulin wang, Xueqi Wang, William P Hogan, Jingbo Shang