Selected Publications
Dongfang Li, Xinshuo Hu, Zetian Sun, Baotian Hu, Shaolin Ye, Zifei Shan, Qian Chen, Min Zhang. TruthReader: Towards Trustworthy Document Assistant Chatbot with Reliable Attribution. The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP) System Demonstration Track.
Dongfang Li, zhenyu liu, Xinshuo Hu, Zetian Sun, Baotian Hu, Min Zhang. In-Context Learning State Vector with Inner and Momentum Optimization. The Thirty-eighth Annual Conference on Neural Information Processing Systems (NeurIPS), 2024.
Dongfang Li, Zetian Sun, Baotian Hu, zhenyu liu, Xinshuo Hu, Xuebo Liu, Min Zhang. Improving Attributed Text Generation of Large Language Models via Preference Learning. The 62nd Annual Meeting of the Association for Computational Linguistics (ACL): Findings, 2024.
Ziyang Chen*, Dongfang Li*, Xiang Zhao, Baotian Hu, Min Zhang. Temporal Knowledge Question Answering via Abstract Reasoning Induction. The 62nd Annual Meeting of the Association for Computational Linguistics (ACL), 2024.
Xinshuo Hu*, Dongfang Li*, Baotian Hu, Zihao Zheng, Zhenyu Liu, Min Zhang. Separate the Wheat from the Chaff: Model Deficiency Unlearning via Parameter-Efficient Module Operation. Proceedings of the 38th AAAI Conference on Artificial Intelligence (AAAI), 2024.
Dongfang Li, Jindi Yu, Baotian Hu, Zhenran Xu, Min Zhang. ExplainCPE: A Free-text Explanation Benchmark of Chinese Pharmacist Examination. Proceedings of the 2023 conference on Empirical Methods in Natural Language Processing (EMNLP): Findings, 2023.
Dongfang Li, Baotian Hu, Qingcai Chen, Tujie Xu, Jingcong Tao, Yunan Zhang. Unifying Model Explainability and Robustness for Joint Text Classification and Rationale Extraction. Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI), 2022, 36(10), 10947-10955. (Oral)
Junying Chen*, Dongfang Li*, Qingcai Chen, Wenxiu Zhou, Xin Liu. Diaformer: Automatic Diagnosis via Symptoms Sequence Generation. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI). 2022, 36(4): 4432-4440. (* = equal contribution)
Dongfang Li, Baotian Hu, Qingcai Chen. Calibration Meets Explanation: A Simple and Effective Approach for Model Confidence Estimates. Proceedings of the 2022 conference on Empirical Methods in Natural Language Processing (EMNLP), 2022, 2775–2784.
Dongfang Li, Baotian Hu, Qingcai Chen. Prompt-based Text Entailment for Low-Resource Named Entity Recognition. Proceedings of the 29th International Conference on Computational Linguistics (COLING), 2022, 1896-1903.
Dongfang Li, Baotian Hu, Qingcai Chen, Xiao Wang, Quanchang Qi, Liubin Wang, Haishan Liu. Attentive Capsule Network for Click-through Rate and Conversion Rate Prediction in Online Advertising. Knowledge-based Systems (KBS), 2021, 212: 106611.
Dongfang Li, Baotian Hu, Qingcai Chen, Weihua Peng, Anqi Wang. Towards Medical Machine Reading Comprehension with Structural Knowledge and Plain Text. Proceedings of the 2020 conference on Empirical Methods in Natural Language Processing (EMNLP), 2020, 1427-1438.
Experiences
- 03.2019-05.2023, PhD student, HIT-ICRC , Harbin Institute of Technology (Shenzhen), Advised by Prof. Qingcai Chen and Dr. Baotian Hu
- 09.2016-01.2019, MS student, HIT-ICRC , Harbin Institute of Technology (Shenzhen), Advised by Prof. Qingcai Chen
- 09.2012-06.2016, Undergrad student, Computer Science, Ocean University of China, Advised by Prof. Guoqiang Zhong
Academic Services
- Co-chair of IJCNLP-AACL (Student Research Workshop) 2023, ACL Rolling Reviewer (ARR) / NAACL / EMNLP - Area Chair
- Journal Reviewer: IEEE Transactions on Neural Networks and Learning Systems, Knowledge-Based Systems, Applied Intelligence, Neural Processing Letters
- Conference Reviewer: COLM 2024, ICLR 2024, 2025, ACL 2021-, EMNLP 2020-, EACL 2023, AACL-IJCNLP 2022, AAAI 2023, IJCAI 2023-, CCKS 2021-, NLPCC 2021-, COLING 2020-, CCL 2021-, NAACL 2022-, ACL Rolling Review
- Workshop Reviewer: Instruction Workshop@NeurIPS 2023, MATH-AI Workshop@NeurIPS 2023, TrustNLP 2024 Committee, SET LLM@ICLR 2024, ME-FoMo@ICLR 2024, WiNLP@EMNLP 2024
Industrial Projects
- Baidu's complex knowledge graph project in the medical field
- Tencent's intelligent dialogue and marketing transformation (CTR/CVR)
- QA projects of WeBank, China CITIC Bank, and China Merchants Bank
- Harbin Institute of Technology (Shenzhen)-Tencent Artificial Intelligence Laboratory Team Leader: Intelligent Customer Service
- Harbin Institute of Technology (Shenzhen)-Turing Robotics Joint Laboratory Team Leader (15+ members): Financial Information Extraction, Text Comparison, Contract Review, Smart Investment Projects (e.g., Industry Chain KG), Smart Financial Information Mining