Cao, Pengfei

1. Cutting Off the Head Ends the Conflict: A Mechanism for Interpreting and Mitigating Knowledge Conflicts in Language Models
   2024/02/28 by Jin, Zhuoran, Cao, Pengfei, Yuan, Hongbang +6 · 17 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR)
2. RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models
   2024/06/16 by Zhuoran Jin, Pengfei Cao, Jin, Zhuoran +15 · 17 citations
   Computer Science · #Topic Modeling #Natural Language Processing Techniques
3. Tug-of-War Between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language Models
   2024/02/22 by Zhuoran Jin, Jin, Zhuoran, Pengfei Cao +13 · 15 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Natural Language Processing Techniques #Topic Modeling
4. AgentsCourt: Building Judicial Decision-Making Agents with Court Debate Simulation and Legal Knowledge Augmentation
   2024/03/05 by He, Zhitao, Cao, Pengfei, Wang, Chenhao +7 · 9 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
5. Journey to the Center of the Knowledge Neurons: Discoveries of Language-Independent Knowledge Neurons and Degenerate Knowledge Neurons
   2023/08/25 by Yuheng Chen, Pengfei Cao, Chen, Yuheng +7 · 5 citations
   Computer Science · Materials Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Materials Science #Natural Language Processing Techniques #Topic Modeling
6. Focus on Your Question! Interpreting and Mitigating Toxic CoT Problems in Commonsense Reasoning
   2024/02/28 by Jiachun Li, Li, Jiachun, Pengfei Cao +13 · 5 citations
   Computer Science · Engineering · #Software Engineering Research #Safety Systems Engineering in Autonomy #Software Reliability and Analysis Research
7. MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models
   2024/10/12 by Li, Jiachun, Cao, Pengfei, Jin, Zhuoran +3 · 6 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
8. Towards Better Chain-of-Thought: A Reflection on Effectiveness and Faithfulness
   2024/05/29 by Jiachun Li, Li, Jiachun, Pengfei Cao +8 · 4 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Topic Modeling
9. Large Language Models for Planning: A Comprehensive and Systematic Survey
   2025/05/26 by Pengfei Cao, Tianyi Men, Cao, Pengfei +16 · 11 citations
   Social Sciences · Engineering · #Geographic Information Systems Studies #Smart Cities and Technologies
10. RAG-RewardBench: Benchmarking Reward Models in Retrieval Augmented Generation for Preference Alignment
    2024/12/18 by Zhuoran Jin, Jin, Zhuoran, Hongbang Yuan +11 · 6 citations
    Computer Science · #Recommender Systems and Techniques
11. Towards Robust Knowledge Unlearning: An Adversarial Framework for Assessing and Improving Unlearning Robustness in Large Language Models
    2024/08/20 by Yuan, Hongbang, Jin, Zhuoran, Cao, Pengfei +3 · 5 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
12. Unlocking the Future: Exploring Look-Ahead Planning Mechanistic Interpretability in Large Language Models
    2024/06/23 by Tianyi Men, Men, Tianyi, Pengfei Cao +9 · 3 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling
13. Knowledge Localization: Mission Not Accomplished? Enter Query Localization!
    2024/05/23 by Chen, Yuheng, Cao, Pengfei, Chen, Yubo +2 · 2 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
14. LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions
    2025/09/23 by Lin, Xixun, Ning, Yucheng, Zhang, Jingwen +21 · 8 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
15. Agent-RewardBench: Towards a Unified Benchmark for Reward Modeling across Perception, Planning, and Safety in Real-World Multimodal Agents
    2025/06/26 by Tianyi Men, Zhuoran Jin, Men, Tianyi +9 · 5 citations
    Computer Science · Psychology · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Human-Automation Interaction and Safety #Multi-Agent Systems and Negotiation
16. CITI: Enhancing Tool Utilizing Ability in Large Language Models without Sacrificing General Performance
    2024/09/20 by Yupu Hao, Pengfei Cao, Hao, Yupu +11 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
17. MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos
    2025/06/04 by Kejian Zhu, Zhuoran Jin, Zhu, Kejian +15 · 5 citations
    Computer Science · #Multimodal Machine Learning Applications #Explainable Artificial Intelligence (XAI) #Topic Modeling
18. ZhuJiu: A Multi-dimensional, Multi-faceted Chinese Benchmark for Large Language Models
    2023/08/28 by Baoli Zhang, Haining Xie, Zhang, Baoli +15 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
19. Continual Few-shot Event Detection via Hierarchical Augmentation Networks
    2024/03/26 by Chenlong Zhang, Pengfei Cao, Zhang, Chenlong +11 · 1 citation
    Computer Science · #Anomaly Detection Techniques and Applications #Computation and Language (cs.CL) #FOS: Computer and information sciences #Seismology and Earthquake Studies
20. Cracking Factual Knowledge: A Comprehensive Analysis of Degenerate Knowledge Neurons in Large Language Models
    2024/02/21 by Chen, Yuheng, Cao, Pengfei, Chen, Yubo +4 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
21. A Troublemaker with Contagious Jailbreak Makes Chaos in Honest Towns
    2024/10/21 by Tianyi Men, Men, Tianyi, Pengfei Cao +9 · 1 citation
    Social Sciences · #Computation and Language (cs.CL) #Crime Patterns and Interventions #Crime, Illicit Activities, and Governance #FOS: Computer and information sciences