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LLMs and Natural Language Understanding

We recently work on LLMs, natural language understanding for solving math word problems, document summarization and sentimental analysis about Covid-19.

  • Yue Huang, Siyuan Wu, Chujie Gao, Dongping Chen, Qihui Zhang, Yao Wan, Tianyi Zhou, Chaowei Xiao, Jianfeng Gao, Xiangliang Zhang, Lichao Sun. DataGen: Unified Synthetic Dataset Generation via Large Language Models. Accepted by ICLR 2025.
  • Yi Gui, Yao Wan, Zhen Li, Zhongyi Zhang, Dongping Chen, Hongyu Zhang, Yi Su, Bohua Chen, Xing Zhou, Wenbin Jiang, Xiangliang Zhang. UICopilot: Automating UI Synthesis via Hierarchical Code Generation from Webpage Designs. Accepted by TheWebConf 2025.
  • Yi Gui, Zhen Li, Yao Wan, Yemin Shi, Hongyu Zhang, Yi Su, Bohua Chen, Dongping Chen, Siyuan Wu, Xing Zhou, Wenbin Jiang, Hai Jin, Xiangliang Zhang. WebCode2M: A Real-World Dataset for Code Generation from Webpage Designs. Accepted by TheWebConf 2025.
  • Yue Huang, Chenrui Fan, Yuan Li, Siyuan Wu, Tianyi Zhou, Xiangliang Zhang, Lichao Sun. 1+1>2: Can Large Language Models Serve as Cross-Lingual Knowledge Aggregators? Accepted by EMNLP 2024 Main. arXiv link.
  • Yujun Zhou, Yufei Han, Haomin Zhuang, Kehan Guo, Zhenwen Liang, Hongyan Bao, Xiangliang Zhang. Defending Jailbreak Prompts via In-Context Adversarial Game. Accepted by EMNLP 2024 Main. arXiv link.
  • Ziyi Kou, Shichao Pei, Meng Jiang, Xiangliang Zhang. RAt: Injecting Implicit Bias for Text-To-Image Prompt Refinement Models. Accepted by EMNLP 2024 Main.
  • Tianyu Yang, Yiyang Nan, Lisen Dai, Zhenwen Liang, Yapeng Tian, Xiangliang Zhang. SaSR-Net: Source-Aware Semantic Representation Network for Enhancing Audio-Visual Question Answering. Accepted by EMNLP 2024 Findings
  • Zhenwen Liang, Tianyu Yang, Jipeng Zhang, Xiangliang Zhang. UniMath: A Foundational and Multimodal Mathematical Reasoner. Accepted by EMNLP 2023, Singapore from Dec 6th to Dec 10th, 2023.
  • Xiuying Chen, Guodong Long, Chongyang Tao, Mingzhe Li, Xin Gao, Chengqi Zhang, Xiangliang Zhang. Improving the Robustness of Summarization Systems with Dual Augmentation. Accepted by ACL 2023. Toronto, Canada. July 9-14, 2023.
  • Zhenwen Liang, Jipeng Zhang, Kehan Guo, Xiaodong Wu, Jie Shao, Xiangliang Zhang. Compositional Mathematical Encoding for Math Word Problems. Accepted by the Findings of ACL 2023.
  • Xiuying Chen, Mingzhe Li, Shen Gao, Xin Cheng, Qiang Yang, Qishen Zhang, Xin Gao and Xiangliang Zhang. A Topic-aware Summarization Framework with Different Modal Side Information. Accepted by SIGIR 2023 (Full paper, Acceptance rate = 165/822 = 20.1%)
  • Zhenwen Liang, Jipeng ZHANG,  Lei Wang, Yan Wang, Jie Shao, Xiangliang Zhang. Generalizing Math Word Problem Solvers via Solution Diversification. Accepted by the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI 2023). Feb 7-14, 2023 Washington DC. (Acceptance rate = 19.6% （1,721 of 8,777 submissions))
  • Xiuying Chen, Mingzhe Li, Jiayi Zhang, Xiaoqiang Xia, Chen Wei, Jianwei Cui, Xin Gao, Xiangliang Zhang, Rui Yan. Learning towards Selective Data Augmentation for Dialogue Generation. Accepted by the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI 2023). Feb 7-14, 2023 Washington DC. (Acceptance rate = 19.6% （1,721 of 8,777 submissions))
  • Zhenwen Liang, Jipeng Zhang and Xiangliang Zhang Analogical Math Word Problems Solving with Enhanced Problem-Solution Association. Accepted by EMNLP 2022. 
