Guanting Dong (董冠霆)Master Student
Room 731, 3rd Teaching Building |
I am a final-year Master student of PRIS Lab in the Department of Artificial Intelligence, Beijing University of Posts and Telecommunications(BUPT), advised by Prof. Weiran Xu. Previously, I also received my B.S. degree from the Department of Information and Communication Engineering, Beijing University of Posts and Telecommunications in July, 2021.
Currently, My research interests focus on
PreAct: Predicting Future in ReAct Enhances Agent's Planning Ability
Dayuan Fu, Jianzhao Huang, Siyuan Lu, Guanting Dong, Yejie Wang, Keqing He, Weiran Xu
Arxiv.
[paper]
[code]
[blog]
Knowledge Editing on Black-box Large Language Models
Xiaoshuai Song, Zhengyang Wang, Keqing He, Guanting Dong, Jinxu Zhao, Weiran Xu
Arxiv.
[paper]
[code]
[blog]
Scaling relationship on learning mathematical reasoning with large language models
Zheng Yuan, Hongyi Yuan, Chengpeng Li, Guanting Dong, Chuanqi Tan, Chang Zhou
Arxiv.
[paper]
[code]
[blog]
InstructERC: Reforming Emotion Recognition in Conversation with a Retrieval Multi-task LLMs Framework
Shanglin Lei,Guanting Dong*, Xiaoping Wang, Keheng Wang, Sirui Wang
Arxiv.
[paper]
[code]
[blog]
How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition
Guanting Dong, Hongyi Yuan, Keming Lu, Chengpeng Li, Mingfeng Xue, Dayiheng Liu, Wei Wang, Zheng Yuan, Chang Zhou, Jingren Zhou
ACL 2024.
[paper]
[blog]
Query and Response Augmentation Cannot Help Out-of-domain Math Reasoning Generalization
Chengpeng Li, Zheng Yuan, Hongyi Yuan, Guanting Dong, Keming Lu, Jiancan Wu, Chuanqi Tan, Xiang Wang, Chang Zhou
ACL 2024.
[paper]
[code]
[blog]
DolphCoder: Echo-Locating Code Large Language Models with Diverse and Multi-Objective Instruction Tuning
Yejie Wang, Keqing He, Guanting Dong, Pei Wang, Weihao Zeng, Muxi Diao, Yutao Mou, Mengdi Zhang, Jingang Wang, Xunliang Cai, Weiran Xu
ACL 2024.
[paper]
Noise-BERT: A Unified Perturbation-Robust Framework with Noise Alignment Pre-training for Noisy Slot Filling Task
Jinxu Zhao, Guanting Dong∗, Yueyan Qiu, Tingfeng Hui, Xiaoshuai Song, Daichi Guo, Weiran Xu
ICASSP 2024.
[paper]
DemoNSF: A Multi-task Demonstration-based Generative Framework for Noisy Slot Filling Task
Guanting Dong, Tingfeng Hui, Zhuoma GongQue, Jinxu Zhao, Daichi Guo, Gang Zhao, Keqing He, Weiran Xu
Findings of EMNLP 2023.
[paper]
[code]
[blog]
Semantic Parsing by Large Language Models for Intricate Updating Strategies of Zero-Shot Dialogue State Tracking
Yuxiang Wu, Guanting Dong*, Weiran Xu
Findings of EMNLP 2023.
[paper]
[code]
A Multi-Task Semantic Decomposition Framework with Task-specific Pre-training for Few-Shot NER
Guanting Dong, Zechen Wang, Jinxu Zhao, Gang Zhao, Daichi Guo, Dayuan Fu, Tingfeng Hui, Chen Zeng, Keqing He, Xuefeng Li, Liwen Wang, Xinyue Cui, Weiran Xu
CIKM 2023 (Oral).
[paper]
[code]
Bridging the KB-Text Gap: Leveraging Structured Knowledge-aware Pre-training for KBQA
Guanting Dong, Rumei Li, Sirui Wang, Yupeng Zhang, Yunsen Xian, Weiran Xu
CIKM 2023.
[paper]
[code]
Revisit Input Perturbation Problems for LLMs: A Unified Robustness Evaluation Framework for Noisy Slot Filling Task
Guanting Dong, Jinxu Zhao, Tingfeng Hui, Daichi Guo, Wenlong Wang, Boqi Feng, Yueyan Qiu, Zhuoma Gongque, Keqing He, Zechen Wang, Weiran Xu
NLPCC 2023 (Oral).
[paper]
[code]
Generative Zero-Shot Prompt Learning for Cross-Domain Slot Filling with Inverse Prompting
Xuefeng Li, Liwen Wang, Guanting Dong*, Keqing He, Jinzheng Zhao, Hao Lei, Jiachi Liu, Weiran Xu
Findings of ACL 2023.
[paper]
[code]
A Prototypical Semantic Decoupling Method via Joint Contrastive Learning for Few-Shot Named Entity Recognition
Guanting Dong, Zechen Wang, Liwen Wang, Daichi Guo, Dayuan Fu, Yuxiang Wu, Chen Zeng, Xuefeng Li, Tingfeng Hui, Keqing He, Xinyue Cui, Qixiang Gao, Weiran Xu
ICASSP 2023.
[paper]
Revisit Out-Of-Vocabulary Problem For Slot Filling: A Unified Contrastive Framework With Multi-Level Data Augmentations
Daichi Guo, Guanting Dong*, Dayuan Fu, Yuxiang Wu, Chen Zeng, Tingfeng Hui, Liwen Wang, Xuefeng Li, Zechen Wang, Keqing He, Xinyue Cui, Weiran Xu
ICASSP 2023.
[paper]
Exploiting domain-slot related keywords description for Few-Shot Cross-Domain Dialogue State Tracking
Gao Qixiang, Guanting Dong*, Yutao Mou, Liwen Wang, Chen Zeng, Daichi Guo, Mingyang Sun, Weiran Xu
EMNLP 2022 (Oral).
[paper]
Entity-level Interaction via Heterogeneous Graph for Multimodal Named Entity Recognition
Gang Zhao, Guanting Dong, Yidong Shi, Haolong Yan, Weiran Xu, Si Li
Findings of EMNLP 2022.
[paper]
[code]
PSSAT: A Perturbed Semantic Structure Awareness Transferring Method for Perturbation-Robust Slot Filling
Guanting Dong, Daichi Guo, Liwen Wang, Xuefeng Li, Zechen Wang, Chen Zeng, Keqing He, Jinzheng Zhao, Hao Lei, Xinyue Cui, Yi Huang, Junlan Feng, Weiran Xu
COLING 2022.
[paper]