PPaperPicks

Ningyu Zhang

Zhejiang University, College of Computer Science and Technology, Ant Group Joint Laboratory of Knowledge Graph, Hangzhou, China

64 papers at tracked venues · 46 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-1970-0678 ↗Homepage ↗

Venues

ACL ×24EMNLP ×11AAAI ×6ICLR ×6NeurIPS ×5IJCAI ×3NAACL ×3ICML ×2ACM MM ×1ISWC ×1VLDB ×1WWW ×1

Frequent coauthors

Huajun Chen
×50
Shumin Deng
×18
Yunzhi Yao
×17
Shuofei Qiao
×14
Pengjun Xie
×12
Fei Huang
×12
Ziwen Xu
×11
Yong Jiang
×11
Mengru Wang
×11
Runnan Fang
×9
Xiang Chen
×9
Lei Liang
×8

Papers

  1. Can We Predict Before Executing Machine Learning Agents?
    ACL 2026 ·
    Jingsheng Zheng
    ,
    Jintian Zhang
    ,
    Yujie Luo
    ,
    Yuren Mao
    ,
    Yunjun Gao
    ,
    Lun Du
    ,
    Huajun Chen
    , Ningyu Zhang
  2. How Controllable Are Large Language Models? A Unified Evaluation across Behavioral Granularities
    ACL 2026 ·
    Ziwen Xu
    ,
    Kewei Xu
    ,
    Haoming Xu
    ,
    Haiwen Hong
    ,
    Longtao Huang
    ,
    Hui Xue
    , Ningyu Zhang,
    Yongliang Shen
    ,
    Guozhou Zheng
    ,
    Huajun Chen
    ,
    Shumin Deng
  3. Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency
    ACL 2026 ·
    Haoming Xu
    ,
    Ningyuan Zhao
    ,
    Yunzhi Yao
    ,
    Weihong Xu
    ,
    Hongru Wang
    ,
    Xinle Deng
    ,
    Shumin Deng
    ,
    Jeff Z. Pan
    ,
    Huajun Chen
    , Ningyu Zhang
  4. KnowRL: Exploring Knowledgeable Reinforcement Learning for Factuality
    ACL 2026 ·
    Baochang Ren
    ,
    Shuofei Qiao
    , Ningyu Zhang,
    Da Zheng
    ,
    Huajun Chen
  5. Logical Structure as Knowledge: Enhancing LLM Reasoning via Structured Logical Knowledge Density Estimation
    ACL 2026 ·
    Zhen Bi
    ,
    Zhenlin Hu
    ,
    Xueshu Chen
    ,
    Mingyang Chen
    ,
    Cheng Deng
    ,
    Yida Xue
    ,
    Zhen Wang
    ,
    Qing Shen
    , Ningyu Zhang,
    Jungang Lou
  6. Memp: Exploring Agent Procedural Memory
    ACL 2026 ·
    Runnan Fang
    ,
    Yuan Liang
    ,
    Xiaobin Wang
    ,
    Jialong Wu
    ,
    Shuofei Qiao
    ,
    Pengjun Xie
    ,
    Fei Huang
    ,
    Huajun Chen
    , Ningyu Zhang
  7. ReCode: Updating Code API Knowledge with Reinforcement Learning
    AAAI 2026 ·
    Haoze Wu
    ,
    Yunzhi Yao
    ,
    Wenhao Yu
    , Ningyu Zhang
  8. Towards General Agentic Intelligence via Environment Scaling
    ACL 2026 ·
    Runnan Fang
    ,
    Shihao Cai
    ,
    Baixuan Li
    ,
    Jialong Wu
    ,
    Guangyu Li
    ,
    Wenbiao Yin
    ,
    Xinyu Wang
    ,
    Xiaobin Wang
    ,
    Liangcai Su
    ,
    Zhen Zhang
    ,
    Shibin Wu
    ,
    Zhengwei Tao
    ,
    Yong Jiang
    ,
    Pengjun Xie
    , Ningyu Zhang,
    Fei Huang
    ,
    Wentao Zhang
    ,
    Jingren Zhou
  9. U-Fold: Dynamic Intent-Aware Context Folding for User-Centric Agents
    ACL 2026 ·
    Jin Su
