When does In-context Learning Fall Short and Why? A Study on Specification-Heavy Tasks. - Hao Peng 015; Xiaozhi Wang; Jianhui Chen; Weikai Li 002; Yunjia Qi; Zimu Wang; Zhili Wu; Kaisheng Zeng; Bin Xu 001; Lei Hou 001; Juanzi Li (CoRR, 2023)

GBGVD: Growth-based geodesic Voronoi diagrams. - Yunjia Qi; Chen Zong; Yunxiao Zhang; Shuang-Min Chen; Minfeng Xu; Lingqiang Ran; Jian Xu 023; Shiqing Xin; Ying He 001 (Graph. Model., 2023)

MAVEN-FACT: A Large-scale Event Factuality Detection Dataset. - Chunyang Li; Hao Peng 015; Xiaozhi Wang; Yunjia Qi; Lei Hou 001; Bin Xu 001; Juanzi Li (EMNLP (Findings), 2024)

ADELIE: Aligning Large Language Models on Information Extraction. - Yunjia Qi; Hao Peng 015; Xiaozhi Wang; Bin Xu 001; Lei Hou 001; Juanzi Li (EMNLP, 2024)

KoLA: Carefully Benchmarking World Knowledge of Large Language Models. - Jifan Yu; Xiaozhi Wang; Shangqing Tu; Shulin Cao; Daniel Zhang-Li; Xin Lv; Hao Peng 015; Zijun Yao 002; Xiaohan Zhang; Hanming Li; Chunyang Li; Zheyuan Zhang; et al. (ICLR, 2024)

LLMAEL: Large Language Models are Good Context Augmenters for Entity Linking. - Amy Xin; Yunjia Qi; Zijun Yao 002; Fangwei Zhu; Kaisheng Zeng; Bin Xu 001; Lei Hou 001; Juanzi Li (CoRR, 2024)

Constraint Back-translation Improves Complex Instruction Following of Large Language Models. - Yunjia Qi; Hao Peng 015; Xiaozhi Wang; Bin Xu 001; Lei Hou 001; Juanzi Li (CoRR, 2024)

Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals for Reliable Reward Systems. - Hao Peng 015; Yunjia Qi; Xiaozhi Wang; Zijun Yao 002; Bin Xu 001; Lei Hou 001; Juanzi Li (ACL (1), 2025)

AGENTIF: Benchmarking Instruction Following of Large Language Models in Agentic Scenarios. - Yunjia Qi; Hao Peng 015; Xiaozhi Wang; Amy Xin; Youfeng Liu; Bin Xu 001; Lei Hou 001; Juanzi Li (CoRR, 2025)

VerIF: Verification Engineering for Reinforcement Learning in Instruction Following. - Hao Peng 015; Yunjia Qi; Xiaozhi Wang; Bin Xu 001; Lei Hou 001; Juanzi Li (CoRR, 2025)

StoryWriter: A Multi-Agent Framework for Long Story Generation. - Haotian Xia; Hao Peng 015; Yunjia Qi; Xiaozhi Wang; Bin Xu 001; Lei Hou 001; Juanzi Li (CoRR, 2025)

LoSiA: Efficient High-Rank Fine-Tuning via Subnet Localization and Optimization. - Xujia Wang; Yunjia Qi; Bin Xu (CoRR, 2025)