Zhenwen Liang (梁振文)  

Selected Publications

• Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification
  Zhenwen Liang, Ye Liu, Tong Niu, Xiangliang Zhang, Yingbo Zhou, Semih Yavuz
  Arxiv Preprint. [Paper]

• MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions
  Zhenwen Liang, Dian Yu, Wenhao Yu, Wenlin Yao, Zhihan Zhang, Xiangliang Zhang, Dong Yu
  Arxiv Preprint. [Paper]

• SceMQA: A Scientific College Entrance Level Multimodal Question Answering Benchmark
  Zhenwen Liang, Kehan Guo, Gang Liu, Taicheng Guo, Yujun Zhou, Tianyu Yang, Jiajun Jiao, Renjie Pi, Jipeng Zhang, Xiangliang Zhang
  ACL 2024. [Paper, Code]

• MinT: Boosting Generalization in Mathematical Reasoning via Multi-View Fine-Tuning
  Zhenwen Liang, Dian Yu, Xiaoman Pan, Wenlin Yao, Qingkai Zeng, Xiangliang Zhang, Dong Yu
  LREC-COLING 2024. [Paper]

• Defending Jailbreak Prompts via In-Context Adversarial Game
  Yujun Zhou, Yufei Han, Haomin Zhuang, Taicheng Guo, Kehan Guo, Zhenwen Liang, Hongyan Bao, Xiangliang Zhang
  EMNLP 2024. [Paper]

• Chain-of-Layer: Iteratively Prompting Large Language Models for Taxonomy Induction from Limited Examples
  Qingkai Zeng, Yuyang Bai, Zhaoxuan Tan, Shangbin Feng, Zhenwen Liang, Zhihan Zhang, Meng Jiang
  CIKM 2024. [Paper]

• Let GPT be a Math Tutor: Teaching Math Word Problem Solvers with Customized Exercise Generation
  Zhenwen Liang, Wenhao Yu, Tanmay Rajpurohit, Peter Clark, Xiangliang Zhang, Ashwin Kaylan
  EMNLP 2023. [Paper, Code]

• UniMath: A Foundational and Multimodal Mathematical Reasoner
  Zhenwen Liang, Tianyu Yang, Jipeng Zhang, Xiangliang Zhang
  EMNLP 2023. [Paper, Code]

• Improving language models via plug-and-play retrieval feedback
  Wenhao Yu, Zhihan Zhang, Zhenwen Liang, Meng Jiang, Ashish Sabharwal
  Arxiv Preprint. [Paper]

• Don't be Blind to Questions: Question-Oriented Math Word Problem Solving
  Zhenwen Liang, Jipeng Zhang and Xiangliang Zhang.
  IJCNLP-AACL 2023

• What indeed can GPT models do in chemistry? A comprehensive benchmark on eight tasks
  Taicheng Guo, Kehan Guo, Bozhao nan, Zhenwen Liang, Zhichun Guo, Nitesh V. Chawla, Olaf Wiest, Xiangliang Zhang
  NeurIPS 2023 Dataset&Benchmark Track. [Paper]

• Compositional Mathematical Encoding for Math Word Problems
  Zhenwen Liang, Jipeng Zhang, Kehan Guo, Xiaodong Wu, Jie Shao, Xiangliang Zhang
  ACL 2023 - Findings

• Generalizing Math Word Problem Solvers via Solution Diversification
  Zhenwen Liang, Jipeng Zhang, Lei Wang, Yan Wang, Jie Shao, Xiangliang Zhang
  AAAI 2023 [Paper]

• Analogical Math Word Problems Solving with Enhanced Problem-Solution Association
  Zhenwen Liang, Jipeng Zhang and Xiangliang Zhang.
  EMNLP 2022 [Paper]

• MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving
  Zhenwen Liang, Jipeng Zhang, Lei Wang, Wei Qin, Yunshi Lan, Jie Shao and Xiangliang Zhang.
  NAACL 2022 - Findings [Paper, Code]

• ArMATH: a Dataset for Solving Arabic Math Word Problems
  Reem Alghamdi, Zhenwen Liang and Xiangliang Zhang.
  LREC 2022 [Paper]

• Data-Efficient Language Shaped Few-shot Image Classification
  Zhenwen Liang and Xiangliang Zhang.
  EMNLP 2021 - Findings [Paper, Code]

• Explainable and Interpretable Anomaly Detection Models for Production Data
  Basma Alharbi, Zhenwen Liang, Jana M. Aljindan, Ammar K. Agnia and Xiangliang Zhang.
  SPE Journal

• Solving Math Word Problems with Teacher Supervision
  Zhenwen Liang and Xiangliang Zhang.
  IJCAI 2021​ (acceptance rate of 13.9%, 587/4204) [Paper, Code]

• Artificial intelligence: The silver bullet for sustainable materials development
  Rifan Hardian, Zhenwen Liang, Xiangliang Zhang, Gyorgy Szekely
  Green Chemistry (IF: 10.2), 2020

• Traffic sign detection and recognition based on pyramidal convolutional networks
  Zhenwen Liang, Jie Shao, Dongyang Zhang, Lianli Gao
  Neural Computing & Applications, 2020

• Jointly solving deblurring and super-resolution problems with dual supervised network
  Zhenwen Liang, Jie Shao, Dongyang Zhang
  ICME 2019