Publications

You can also find my articles on my Google Scholar profile.

2025

AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning
Amy Xin*, Jinxin Liu*, Zijun Yao, Zhicheng Lee, Shulin Cao, Lei Hou, Juanzi Li
KDD, 2025. Oral Presentation
LLMAEL: Large Language Models are Good Context Augmenters for Entity Linking
Amy Xin*, Yunjia Qi*, Zijun Yao, Fangwei Zhu, Kaisheng Zeng, Bin Xu, Lei Hou, Juanzi Li
CIKM, 2025. Oral Presentation
StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets?
Yanxu Chen*, Zijun Yao*, Yantao Liu*, Amy Xin, Jin Ye, Jianing Yu, Lei Hou, Juanzi Li
arXiv preprint, 2025.
AgentIF: Benchmarking Instruction Following of Large Language Models in Agentic Scenarios
Yunjia Qi*, Hao Peng*, Xiaozhi Wang, Amy Xin, Youfeng Liu, Bin Xu, Lei Hou, Juanzi Li
NeurIPS, 2025. Spotlight (Top 5%)
How do Transformers Learn Implicit Reasoning?
Jiaran Ye*, Zijun Yao*, Zhidian Huang, Liangming Pan, Jinxin Liu, Yushi Bai, Amy Xin, Weichuan Liu, Xiaoyin Che, Lei Hou, Juanzi Li
NeurIPS, 2025. Spotlight (Top 5%)

KoLA: Carefully Benchmarking World Knowledge of Large Language Models
Jifan Yu*, Xiaozhi Wang*, Shangqing Tu, Shulin Cao, Daniel Zhang-Li, Xin Lv, Hao Peng, Zijun Yao, Xiaohan Zhang, Hanming Li, Chunyang Li, Zheyuan Zhang, Yushi Bai, Yantao Liu, Amy Xin, …, Lei Hou, Zhiyuan Liu, Bin Xu, Jie Tang, Juanzi Li
ICLR, 2024.

VisKoP: Visual Knowledge Oriented Programming for Interactive Knowledge Base Question Answering
Zijun Yao*, Yuanyong Chen*, Xin Lv, Shulin Cao, Amy Xin, Jifan Yu, Hailong Jin, Jianjun Xu, Peng Zhang, Lei Hou, Juanzi Li
ACL, 2023. Best Demo Award

^{* Equal contribution}