    ,
    Runnan Fang
    ,
    Yeqiu Li
    ,
    Xiaobin Wang
    ,
    Shihao Cai
    ,
    Pengjun Xie
    , Ningyu Zhang,
    Fajie Yuan
  10. What Makes AI Research Replicable? Executable Knowledge Graphs as Scientific Knowledge Representations
    ACL 2026 ·
    Yujie Luo
    ,
    Zhuoyun Yu
    ,
    Xuehai Wang
    ,
    Yuqi Zhu
    , Ningyu Zhang,
    Lanning Wei
    ,
    Lun Du
    ,
    Da Zheng
    ,
    Huajun Chen
  11. Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study
    AAAI 2026 ·
    Yuqi Zhu
    ,
    Yi Zhong
    ,
    Jintian Zhang
    ,
    Ziheng Zhang
    ,
    Shuofei Qiao
    ,
    Yujie Luo
    ,
    Lun Du
    ,
    Da Zheng
    , Ningyu Zhang,
    Huajun Chen
  12. Why Steering Works: Toward a Unified View of Language Model Parameter Dynamics
    ACL 2026 ·
    Ziwen Xu
    ,
    Chenyan Wu
    ,
    Hengyu Sun
    ,
    Haiwen Hong
    ,
    Mengru Wang
    ,
    Yunzhi Yao
    ,
    Longtao Huang
    ,
    Hui Xue
    ,
    Shumin Deng
    ,
    Zhixuan Chu
    ,
    Huajun Chen
    , Ningyu Zhang
  13. ADS-Edit: A Multimodal Knowledge Editing Dataset for Autonomous Driving Systems
    ACM MM 2025 ·
    Chenxi Wang
    ,
    Jizhan Fang
    ,
    Xiang Chen
    ,
    Bozhong Tian
    ,
    Ziwen Xu
    ,
    Huajun Chen
    , Ningyu Zhang
  14. Agentic Knowledgeable Self-awareness
    ACL 2025 ·
    Shuofei Qiao
    ,
    Zhisong Qiu
    ,
    Baochang Ren
    ,
    Xiaobin Wang
    ,
    Xiangyuan Ru
    , Ningyu Zhang,
    Xiang Chen
    ,
    Yong Jiang
    ,
    Pengjun Xie
    ,
    Fei Huang
    ,
    Huajun Chen
  15. AnyEdit: Edit Any Knowledge Encoded in Language Models
    ICML 2025 ·
    Houcheng Jiang
    ,
    Junfeng Fang
    , Ningyu Zhang,
    Mingyang Wan
    ,
    Guojun Ma
    ,
    Xiang Wang
    ,
    Xiangnan He
    ,
    Tat-Seng Chua
  16. Benchmarking Agentic Workflow Generation
    ICLR 2025 ·
    Shuofei Qiao
    ,
    Runnan Fang
    ,
    Zhisong Qiu
    ,
    Xiaobin Wang
    , Ningyu Zhang,
    Yong Jiang
    ,
    Pengjun Xie
    ,
    Fei Huang
    ,
    Huajun Chen
  17. Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms
    ACL 2025 ·
    Mengru Wang
    ,
    Ziwen Xu
    ,
    Shengyu Mao
    ,
    Shumin Deng
    ,
    Zhaopeng Tu
    ,
    Huajun Chen
    , Ningyu Zhang
  18. CKnowEdit: A New Chinese Knowledge Editing Dataset for Linguistics, Facts, and Logic Error Correction in LLMs
    ACL 2025 ·
    Jizhan Fang
    ,
    Tianhe Lu
    ,
    Yunzhi Yao
    ,
    Ziyan Jiang
    ,
    Xin Xu
    ,
    Huajun Chen
    , Ningyu Zhang
  19. CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners
    EMNLP 2025 ·
    Yunzhi Yao
    ,
    Jizhan Fang
    ,
    Jia-Chen Gu
    , Ningyu Zhang,
    Shumin Deng
    ,
    Huajun Chen
    ,
    Nanyun Peng
  20. Constraining Sequential Model Editing with Editing Anchor Compression
    NAACL 2025 ·
    Hao-Xiang Xu
    ,
