Semi-Supervised Multinomial Naive Bayes for Text Classification by Leveraging Word-Level Statistical Constraint. - Li Zhao 007; Minlie Huang; Ziyu Yao 002; Rongwei Su; Yingying Jiang 001; Xiaoyan Zhu 001 (AAAI, 2016)

StaQC: A Systematically Mined Question-Code Dataset from Stack Overflow. - Ziyu Yao 002; Daniel S. Weld; Wei-Peng Chen; Huan Sun 001 (WWW, 2018)

Interactive Semantic Parsing for If-Then Recipes via Hierarchical Reinforcement Learning. - Ziyu Yao 002; Xiujun Li; Jianfeng Gao 001; Brian M. Sadler; Huan Sun 001 (AAAI, 2019)

Reinforced Dynamic Reasoning for Conversational Question Generation. - Boyuan Pan; Hao Li 009; Ziyu Yao 002; Deng Cai 001; Huan Sun 001 (ACL (1), 2019)

Model-based Interactive Semantic Parsing: A Unified Framework and A Text-to-SQL Case Study. - Ziyu Yao 002; Yu Su 001; Huan Sun 001; Wen-tau Yih (EMNLP/IJCNLP (1), 2019)

CoaCor: Code Annotation for Code Retrieval with Reinforcement Learning. - Ziyu Yao 002; Jayavardhan Reddy Peddamail; Huan Sun 001 (WWW, 2019)

An Imitation Game for Learning Semantic Parsers from User Interaction. - Ziyu Yao 002; Yiqi Tang; Wen-tau Yih; Huan Sun 001; Yu Su 001 (EMNLP (1), 2020)

CliniQG4QA: Generating Diverse Questions for Domain Adaptation of Clinical Question Answering. - Xiang Yue; Xinliang Frederick Zhang; Ziyu Yao 002; Simon M. Lin; Huan Sun 001 (BIBM, 2021)

Learning Structural Edits via Incremental Tree Transformations. - Ziyu Yao 002; Frank F. Xu; Pengcheng Yin; Huan Sun 001; Graham Neubig (ICLR, 2021)

Synthetic Question Value Estimation for Domain Adaptation of Question Answering. - Xiang Yue; Ziyu Yao 002; Huan Sun 001 (ACL (1), 2022)

UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models. - Tianbao Xie; Chen Henry Wu; Peng Shi 010; Ruiqi Zhong; Torsten Scholak; Michihiro Yasunaga; Chien-Sheng Wu; Ming Zhong 005; Pengcheng Yin; Sida I. Wang; Victor Zhong; Bailin Wang; et al. (EMNLP, 2022)

Welcome to AI matters 8(1). - Anuj Karpatne; Ziyu Yao 002 (AI Matters, 2022)

Welcome to AI matters 8(2). - Anuj Karpatne; Ziyu Yao 002 (AI Matters, 2022)

SIGAI Annual Report: July 1 2021 - June 30 2022. - Sanmay Das; Nicholas Mattei; John P. Dickerson; Sven Koenig; Louise A. Dennis; Larry R. Medsker; Ziyu Yao 002; Anuj Karpatne; Alan Tsang; Matt Luckcuck (AI Matters, 2022)

Welcome to AI matters 8(3). - Anuj Karpatne; Ziyu Yao 002 (AI Matters, 2022)

Welcome to AI matters 8(4). - Anuj Karpatne; Ziyu Yao 002 (AI Matters, 2022)

Explaining Large Language Model-Based Neural Semantic Parsers (Student Abstract). - Daking Rai; Yilun Zhou; Bailin Wang; Ziyu Yao 002 (AAAI, 2023)

Improving Generalization in Language Model-based Text-to-SQL Semantic Parsing: Two Simple Semantic Boundary-based Techniques. - Daking Rai; Bailin Wang; Yilun Zhou; Ziyu Yao 002 (ACL (2), 2023)

Learning to Simulate Natural Language Feedback for Interactive Semantic Parsing. - Hao Yan; Saurabh Srivastava; Yintao Tai; Sida I. Wang; Wen-tau Yih; Ziyu Yao 002 (ACL (1), 2023)

