Parsing Natural Language into Propositional and First-Order Logic with Dual Reinforcement Learning. - Xuantao Lu; Jingping Liu; Zhouhong Gu; Hanwen Tong; Chenhao Xie 002; Junyang Huang; Yanghua Xiao; Wenguang Wang (COLING, 2022)

Learning What You Need from What You Did: Product Taxonomy Expansion with User Behaviors Supervision. - Sijie Cheng; Zhouhong Gu; Bang Liu; Rui Xie 005; Wei Wu 014; Yanghua Xiao (ICDE, 2022)

GANTEE: Generative Adversarial Network for Taxonomy Enterance Evaluation. - Zhouhong Gu; Sihang Jiang; Jingping Liu; Yanghua Xiao; Hongwei Feng; Zhixu Li; Jiaqing Liang; Jian Zhong (AAAI, 2023)

Sem4SAP: Synonymous Expression Mining From Open Knowledge Graph For Language Model Synonym-Aware Pretraining. - Zhouhong Gu; Sihang Jiang; Wenhao Huang; Jiaqing Liang; Hongwei Feng; Yanghua Xiao (CoRR, 2023)

GANTEE: Generative Adversatial Network for Taxonomy Entering Evaluation. - Zhouhong Gu; Sihang Jiang; Jingping Liu; Yanghua Xiao; Hongwei Feng; Zhixu Li; Jiaqing Liang; Jian Zhong (CoRR, 2023)

Xiezhi: An Ever-Updating Benchmark for Holistic Domain Knowledge Evaluation. - Zhouhong Gu; Xiaoxuan Zhu; Haoning Ye; Lin Zhang; Jianchen Wang; Sihang Jiang; Zhuozhi Xiong; Zihan Li; Qianyu He; Rui Xu 026; Wenhao Huang; Zili Wang; et al. (CoRR, 2023)

Beyond the Obvious: Evaluating the Reasoning Ability In Real-life Scenarios of Language Models on Life Scapes Reasoning Benchmark (LSR-Benchmark). - Zhouhong Gu; Zihan Li; Lin Zhang; Zhuozhi Xiong; Sihang Jiang; Xiaoxuan Zhu; Shusen Wang; Zili Wang; Jianchen Wang; Haoning Ye; Wenhao Huang; Yikai Zhang 004; et al. (CoRR, 2023)

KnowledGPT: Enhancing Large Language Models with Retrieval and Storage Access on Knowledge Bases. - Xintao Wang 001; Qianwen Yang; Yongting Qiu; Jiaqing Liang; Qianyu He; Zhouhong Gu; Yanghua Xiao; Wei Wang 009 (CoRR, 2023)

Can Large Language Models Understand Real-World Complex Instructions? - Qianyu He; Jie Zeng 003; Wenhao Huang; Lina Chen; Jin Xiao; Qianxi He; Xunzhe Zhou; Lida Chen; Xintao Wang 001; Yuncheng Huang; Haoning Ye; Zihan Li; et al. (CoRR, 2023)

Xiezhi: An Ever-Updating Benchmark for Holistic Domain Knowledge Evaluation. - Zhouhong Gu; Xiaoxuan Zhu; Haoning Ye; Lin Zhang; Jianchen Wang; Yixin Zhu; Sihang Jiang; Zhuozhi Xiong; Zihan Li; Weijie Wu; Qianyu He; Rui Xu 026; et al. (AAAI, 2024)

DetectBench: Can Large Language Model Detect and Piece Together Implicit Evidence? - Zhouhong Gu; Lin Zhang; Xiaoxuan Zhu; Jiangjie Chen; Wenhao Huang; Yikai Zhang 004; Shusen Wang; Zheyu Ye; Yan Gao 017; Hongwei Feng; Yanghua Xiao (EMNLP (Findings), 2024)

AutoScraper: A Progressive Understanding Web Agent for Web Scraper Generation. - Wenhao Huang; Zhouhong Gu; Chenghao Peng; Jiaqing Liang; Zhixu Li; Yanghua Xiao; Liqian Wen; Zulong Chen (EMNLP, 2024)

ConcEPT: Concept-Enhanced Pre-Training for Language Models. - Xintao Wang 001; Zhouhong Gu; Jiaqing Liang; Dakuan Lu; Yanghua Xiao; Wei Wang 009 (CoRR, 2024)

The Missing Piece in Model Editing: A Deep Dive into the Hidden Damage Brought By Model Editing. - Jianchen Wang; Zhouhong Gu; Zhuozhi Xiong; Hongwei Feng; Yanghua Xiao (CoRR, 2024)