    Jun-Yu Ma
    ,
    Zhen-Hua Ling
    , Ningyu Zhang,
    Jia-Chen Gu
  21. EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models
    EMNLP 2025 ·
    Ziwen Xu
    ,
    Shuxun Wang
    ,
    Kewei Xu
    ,
    Haoming Xu
    ,
    Mengru Wang
    ,
    Xinle Deng
    ,
    Yunzhi Yao
    ,
    Guozhou Zheng
    ,
    Huajun Chen
    , Ningyu Zhang
  22. Exploring Model Kinship for Merging Large Language Models
    EMNLP 2025 ·
    Yedi Hu
    ,
    Yunzhi Yao
    , Ningyu Zhang,
    Huajun Chen
    ,
    Shumin Deng
  23. How Do LLMs Acquire New Knowledge? A Knowledge Circuits Perspective on Continual Pre-Training
    ACL 2025 ·
    Yixin Ou
    ,
    Yunzhi Yao
    , Ningyu Zhang,
    Hui Jin
    ,
    Jiacheng Sun
    ,
    Shumin Deng
    ,
    Zhenguo Li
    ,
    Huajun Chen
  24. KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents
    NAACL 2025 ·
    Yuqi Zhu
    ,
    Shuofei Qiao
    ,
    Yixin Ou
    ,
    Shumin Deng
    ,
    Shiwei Lyu
    ,
    Yue Shen
    ,
    Lei Liang
    ,
    Jinjie Gu
    ,
    Huajun Chen
    , Ningyu Zhang
  25. LightThinker: Thinking Step-by-Step Compression
    EMNLP 2025 ·
    Jintian Zhang
    ,
    Yuqi Zhu
    ,
    Mengshu Sun
    ,
    Yujie Luo
    ,
    Shuofei Qiao
    ,
    Lun Du
    ,
    Da Zheng
    ,
    Huajun Chen
    , Ningyu Zhang
  26. MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
    ICLR 2025 ·
    Chenxi Wang
    ,
    Xiang Chen
    , Ningyu Zhang,
    Bozhong Tian
    ,
    Haoming Xu
    ,
    Shumin Deng
    ,
    Huajun Chen
  27. OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking
    EMNLP 2025 ·
    Zekun Xi
    ,
    Wenbiao Yin
    ,
    Jizhan Fang
    ,
    Jialong Wu
    ,
    Runnan Fang
    ,
    Yong Jiang
    ,
    Pengjun Xie
    ,
    Fei Huang
    ,
    Huajun Chen
    , Ningyu Zhang
  28. OneKE: A Dockerized Schema-Guided LLM Agent-based Knowledge Extraction System
    WWW 2025 ·
    Yujie Luo
    ,
    Xiangyuan Ru
    ,
    Kangwei Liu
    ,
    Lin Yuan
    ,
    Mengshu Sun
    , Ningyu Zhang,
    Lei Liang
    ,
    Zhiqiang Zhang
    ,
    Jun Zhou
    ,
    Lanning Wei
    ,
    Da Zheng
    ,
    Haofen Wang
    ,
    Huajun Chen
  29. RSCC: A Large-Scale Remote Sensing Change Caption Dataset for Disaster Events
    NeurIPS 2025 ·
    Zhenyuan Chen
    ,
    Chenxi Wang
    , Ningyu Zhang,
    Feng Zhang
  30. ReLearn: Unlearning via Learning for Large Language Models
    ACL 2025 ·
    Haoming Xu
    ,
    Ningyuan Zhao
    ,
    Liming Yang
    ,
    Sendong Zhao
    ,
    Shumin Deng
    ,
    Mengru Wang
    ,
    Bryan Hooi
    ,
    Nay Oo
    ,
    Huajun Chen
    , Ningyu Zhang
  31. SynWorld: Virtual Scenario Synthesis for Agentic Action Knowledge Refinement
    ACL 2025 ·
    Runnan Fang
    ,
    Xiaobin Wang
    ,
    Yuan Liang
    ,
    Shuofei Qiao
    ,
    Jialong Wu
    ,
    Zekun Xi
    , Ningyu Zhang,