MailEx: Email Event and Argument Extraction. - Saurabh Srivastava; Gaurav Singh; Shou Matsumoto; Ali K. Raz; Paulo C. G. Costa; Joshua Poore; Ziyu Yao 002 (EMNLP, 2023)

Gentopia.AI: A Collaborative Platform for Tool-Augmented LLMs. - Binfeng Xu; Xukun Liu; Hua Shen; Zeyu Han; Yuhan Li; Murong Yue; Zhiyuan Peng; Yuchen Liu 001; Ziyu Yao 002; Dongkuan Xu (EMNLP (Demos), 2023)

Gentopia: A Collaborative Platform for Tool-Augmented LLMs. - Binfeng Xu; Xukun Liu; Hua Shen; Zeyu Han; Yuhan Li; Murong Yue; Zhiyuan Peng; Yuchen Liu 001; Ziyu Yao 002; Dongkuan Xu (CoRR, 2023)

Instance Needs More Care: Rewriting Prompts for Instances Yields Better Zero-Shot Performance. - Saurabh Srivastava; Chengyue Huang; Weiguo Fan; Ziyu Yao 002 (CoRR, 2023)

Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning. - Murong Yue; Jie Zhao; Min Zhang; Liang Du; Ziyu Yao 002 (CoRR, 2023)

Can Large Language Models be Good Path Planners? A Benchmark and Investigation on Spatial-temporal Reasoning. - Mohamed Aghzal; Erion Plaku; Ziyu Yao 002 (CoRR, 2023)

Welcome to AI Matters 9(1). - Ziyu Yao 002; Anuj Karpatne (AI Matters, 2023)

Welcome to AI Matters 9(2). - Ziyu Yao 002; Anuj Karpatne (AI Matters, 2023)

SIGAI Annual Report: July 1 2022 - August 30 2023. - Sanmay Das; Nicholas Mattei; John P. Dickerson; Sven Koenig; Louise A. Dennis; Larry R. Medsker; Ziyu Yao 002; Anuj Karpatne; Alan Tsang; Matt Luckcuck (AI Matters, 2023)

Welcome to AI Matters 9(3). - Ziyu Yao 002; Anuj Karpatne (AI Matters, 2023)

An Investigation of Neuron Activation as a Unified Lens to Explain Chain-of-Thought Eliciting Arithmetic Reasoning of LLMs. - Daking Rai; Ziyu Yao 002 (ACL (1), 2024)

Instances Need More Care: Rewriting Prompts for Instances with LLMs in the Loop Yields Better Zero-Shot Performance. - Saurabh Srivastava; Chengyue Huang; Weiguo Fan; Ziyu Yao 002 (ACL (Findings), 2024)

Look Further Ahead: Testing the Limits of GPT-4 in Path Planning. - Mohamed Aghzal; Erion Plaku; Ziyu Yao 002 (CASE, 2024)

Navigating the Shortcut Maze: A Comprehensive Analysis of Shortcut Learning in Text Classification by Language Models. - Yuqing Zhou; Ruixiang Tang; Ziyu Yao 002; Ziwei Zhu 001 (EMNLP (Findings), 2024)

Large Language Model Cascades with Mixture of Thought Representations for Cost-Efficient Reasoning. - Murong Yue; Jie Zhao; Min Zhang; Liang Du; Ziyu Yao 002 (ICLR, 2024)

Lens: A Foundation Model for Network Traffic in Cybersecurity. - Qineng Wang; Chen Qian; Xiaochang Li; Ziyu Yao 002; Huajie Shao (CoRR, 2024)

MathVC: An LLM-Simulated Multi-Character Virtual Classroom for Mathematics Education. - Murong Yue; Wijdane Mifdal; Yixuan Zhang; Jennifer Suh; Ziyu Yao 002 (CoRR, 2024)

IntelliExplain: Enhancing Interactive Code Generation through Natural Language Explanations for Non-Professional Programmers. - Hao Yan; Thomas D. LaToza; Ziyu Yao 002 (CoRR, 2024)

