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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Towards Understanding Omission in Dialogue Summarization. - Zou, Yicheng; Song, Kaitao; Tan, Xu; Fu, Zhongkai; Gui, Tao; Zhang, Qi; Li, Dongsheng (CoRR, 2022)

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

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

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

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

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

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

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

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

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

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

Unsupervised Summarization for Chat Logs with Topic-Oriented Ranking and Context-Aware Auto-Encoders. - Zou, Yicheng; Lin, Jun; Zhao, Lujun; Kang, Yangyang; Jiang, Zhuoren; Sun, Changlong; Zhang, Qi; Huang, Xuanjing; Liu, Xiaozhong (CoRR, 2020)

Topic-Oriented Spoken Dialogue Summarization for Customer Service with Saliency-Aware Topic Modeling. - Zou, Yicheng; Zhao, Lujun; Kang, Yangyang; Lin, Jun; Peng, Minlong; Jiang, Zhuoren; Sun, Changlong; Zhang, Qi; Huang, Xuanjing; Liu, Xiaozhong (CoRR, 2020)

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

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