    Yong Jiang
    ,
    Pengjun Xie
    ,
    Fei Huang
    ,
    Huajun Chen
  32. Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training
    NeurIPS 2025 ·
    Mengru Wang
    ,
    Xingyu Chen
    ,
    Yue Wang
    ,
    Zhiwei He
    ,
    Jiahao Xu
    ,
    Tian Liang
    ,
    Qiuzhi Liu
    ,
    Yunzhi Yao
    ,
    Wenxuan Wang
    ,
    Ruotian Ma
    ,
    Haitao Mi
    , Ningyu Zhang,
    Zhaopeng Tu
    ,
    Xiaolong Li
    ,
    Dong Yu
  33. Agent Planning with World Knowledge Model
    NeurIPS 2024 ·
    Shuofei Qiao
    ,
    Runnan Fang
    , Ningyu Zhang,
    Yuqi Zhu
    ,
    Xiang Chen
    ,
    Shumin Deng
    ,
    Yong Jiang
    ,
    Pengjun Xie
    ,
    Fei Huang
    ,
    Huajun Chen
  34. AutoAct: Automatic Agent Learning from Scratch for QA via Self-Planning
    ACL 2024 ·
    Shuofei Qiao
    , Ningyu Zhang,
    Runnan Fang
    ,
    Yujie Luo
    ,
    Wangchunshu Zhou
    ,
    Yuchen Eleanor Jiang
    ,
    Chengfei Lv
    ,
    Huajun Chen
  35. Continual Multimodal Knowledge Graph Construction
    IJCAI 2024 ·
    Xiang Chen
    ,
    Jingtian Zhang
    ,
    Xiaohan Wang
    , Ningyu Zhang,
    Tongtong Wu
    ,
    Yuxiang Wang
    ,
    Yongheng Wang
    ,
    Huajun Chen
  36. Detoxifying Large Language Models via Knowledge Editing
    ACL 2024 ·
    Mengru Wang
    , Ningyu Zhang,
    Ziwen Xu
    ,
    Zekun Xi
    ,
    Shumin Deng
    ,
    Yunzhi Yao
    ,
    Qishen Zhang
    ,
    Linyi Yang
    ,
    Jindong Wang
    ,
    Huajun Chen
  37. Domain-Agnostic Molecular Generation with Chemical Feedback
    ICLR 2024 ·
    Yin Fang
    , Ningyu Zhang,
    Zhuo Chen
    ,
    Lingbing Guo
    ,
    Xiaohui Fan
    ,
    Huajun Chen
  38. EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models
    ACL 2024 ·
    Peng Wang
    , Ningyu Zhang,
    Bozhong Tian
    ,
    Zekun Xi
    ,
    Yunzhi Yao
    ,
    Ziwen Xu
    ,
    Mengru Wang
    ,
    Shengyu Mao
    ,
    Xiaohan Wang
    ,
    Siyuan Cheng
    ,
    Kangwei Liu
    ,
    Yuansheng Ni
    ,
    Guozhou Zheng
    ,
    Huajun Chen
  39. EasyInstruct: An Easy-to-use Instruction Processing Framework for Large Language Models
    ACL 2024 ·
    Yixin Ou
    , Ningyu Zhang,
    Honghao Gui
    ,
    Ziwen Xu
    ,
    Shuofei Qiao
    ,
    Runnan Fang
    ,
    Lei Li
    ,
    Zhen Bi
    ,
    Guozhou Zheng
    ,
    Huajun Chen
  40. Editing Conceptual Knowledge for Large Language Models
    EMNLP 2024 ·
    Xiaohan Wang
    ,
    Shengyu Mao
    ,
    Shumin Deng
    ,
    Yunzhi Yao
    ,
    Yue Shen
    ,
    Lei Liang
    ,
    Jinjie Gu
    ,
    Huajun Chen
    , Ningyu Zhang
  41. Editing Language Model-Based Knowledge Graph Embeddings
    AAAI 2024 ·
    Siyuan Cheng
    , Ningyu Zhang,
    Bozhong Tian
    ,
    Xi Chen
    ,
    Qingbin Liu
    ,
    Huajun Chen
  42. Existence Is Chaos: Enhancing 3D Human Motion Prediction with Uncertainty Consideration
