PSSAT: A Perturbed Semantic Structure Awareness Transferring Method for Perturbation-Robust Slot Filling. - Guanting Dong; Daichi Guo; Liwen Wang; Xuefeng Li 002; Zechen Wang; Chen Zeng; Keqing He 001; Jinzheng Zhao; Hao Lei; Xinyue Cui; Yi Huang; Junlan Feng; et al. (COLING, 2022)

Exploiting domain-slot related keywords description for Few-Shot Cross-Domain Dialogue State Tracking. - QiXiang Gao; Guanting Dong; Yutao Mou; Liwen Wang; Chen Zeng; Daichi Guo; Mingyang Sun; Weiran Xu (EMNLP, 2022)

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 001; Xuefeng Li 002; Liwen Wang; Xinyue Cui; et al. (CIKM, 2023)

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 001; Weiran Xu (EMNLP (Findings), 2023)

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 002; Tingfeng Hui; Keqing He 001; Xinyue Cui; QiXiang Gao; et al. (ICASSP, 2023)

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 002; Zechen Wang; Keqing He 001; Xinyue Cui; Weiran Xu (ICASSP, 2023)

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 001; Zechen Wang; Weiran Xu (NLPCC (1), 2023)

Revisit Out-Of-Vocabulary Problem for Slot Filling: A Unified Contrastive Frameword with Multi-level Data Augmentations. - Daichi Guo; Guanting Dong; Dayuan Fu; Yuxiang Wu; Chen Zeng; Tingfeng Hui; Liwen Wang; Xuefeng Li 002; Zechen Wang; Keqing He 001; Xinyue Cui; Weiran Xu (CoRR, 2023)

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)

Clear Up Confusion: Advancing Cross-Domain Few-Shot Relation Extraction through Relation-Aware Prompt Learning. - Ge Bai; Chenji Lu; Daichi Guo; Shilong Li; Ying Liu; Zhang Zhang; Guanting Dong; Ruifang Liu; Yong Sun (NAACL (Short Papers), 2024)

Fusion Makes Perfection: An Efficient Multi-Grained Matching Approach for Zero-Shot Relation Extraction. - Shilong Li; Ge Bai; Zhang Zhang; Ying Liu; Chenji Lu; Daichi Guo; Ruifang Liu; Yong Sun (NAACL (Short Papers), 2024)