| 2026 | ACL | Deriving Character Logic from Storyline as Codified Decision Trees. | Letian Peng, Kun Zhou, Longfei Yun, Yupeng Hou, Jingbo Shang |
| 2026 | ACL | C-World: A Computer Use Agent Environment Creator. | Ziqiao Xi, Shuang Liang, Qi Liu, Jiaqing Zhang, Letian Peng, Fang Nan, Meshal Nayim, Tianhui Zhang, Rishika Mundada, Lianhui Qin, Biwei Huang, Kun Zhou |
| 2026 | ACL | Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection. | Yuwei Zhang, Wenhao Yu, Shangbin Feng, Yifan Zhu, Letian Peng, Jayanth Srinivasa, Gaowen Liu, Jingbo Shang |
| 2025 | ACL | Cuckoo: An IE Free Rider Hatched by Massive Nutrition in LLM's Nest. | Letian Peng, Zilong Wang, Feng Yao, Jingbo Shang |
| 2025 | EMNLP | The Price of Format: Diversity Collapse in LLMs. | Longfei Yun, Chenyang An, Zilong Wang, Letian Peng, Jingbo Shang |
| 2025 | EMNLP | ULTRABENCH: Benchmarking LLMs under Extreme Fine-grained Text Generation. | Longfei Yun, Letian Peng, Jingbo Shang |
| 2025 | ICLR | Correlation and Navigation in the Vocabulary Key Representation Space of Language Models. | Letian Peng, Chenyang An, Jingbo Shang |
| 2024 | ACL | Learn from Failure: Fine-tuning LLMs with Trial-and-Error Data for Intuitionistic Propositional Logic Proving. | Chenyang An, Zhibo Chen, Qihao Ye, Emily First, Letian Peng, Jiayun Zhang, Zihan Wang, Sorin Lerner, Jingbo Shang |
| 2024 | ACL | Answer is All You Need: Instruction-following Text Embedding via Answering the Question. | Letian Peng, Yuwei Zhang, Zilong Wang, Jayanth Srinivasa, Gaowen Liu, Zihan Wang, Jingbo Shang |
| 2024 | ACL | Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation. | Letian Peng, Yuwei Zhang, Jingbo Shang |
| 2024 | EMNLP | Incubating Text Classifiers Following User Instruction with Nothing but LLM. | Letian Peng, Zilong Wang, Jingbo Shang |
| 2024 | EMNLP | Text Grafting: Near-Distribution Weak Supervision for Minority Classes in Text Classification. | Letian Peng, Yi Gu, Chengyu Dong, Zihan Wang, Jingbo Shang |
| 2024 | ICANN | Semantics-Preserved Distortion for Personal Privacy Protection in Information Management. | Jiajia Li, Lu Yang, Letian Peng, Shitou Zhang, Ping Wang, Zuchao Li, Hai Zhao |
| 2023 | ACL | Contextualized Semantic Distance between Highly Overlapped Texts. | Letian Peng, Zuchao Li, Hai Zhao |
| 2023 | EMNLP | Less than One-shot: Named Entity Recognition via Extremely Weak Supervision. | Letian Peng, Zihan Wang, Jingbo Shang |
| 2023 | IJCAI | iRe2f: Rethinking Effective Refinement in Language Structure Prediction via Efficient Iterative Retrospecting and Reasoning. | Zuchao Li, Xingyi Guo, Letian Peng, Lefei Zhang, Hai Zhao |