Publications

Author names in teal are mine. ^* denotes equal contribution.

Selected Publications

ACL Findings 2026

AlphaQuanter: An End-to-End Tool-Orchestrated Agentic Reinforcement Learning Framework for Stock Trading

Zheye Deng, Weixiang Yan, Changlong Yu, Jiashu Wang

KDD 2026

From Scaling to Structured Expressivity: Rethinking Transformers for CTR Prediction

Bencheng Yan^*, Yuejie Lei^*, Zhiyuan Zeng^*, Zheye Deng^*, Di Wang, Kaiyi Lin, Pengjie Wang, Chuan Yu, Jian Xu, Bo Zheng

📄 Paper

EMNLP 2025

From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery

Tianshi Zheng, Zheye Deng, Hong Ting Tsang, Weiqi Wang, Jiaxin Bai, Zihao Wang, Yangqiu Song

📄 Paper Code

Preprint 2025

Structuring the Unstructured: A Systematic Review of Advanced Information Extraction via Comprehensive Evaluation Frameworks

Zheye Deng, Chunkit Chan, Tianshi Zheng, Wei Fan, Weiqi Wang, Yangqiu Song

📄 Paper

EMNLP 2024

Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction Oral

Zheye Deng, Chunkit Chan, Weiqi Wang, Yuxi Sun, Wei Fan, Tianshi Zheng, Yauwai Yim, Yangqiu Song

📄 Paper Code

EMNLP 2024

GoldCoin: Grounding Large Language Models in Privacy Laws via Contextual Integrity Theory Oral 🏆 Outstanding Paper

Wei Fan, Haoran Li, Zheye Deng, Weiqi Wang, Yangqiu Song

📄 Paper Code

EMNLP Findings 2023

Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise Detection

Zheye Deng, Weiqi Wang, Zhaowei Wang, Xin Liu, Yangqiu Song

📄 Paper Code

Other publications

ACL 2026

XToM: Exploring the Multilingual Theory of Mind for Large Language Models Oral

Chunkit Chan, Yauwai Yim, Hongchuan Zeng, Zhiying Zou, Xinyuan Cheng, Zhifan Sun, Zheye Deng, Kawai Chung, Yuzhuo Ao, Yixiang Fan, Cheng Jiayang, Ercong Nie, Ginny Y Wong, Helmut Schmid, Hinrich Schütze, Simon See, Yangqiu Song

📄 Paper Code

ACL 2025

Enhancing Transformers for Generalizable First-Order Logical Entailment

Tianshi Zheng, Jiazheng Wang, Zihao Wang, Jiaxin Bai, Hang Yin, Zheye Deng, Yangqiu Song, Jianxin Li

📄 Paper Code

Preprint 2025

Legal Rule Induction: Towards Generalizable Principle Discovery from Analogous Judicial Precedents

Wei Fan, Tianshi Zheng, Yiran Hu, Zheye Deng, Weiqi Wang, Baixuan Xu, Chunyang Li, Haoran Li, Weixing Shen, Yangqiu Song

📄 Paper

Preprint 2025

Top Ten Challenges Towards Agentic Neural Graph Databases

Jiaxin Bai, Zihao Wang, Yukun Zhou, Hang Yin, Weizhi Fei, Qi Hu, Zheye Deng, Jiayang Cheng, Tianshi Zheng, Hong Ting Tsang, Yisen Gao, Zhongwei Xie, Yufei Li, Lixin Fan, Binhang Yuan, Wei Wang, Lei Chen, Xiaofang Zhou, Yangqiu Song

📄 Paper

EMNLP Findings 2024

NegotiationToM: A Benchmark for Stress-testing Machine Theory of Mind on Negotiation Surrounding

Chunkit Chan, Cheng Jiayang, Yauwai Yim, Zheye Deng, Wei Fan, Haoran Li, Xin Liu, Hongming Zhang, Weiqi Wang, Yangqiu Song

📄 Paper Code

WI-IAT 2024

Evaluating and Enhancing LLMs Agent Based on Theory of Mind in Guandan: A Multi-player Cooperative Game Under Imperfect Information

Yauwai Yim, Chunkit Chan, Tianyu Shi, Zheye Deng, Wei Fan, Tianshi Zheng, Yangqiu Song

📄 Paper

ECAI 2024

Audience Persona Knowledge-Aligned Prompt Tuning Method for Online Debate

Chunkit Chan, Cheng Jiayang, Xin Liu, Yauwai Yim, Yuxin Jiang, Zheye Deng, Haoran Li, Yangqiu Song, Ginny Y Wong, Simon See

📄 Paper Code

ICS 2022

MegTaiChi: Dynamic Tensor-based Memory Management Optimization for DNN Training

Zhongzhe Hu, Junmin Xiao, Zheye Deng, Mingyi Li, Kewei Zhang, Xiaoyang Zhang, Ke Meng, Ninghui Sun, Guangming Tan

📄 Paper

Preprint 2019

Towards Open-Domain Named Entity Recognition via Neural Correction Models

Mengdi Zhu, Zheye Deng, Wenhan Xiong, Mo Yu, Ming Zhang, William Yang Wang

📄 Paper Code

WSDM Cup 2018

Ensembling XGBoost and Neural Network for Churn Prediction with Relabeling and Data Augmentation

Chence Shi, Zheye Deng, Yewen Xu, Weiping Song, Yichun Yin, Jile Zhu, Ming Zhang

📄 Paper 🌐 Website