    AAAI 2024 ·
    Zhihao Wang
    ,
    Yulin Zhou
    , Ningyu Zhang,
    Xiaosong Yang
    ,
    Jun Xiao
    ,
    Zhao Wang
  43. Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View
    ACL 2024 ·
    Jintian Zhang
    ,
    Xin Xu
    , Ningyu Zhang,
    Ruibo Liu
    ,
    Bryan Hooi
    ,
    Shumin Deng
  44. FactCHD: Benchmarking Fact-Conflicting Hallucination Detection
    IJCAI 2024 ·
    Xiang Chen
    ,
    Duanzheng Song
    ,
    Honghao Gui
    ,
    Chenxi Wang
    , Ningyu Zhang,
    Yong Jiang
    ,
    Fei Huang
    ,
    Chengfei Lyu
    ,
    Dan Zhang
    ,
    Huajun Chen
  45. HyperLoRA: Efficient Cross-task Generalization via Constrained Low-Rank Adapters Generation
    EMNLP 2024 ·
    Chuancheng Lv
    ,
    Lei Li
    ,
    Shitou Zhang
    ,
    Gang Chen
    ,
    Fanchao Qi
    , Ningyu Zhang,
    Hai-Tao Zheng
  46. IEPile: Unearthing Large Scale Schema-Conditioned Information Extraction Corpus
    ACL 2024 ·
    Honghao Gui
    ,
    Lin Yuan
    ,
    Hongbin Ye
    , Ningyu Zhang,
    Mengshu Sun
    ,
    Lei Liang
    ,
    Huajun Chen
  47. InstructEdit: Instruction-Based Knowledge Editing for Large Language Models
    IJCAI 2024 · Ningyu Zhang,
    Bozhong Tian
    ,
    Siyuan Cheng
    ,
    Xiaozhuan Liang
    ,
    Yi Hu
    ,
    Kouying Xue
    ,
    Yanjie Gou
    ,
    Xi Chen
    ,
    Huajun Chen
  48. InstructIE: A Bilingual Instruction-based Information Extraction Dataset
    ISWC 2024 ·
    Honghao Gui
    ,
    Shuofei Qiao
    ,
    Jintian Zhang
    ,
    Hongbin Ye
    ,
    Mengshu Sun
    ,
    Lei Liang
    ,
    Jeff Z. Pan
    ,
    Huajun Chen
    , Ningyu Zhang
  49. Knowledge Circuits in Pretrained Transformers
    NeurIPS 2024 ·
    Yunzhi Yao
    , Ningyu Zhang,
    Zekun Xi
    ,
    Mengru Wang
    ,
    Ziwen Xu
    ,
    Shumin Deng
    ,
    Huajun Chen
  50. Knowledge Mechanisms in Large Language Models: A Survey and Perspective
    EMNLP 2024 ·
    Mengru Wang
    ,
    Yunzhi Yao
    ,
    Ziwen Xu
    ,
    Shuofei Qiao
    ,
    Shumin Deng
    ,
    Peng Wang
    ,
    Xiang Chen
    ,
    Jia-Chen Gu
    ,
    Yong Jiang
    ,
    Pengjun Xie
    ,
    Fei Huang
    ,
    Huajun Chen
    , Ningyu Zhang
  51. Making Language Models Better Tool Learners with Execution Feedback
    NAACL 2024 ·
    Shuofei Qiao
    ,
    Honghao Gui
    ,
    Chengfei Lv
    ,
    Qianghuai Jia
    ,
    Huajun Chen
    , Ningyu Zhang
  52. Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models
    ICLR 2024 ·
    Yin Fang
    ,
    Xiaozhuan Liang
    , Ningyu Zhang,
    Kangwei Liu
    ,
    Rui Huang
    ,
    Zhuo Chen
    ,
    Xiaohui Fan
    ,
    Huajun Chen
  53. Neighboring Perturbations of Knowledge Editing on Large Language Models
    ICML 2024 ·
    Jun-Yu Ma
    ,
    Zhen-Hua Ling
    , Ningyu Zhang,
    Jia-Chen Gu
  54. OceanGPT: A Large Language Model for Ocean Science Tasks