  • Xiuying Chen, Mingzhe Li, Shen Gao, Rui Yan, Xin Gao and Xiangliang Zhang. Scientific Paper Extractive Summarization Enhanced by Citation Graphs. Accepted by EMNLP 2022. 
  • Youssef Sherif Mansour Mohamed, Shyma Yaser Alhuwaider, Mohamed Abdelfattah, Feifan Li, Kenneth Ward Church, Xiangliang Zhang and Mohamed Elhoseiny. ArtELingo: A Million Emotion Annotations of WikiArt with Emphasis on Diversity over Language and Culture. Accepted by EMNLP 2022. 
  • Xiuying Chen, Mingzhe Li, Xin Gao, Xiangliang Zhang. Towards Improving Faithfulness in Abstractive Summarization. Accepted by NeurIPS 2022.
  • Xiuying Chen, Hind Alamro, Mingzhe Li, Shen Gao, Rui Yan, Xin Gao and Xiangliang Zhang. Target-aware Abstractive Related Work Generation with Contrastive Learning. Accepted by SIGIR 2022. 
  • Zhenwen Liang, Jipeng Zhang, Lei Wang, Wei QIN, Yunshi Lan, Jie Shao, Xiangliang Zhang. MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving. To appear in the Findings of NAACL 2022. Early Access on arXiv
  • Reem Alghamdi, Zhenwen Liang, Xiangliang Zhang. ArMATH: a Dataset for Solving Arabic Math Word Problems. Accepted by the 13th International Conference on Language Resources and Evaluation (LREC 2022). The dataset is available at GitHub
  • Xiuying Chen, Mingzhe Li, Shen Gao, Zhangming Chan, Dongyan Zhao, Xin Gao, Xiangliang Zhang, Rui Yan. Follow the Timeline! Generating Abstractive and Extractive Timeline Summary in Chronological Order. ACM Transactions on Information Systems (TOIS). February 2022. https://doi.org/10.1145/3517221
  • Zhenwen Liang, Xiangliang Zhang. Data-Efficient Language Shaped Few-shot Image Classification. Accepted in Findings of EMNLP 2021.
  • Xiuying Chen, Hind Alamro, Mingzhe Li, Shen Gao, Xiangliang Zhang, Dongyan Zhao and Rui Yan. Capturing Relations between Scientific Papers: An Abstractive Model for Related Work Section Generation. To appear at the ACL-IJCNLP 2021​ main conference.
  • Xiangliang Zhang, Qiang Yang, Somayah Albaradei, Xiaoting Lyu, Hind Alamro, Adil Salhi, Changsheng Ma, Manal Alshehri, Inji Ibrahim Jaber, Faroug Tifratene, Wei Wang, Takashi Gojobori, Carlos M. Duarte, Xin Gao. Rise and Fall of the Global Conversation and Shifting Sentiments During the COVID-19 Pandemic.  Nature’s Humanities and Social Sciences Communications.​ 2021. [PDF​]
  • Zhenwen Liang, Jipeng Zhang, Jie Shao, Xiangliang Zhang. MWP-BERT: A Strong Baseline for Math Word Problems. CoRR abs/2107.13435 (2021)
  • Basma Alharbi, Hind Alamro, Manal Alshehri, Zuhair Khayyat, Manal Kalkatawi, Inji Ibrahim Jaber, Xiangliang Zhang. ASAD: A Twitter-based Benchmark Arabic Sentiment Analysis Dataset.CoRR abs/2011.00578 (2020)