Noise-Robust Training with Dynamic Loss and Contrastive Learning for Distantly-Supervised Named Entity Recognition. - Zhiyuan Ma; Jintao Du; Shuheng Zhou 001 (ACL (Findings), 2023)

Debiasing In-Context Learning by Instructing LLMs How to Follow Demonstrations. - Lvxue Li; Jiaqi Chen; Xinyu Lu; Yaojie Lu 001; Hongyu Lin; Shuheng Zhou 001; Huijia Zhu; Weiqiang Wang; Zhongyi Liu; Xianpei Han; Le Sun 001 (ACL (Findings), 2024)

XMC-Agent : Dynamic Navigation over Scalable Hierarchical Index for Incremental Extreme Multi-label Classification. - Yanjiang Liu; Tianyun Zhong; Yaojie Lu 001; Hongyu Lin; Ben He; Shuheng Zhou 001; Huijia Zhu; Weiqiang Wang; Zhongyi Liu; Xianpei Han; Le Sun 001 (ACL (Findings), 2024)

Beyond Full Fine-tuning: Harnessing the Power of LoRA for Multi-Task Instruction Tuning. - Chunlei Xin; Yaojie Lu 001; Hongyu Lin; Shuheng Zhou 001; Huijia Zhu; Weiqiang Wang; Zhongyi Liu; Xianpei Han; Le Sun 001 (LREC/COLING, 2024)

Probe Then Retrieve and Reason: Distilling Probing and Reasoning Capabilities into Smaller Language Models. - Yichun Zhao; Shuheng Zhou 001; Huijia Zhu (LREC/COLING, 2024)

Chain-of-Rewrite: Aligning Question and Documents for Open-Domain Question Answering. - Chunlei Xin; Yaojie Lu 001; Hongyu Lin; Shuheng Zhou 001; Huijia Zhu; Weiqiang Wang; Zhongyi Liu; Xianpei Han; Le Sun 001 (EMNLP (Findings), 2024)

Sparse Latents Steer Retrieval-Augmented Generation. - Chunlei Xin; Shuheng Zhou 001; Huijia Zhu; Weiqiang Wang; Xuanang Chen; Xinyan Guan; Yaojie Lu 001; Hongyu Lin; Xianpei Han; Le Sun 001 (ACL (1), 2025)

Aligning Retrieval with Reader Needs: Reader-Centered Passage Selection for Open-Domain Question Answering. - Chunlei Xin; Shuheng Zhou 001; Xuanang Chen; Yaojie Lu 001; Huijia Zhu; Weiqiang Wang; Zhongyi Liu; Xianpei Han; Le Sun 001 (COLING, 2025)

Auto-RT: Automatic Jailbreak Strategy Exploration for Red-Teaming Large Language Models. - Yanjiang Liu; Shuheng Zhou 001; Yaojie Lu 001; Huijia Zhu; Weiqiang Wang; Hongyu Lin; Ben He; Xianpei Han; Le Sun 001 (CoRR, 2025)

NanoHTNet: Nano Human Topology Network for Efficient 3D Human Pose Estimation. - Jialun Cai; Mengyuan Liu; Hong Liu; Wenhao Li; Shuheng Zhou 001 (CoRR, 2025)