    ACL 2024 ·
    Zhen Bi
    , Ningyu Zhang,
    Yida Xue
    ,
    Yixin Ou
    ,
    Daxiong Ji
    ,
    Guozhou Zheng
    ,
    Huajun Chen
  55. OneEdit: A Neural-Symbolic Collaboratively Knowledge Editing System
    VLDB 2024 · Ningyu Zhang,
    Zekun Xi
    ,
    Yujie Luo
    ,
    Peng Wang
    ,
    Bozhong Tian
    ,
    Yunzhi Yao
    ,
    Jintian Zhang
    ,
    Shumin Deng
    ,
    Mengshu Sun
    ,
    Lei Liang
    ,
    Zhiqiang Zhang
    ,
    Xiaowei Zhu
    ,
    Jun Zhou
    ,
    Huajun Chen
  56. OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMs
    EMNLP 2024 ·
    Jintian Zhang
    ,
    Cheng Peng
    ,
    Mengshu Sun
    ,
    Xiang Chen
    ,
    Lei Liang
    ,
    Zhiqiang Zhang
    ,
    Jun Zhou
    ,
    Huajun Chen
    , Ningyu Zhang
  57. RaFe: Ranking Feedback Improves Query Rewriting for RAG
    EMNLP 2024 ·
    Shengyu Mao
    ,
    Yong Jiang
    ,
    Boli Chen
    ,
    Xiao Li
    ,
    Peng Wang
    ,
    Xinyu Wang
    ,
    Pengjun Xie
    ,
    Fei Huang
    ,
    Huajun Chen
    , Ningyu Zhang
  58. SeqGPT: An Out-of-the-Box Large Language Model for Open Domain Sequence Understanding
    AAAI 2024 ·
    Tianyu Yu
    ,
    Chengyue Jiang
    ,
    Chao Lou
    ,
    Shen Huang
    ,
    Xiaobin Wang
    ,
    Wei Liu
    ,
    Jiong Cai
    ,
    Yangning Li
    ,
    Yinghui Li
    ,
    Kewei Tu
    ,
    Hai-Tao Zheng
    , Ningyu Zhang,
    Pengjun Xie
    ,
    Fei Huang
    ,
    Yong Jiang
  59. To Forget or Not? Towards Practical Knowledge Unlearning for Large Language Models
    EMNLP 2024 ·
    Bozhong Tian
    ,
    Xiaozhuan Liang
    ,
    Siyuan Cheng
    ,
    Qingbin Liu
    ,
    Mengru Wang
    ,
    Dianbo Sui
    ,
    Xi Chen
    ,
    Huajun Chen
    , Ningyu Zhang
  60. Tool-Augmented Reward Modeling
    ICLR 2024 ·
    Lei Li
    ,
    Yekun Chai
    ,
    Shuohuan Wang
    ,
    Yu Sun
    ,
    Hao Tian
    , Ningyu Zhang,
    Hua Wu
  61. Unified Hallucination Detection for Multimodal Large Language Models
    ACL 2024 ·
    Xiang Chen
    ,
    Chenxi Wang
    ,
    Yida Xue
    , Ningyu Zhang,
    Xiaoyan Yang
    ,
    Qiang Li
    ,
    Yue Shen
    ,
    Lei Liang
    ,
    Jinjie Gu
    ,
    Huajun Chen
  62. Unveiling the Pitfalls of Knowledge Editing for Large Language Models
    ICLR 2024 ·
    Zhoubo Li
    , Ningyu Zhang,
    Yunzhi Yao
    ,
    Mengru Wang
    ,
    Xi Chen
    ,
    Huajun Chen
  63. WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models
    NeurIPS 2024 ·
    Peng Wang
    ,
    Zexi Li
    , Ningyu Zhang,
    Ziwen Xu
    ,
    Yunzhi Yao
    ,
    Yong Jiang
    ,
    Pengjun Xie
    ,
    Fei Huang
    ,
    Huajun Chen
  64. When Do Program-of-Thought Works for Reasoning?
    AAAI 2024 ·
    Zhen Bi
    , Ningyu Zhang,
    Yinuo Jiang
    ,
    Shumin Deng
    ,
    Guozhou Zheng
    ,
    Huajun Chen