A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models. - Daking Rai; Yilun Zhou; Shi Feng; Abulhair Saparov; Ziyu Yao 002 (CoRR, 2024)

Understanding the Effect of Algorithm Transparency of Model Explanations in Text-to-SQL Semantic Parsing. - Daking Rai; Rydia R. Weiland; Kayla Margaret Gabriella Herrera; Tyler H. Shaw; Ziyu Yao 002 (CoRR, 2024)

Welcome to AI Matters 10(1). - Ziyu Yao 002 (AI Matters, 2024)

Welcome to AI Matters 10(2). - Ziyu Yao 002 (AI Matters, 2024)

Welcome to AI Matters 10(3). - Ziyu Yao 002 (AI Matters, 2024)

Welcome to AI Matters 10(4). - Ziyu Yao 002 (AI Matters, 2024)

Instruction-Tuning LLMs for Event Extraction with Annotation Guidelines. - Saurabh Srivastava; Sweta Pati; Ziyu Yao 002 (ACL (Findings), 2025)

Efficient but Vulnerable: Benchmarking and Defending LLM Batch Prompting Attack. - Murong Yue; Ziyu Yao 002 (ACL (Findings), 2025)

Evaluating Vision-Language Models as Evaluators in Path Planning. - Mohamed Aghzal; Xiang Yue; Erion Plaku; Ziyu Yao 002 (CVPR, 2025)

DOTS: Learning to Reason Dynamically in LLMs via Optimal Reasoning Trajectories Search. - Murong Yue; Wenlin Yao; Haitao Mi; Dian Yu 001; Ziyu Yao 002; Dong Yu 001 (ICLR, 2025)

A Survey on Large Language Models for Automated Planning. - Mohamed Aghzal; Erion Plaku; Gregory J. Stein; Ziyu Yao 002 (CoRR, 2025)

Mechanistic Understanding of Language Models in Syntactic Code Completion. - Samuel Miller; Daking Rai; Ziyu Yao 002 (CoRR, 2025)

Beneath the Surface: How Large Language Models Reflect Hidden Bias. - Jinhao Pan; Chahat Raj; Ziyu Yao 002; Ziwei Zhu 001 (CoRR, 2025)

A Survey on Sparse Autoencoders: Interpreting the Internal Mechanisms of Large Language Models. - Dong Shu; Xuansheng Wu; Haiyan Zhao 003; Daking Rai; Ziyu Yao 002; Ninghao Liu; Mengnan Du (CoRR, 2025)

AutoSpatial: Visual-Language Reasoning for Social Robot Navigation through Efficient Spatial Reasoning Learning. - Yangzhe Kong; Daeun Song; Jing Liang 006; Dinesh Manocha; Ziyu Yao 002; Xuesu Xiao (CoRR, 2025)

Can LLMs Simulate Personas with Reversed Performance? A Benchmark for Counterfactual Instruction Following. - Sai Adith Senthil Kumar; Hao Yan; Saipavan Perepa; Murong Yue; Ziyu Yao 002 (CoRR, 2025)

Revisiting Prompt Optimization with Large Reasoning Models-A Case Study on Event Extraction. - Saurabh Srivastava; Ziyu Yao 002 (CoRR, 2025)

Feature Extraction and Steering for Enhanced Chain-of-Thought Reasoning in Language Models. - Zihao Li; Xu Wang; Yuzhe Yang; Ziyu Yao 002; Haoyi Xiong; Mengnan Du (CoRR, 2025)

Reassessing Code Authorship Attribution in the Era of Language Models. - Atish Kumar Dipongkor; Ziyu Yao 002; Kevin Moran (CoRR, 2025)

Guiding AI to Fix Its Own Flaws: An Empirical Study on LLM-Driven Secure Code Generation. - Hao Yan; Swapneel Suhas Vaidya; Xiaokuan Zhang; Ziyu Yao 002 (CoRR, 2025)

Failure by Interference: Language Models Make Balanced Parentheses Errors When Faulty Mechanisms Overshadow Sound Ones. - Daking Rai; Samuel Miller; Kevin Moran; Ziyu Yao 002 (CoRR, 2025)