A Lexicon-Based Supervised Attention Model for Neural Sentiment Analysis. - Yicheng Zou; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (COLING, 2018)

A Lexicon-Based Graph Neural Network for Chinese NER. - Tao Gui; Yicheng Zou; Qi Zhang 001; Minlong Peng; Jinlan Fu; Zhongyu Wei; Xuanjing Huang 001 (EMNLP/IJCNLP (1), 2019)

Unsupervised Summarization for Chat Logs with Topic-Oriented Ranking and Context-Aware Auto-Encoders. - Yicheng Zou; Jun Lin; Lujun Zhao; Yangyang Kang; Zhuoren Jiang; Changlong Sun; Qi Zhang 001; Xuanjing Huang 001; Xiaozhong Liu (AAAI, 2021)

Topic-Oriented Spoken Dialogue Summarization for Customer Service with Saliency-Aware Topic Modeling. - Yicheng Zou; Lujun Zhao; Yangyang Kang; Jun Lin; Minlong Peng; Zhuoren Jiang; Changlong Sun; Qi Zhang 001; Xuanjing Huang 001; Xiaozhong Liu (AAAI, 2021)

TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing. - Xiao Wang 001; Qin Liu 010; Tao Gui; Qi Zhang 001; Yicheng Zou; Xin Zhou 012; Jiacheng Ye; Yongxin Zhang; Rui Zheng; Zexiong Pang; Qinzhuo Wu; Zhengyan Li; et al. (ACL (demo), 2021)

Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training. - Zhengyan Li; Yicheng Zou; Chong Zhang; Qi Zhang 001; Zhongyu Wei (EMNLP (1), 2021)

Thinking Clearly, Talking Fast: Concept-Guided Non-Autoregressive Generation for Open-Domain Dialogue Systems. - Yicheng Zou; Zhihua Liu; Xingwu Hu; Qi Zhang 001 (EMNLP (1), 2021)

Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining. - Yicheng Zou; Bolin Zhu; Xingwu Hu; Tao Gui; Qi Zhang 001 (EMNLP (1), 2021)

MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective. - Xiao Wang 001; Shihan Dou; Limao Xiong; Yicheng Zou; Qi Zhang 001; Tao Gui; Liang Qiao 001; Zhanzhan Cheng; Xuanjing Huang 001 (ACL (1), 2022)

Divide and Conquer: Text Semantic Matching with Disentangled Keywords and Intents. - Yicheng Zou; Hongwei Liu; Tao Gui; Junzhe Wang; Qi Zhang 001; Meng Tang; Haixiang Li; Daniel Wang 003 (ACL (Findings), 2022)

Making Parameter-efficient Tuning More Efficient: A Unified Framework for Classification Tasks. - Xin Zhou 012; Ruotian Ma; Yicheng Zou; Xuanting Chen; Tao Gui; Qi Zhang 001; Xuanjing Huang 001; Rui Xie 005; Wei Wu 014 (COLING, 2022)

Increasing Visual Awareness in Multimodal Neural Machine Translation from an Information Theoretic Perspective. - Baijun Ji; Tong Zhang; Yicheng Zou; Bojie Hu; Si Shen (EMNLP, 2022)

Transcormer: Transformer for Sentence Scoring with Sliding Language Modeling. - Kaitao Song; Yichong Leng; Xu Tan 003; Yicheng Zou; Tao Qin 001; Dongsheng Li 002 (NeurIPS, 2022)

Towards Understanding Omission in Dialogue Summarization. - Yicheng Zou; Kaitao Song; Xu Tan 003; Zhongkai Fu; Qi Zhang 001; Dongsheng Li 002; Tao Gui (ACL (1), 2023)

Reversible Data Hiding Based on Adaptive Embedding with Local Complexity. - Chao Wang; Yicheng Zou; Yaling Zhang; Ju Zhang; Jichuan Chen; Bin Yang; Yu Zhang (ICONIP (5), 2023)

Reversible Data Hiding in Encrypted Images Based on Image Reprocessing and Polymorphic Compression. - Yicheng Zou; Yaling Zhang; Chao Wang; Tao Zhang; Yu Zhang (ICONIP (14), 2023)

Reversible Data Hiding in Encrypted Images Based on a Multi-Granularity Adaptive Classification Mechanism. - Yaling Zhang; Yicheng Zou; Chao Wang; Chengcheng Huang; Shiqun Yin (KSEM (2), 2023)