Agent Group Chat: An Interactive Group Chat Simulacra For Better Eliciting Collective Emergent Behavior. - Zhouhong Gu; Xiaoxuan Zhu; Haoran Guo; Lin Zhang; Yin Cai; Hao Shen; Jiangjie Chen; Zheyu Ye; Yifei Dai; Yan Gao 017; Yao Hu 002; Hongwei Feng; et al. (CoRR, 2024)

StrucText-Eval: An Autogenerated Benchmark for Evaluating Large Language Model's Ability in Structure-Rich Text Understanding. - Zhouhong Gu; Haoning Ye; Zeyang Zhou; Hongwei Feng; Yanghua Xiao (CoRR, 2024)

VCEval: Rethinking What is a Good Educational Video and How to Automatically Evaluate It. - Xiaoxuan Zhu; Zhouhong Gu; Sihang Jiang; Zhixu Li; Hongwei Feng; Yanghua Xiao (CoRR, 2024)

LLM-GAN: Construct Generative Adversarial Network Through Large Language Models For Explainable Fake News Detection. - Yifeng Wang; Zhouhong Gu; Siwei Zhang; Suhang Zheng; Tao Wang; Tianyu Li; Hongwei Feng; Yanghua Xiao (CoRR, 2024)

GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization. - Zhouhong Gu; Xingzhou Chen; Xiaoran Shi; Tao Wang; Suhang Zheng; Tianyu Li; Hongwei Feng; Yanghua Xiao (ACL (1), 2025)

StrucText-Eval: Evaluating Large Language Model's Reasoning Ability in Structure-Rich Text. - Zhouhong Gu; Haoning Ye; Xingzhou Chen; Zeyang Zhou; Hongwei Feng; Yanghua Xiao (ACL (1), 2025)

LLM-GAN: Constructing Generative Adversarial Network Through Large Language Models for Explainable Fake News Detection. - Yifeng Wang; Zhouhong Gu; Siwei Zhang; Suhang Zheng; Tao Wang; Tianyu Li; Hongwei Feng; Yanghua Xiao (ICASSP, 2025)

The Missing Piece in Model Editing: A Deep Dive into the Hidden Damage Brought By Model Editing. - Jianchen Wang; Zhouhong Gu; Xiaoxuan Zhu; Lin Zhang; Haoning Ye; Zhuozhi Xiong; Sihang Jiang; Hongwei Feng; Yanghua Xiao (ICASSP, 2025)

MIRAGE: Exploring How Large Language Models Perform in Complex Social Interactive Environments. - Cai Yin; Zhouhong Gu; Du Zhaohan; Ye Zheyu; Cao Shaosheng; Xu Yiqian; Feng Hongwei; Chen Ping (CoRR, 2025)

PII-Bench: Evaluating Query-Aware Privacy Protection Systems. - Hao Shen; Zhouhong Gu; Haokai Hong; Weili Han (CoRR, 2025)

ToReMi: Topic-Aware Data Reweighting for Dynamic Pre-Training Data Selection. - Xiaoxuan Zhu; Zhouhong Gu; Baiqian Wu; Suhang Zheng; Tao Wang; Tianyu Li; Hongwei Feng; Yanghua Xiao (CoRR, 2025)

RECKON: Large-scale Reference-based Efficient Knowledge Evaluation for Large Language Model. - Lin Zhang; Zhouhong Gu; Xiaoran Shi; Hongwei Feng; Yanghua Xiao (CoRR, 2025)

LITE: LLM-Impelled efficient Taxonomy Evaluation. - Lin Zhang; Zhouhong Gu; Suhang Zheng; Tao Wang; Tianyu Li; Hongwei Feng; Yanghua Xiao (CoRR, 2025)

CompBench: Benchmarking Complex Instruction-guided Image Editing. - Bohan Jia; Wenxuan Huang 001; Yuntian Tang; Junbo Qiao; Jincheng Liao; Shaosheng Cao; Fei Zhao; Zhaopeng Feng; Zhouhong Gu; Zhenfei Yin; Lei Bai 001; Wanli Ouyang; et al. (CoRR, 2025)

AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System Need. - Zhouhong Gu; Xiaoxuan Zhu; Yin Cai; Hao Shen; Xingzhou Chen; Qingyi Wang; Jialin Li; Xiaoran Shi; Haoran Guo; Wenxuan Huang 001; Hongwei Feng; Yanghua Xiao; et al. (CoRR, 2025)