Brain Tissue Segmentation Across the Human Lifespan via Supervised Contrastive Learning. - Xiaoyang Chen; Jinjian Wu; Wenjiao Lyu; Yicheng Zou; Kim-Han Thung; Siyuan Liu 004; Ye Wu 001; Sahar Ahmad; Pew-Thian Yap (CoRR, 2023)

The Rise and Potential of Large Language Model Based Agents: A Survey. - Zhiheng Xi; Wenxiang Chen; Xin Guo; Wei He 024; Yiwen Ding; Boyang Hong; Ming Zhang 030; Junzhe Wang; Senjie Jin; Enyu Zhou; Rui Zheng; Xiaoran Fan; et al. (CoRR, 2023)

TRACE: A Comprehensive Benchmark for Continual Learning in Large Language Models. - Xiao Wang 001; Yuansen Zhang; Tianze Chen; Songyang Gao; Senjie Jin; Xianjun Yang; Zhiheng Xi; Rui Zheng; Yicheng Zou; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2023)

Linear Alignment: A Closed-form Solution for Aligning Human Preferences without Tuning and Feedback. - Songyang Gao; Qiming Ge; Wei Shen; Shihan Dou; Junjie Ye; Xiao Wang 001; Rui Zheng; Yicheng Zou; Zhi Chen 006; Hang Yan 001; Qi Zhang 001; Dahua Lin (ICML, 2024)

High Capacity Reversible Data Hiding in Encrypted Images Based on Pixel Value Preprocessing and Block Classification. - Tao Zhang; Ju Zhang; Yicheng Zou; Yu Zhang (MMM (2), 2024)

Linear Alignment: A Closed-form Solution for Aligning Human Preferences without Tuning and Feedback. - Songyang Gao; Qiming Ge; Wei Shen; Shihan Dou; Junjie Ye; Xiao Wang 042; Rui Zheng; Yicheng Zou; Zhi Chen 006; Hang Yan 001; Qi Zhang 001; Dahua Lin (CoRR, 2024)

EasyJailbreak: A Unified Framework for Jailbreaking Large Language Models. - Weikang Zhou; Xiao Wang 001; Limao Xiong; Han Xia; Yingshuang Gu; Mingxu Chai; Fukang Zhu; Caishuang Huang; Shihan Dou; Zhiheng Xi; Rui Zheng; Songyang Gao; et al. (CoRR, 2024)

AgentGym: Evolving Large Language Model-based Agents across Diverse Environments. - Zhiheng Xi; Yiwen Ding; Wenxiang Chen; Boyang Hong; Honglin Guo; Junzhe Wang; Dingwen Yang; Chenyang Liao; Xin Guo; Wei He 024; Songyang Gao; Lu Chen; et al. (CoRR, 2024)

What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices. - Zhi Chen 006; Qiguang Chen; Libo Qin 001; Qipeng Guo; Haijun Lv; Yicheng Zou; Wanxiang Che; Hang Yan 001; Kai Chen 026; Dahua Lin (CoRR, 2024)

What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices. - Zhi Chen 006; Qiguang Chen; Libo Qin 001; Qipeng Guo; Haijun Lv; Yicheng Zou; Hang Yan 001; Kai Chen 026; Dahua Lin (ACL (1), 2025)

Capability Salience Vector: Fine-grained Alignment of Loss and Capabilities for Downstream Task Scaling Law. - Qiming Ge; Shuhao Xing; Songyang Gao; Yunhua Zhou; Yicheng Zou; Songyang Zhang; Zhi Chen 006; Hang Yan 001; Qi Zhang 001; Qipeng Guo; Kai Chen 026 (ACL (1), 2025)

AgentGym: Evaluating and Training Large Language Model-based Agents across Diverse Environments. - Zhiheng Xi; Yiwen Ding; Wenxiang Chen; Boyang Hong; Honglin Guo; Junzhe Wang; Xin Guo; Dingwen Yang; Chenyang Liao; Wei He 024; Songyang Gao; Lu Chen; et al. (ACL (1), 2025)

The rise and potential of large language model based agents: a survey. - Zhiheng Xi; Wenxiang Chen; Xin Guo; Wei He 024; Yiwen Ding; Boyang Hong; Ming Zhang 030; Junzhe Wang; Senjie Jin; Enyu Zhou; Rui Zheng; Xiaoran Fan; et al. (Sci. China Inf. Sci., 2025)

Pre-Trained Policy Discriminators are General Reward Models. - Shihan Dou; Shichun Liu; Yuming Yang; Yicheng Zou; Yunhua Zhou; Shuhao Xing; Chenhao Huang; Qiming Ge; Demin Song; Haijun Lv; Songyang Gao; Chengqi Lv; et al. (CoRR, 2025)