ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples. - Yilun Zhao 001; Linyong Nan; Zhenting Qi; Rui Zhang 037; Dragomir Radev (EMNLP, 2022)

Weakly Supervised Two-Stage Training Scheme for Deep Video Fight Detection Model. - Zhenting Qi; Ruike Zhu; Zheyu Fu; Wenhao Chai; Volodymyr V. Kindratenko (ICTAI, 2022)

FOLIO: Natural Language Reasoning with First-Order Logic. - Simeng Han; Hailey Schoelkopf; Yilun Zhao 001; Zhenting Qi; Martin Riddell; Luke Benson; Lucy Sun; Ekaterina Zubova; Yujie Qiao; Matthew Burtell; David Peng; Jonathan Fan 001; et al. (CoRR, 2022)

SaFER: A Robust and Efficient Framework for Fine-tuning BERT-based Classifier with Noisy Labels. - Zhenting Qi; Xiaoyu Tan; Chao Qu; Yinghui Xu; Yuan Qi 001 (ACL (industry), 2023)

OpenRT: An Open-source Framework for Reasoning Over Tabular Data. - Yilun Zhao 001; Boyu Mi; Zhenting Qi; Linyong Nan; Minghao Guo; Arman Cohan; Dragomir Radev (ACL (demo), 2023)

RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations. - Yilun Zhao 001; Chen Zhao; Linyong Nan; Zhenting Qi; Wenlin Zhang; Xiangru Tang; Boyu Mi; Dragomir Radev (ACL (1), 2023)

LoFT: Enhancing Faithfulness and Diversity for Table-to-Text Generation via Logic Form Control. - Yilun Zhao 001; Zhenting Qi; Linyong Nan; Lorenzo Jaime Yu Flores; Dragomir Radev (EACL, 2023)

QTSumm: Query-Focused Summarization over Tabular Data. - Yilun Zhao 001; Zhenting Qi; Linyong Nan; Boyu Mi; Yixin Liu 003; Weijin Zou; Simeng Han; Ruizhe Chen; Xiangru Tang; Yumo Xu; Dragomir Radev; Arman Cohan (EMNLP, 2023)

PILLOW: Enhancing Efficient Instruction Fine-tuning via Prompt Matching. - Zhenting Qi; Xiaoyu Tan; Shaojie Shi; Chao Qu; Yinghui Xu; Yuan Qi 001 (EMNLP (Industry Track), 2023)

Self-Criticism: Aligning Large Language Models with their Understanding of Helpfulness, Honesty, and Harmlessness. - Xiaoyu Tan; Shaojie Shi; Xihe Qiu; Chao Qu; Zhenting Qi; Yinghui Xu; Yuan Qi 001 (EMNLP (Industry Track), 2023)

QTSumm: A New Benchmark for Query-Focused Table Summarization. - Yilun Zhao 001; Zhenting Qi; Linyong Nan; Boyu Mi; Yixin Liu 003; Weijin Zou; Simeng Han; Xiangru Tang; Yumo Xu; Arman Cohan; Dragomir Radev (CoRR, 2023)

FOLIO: Natural Language Reasoning with First-Order Logic. - Simeng Han; Hailey Schoelkopf; Yilun Zhao 001; Zhenting Qi; Martin Riddell; Wenfei Zhou; James Coady; David Peng; Yujie Qiao; Luke Benson; Lucy Sun; Alexander Wardle-Solano; et al. (EMNLP, 2024)

P-FOLIO: Evaluating and Improving Logical Reasoning with Abundant Human-Written Reasoning Chains. - Simeng Han; Aaron Yu; Rui Shen; Zhenting Qi; Martin Riddell; Wenfei Zhou; Yujie Qiao; Yilun Zhao 001; Semih Yavuz; Ye Liu 006; Shafiq Joty; Yingbo Zhou; et al. (EMNLP (Findings), 2024)

Constrained Human-AI Cooperation: An Inclusive Embodied Social Intelligence Challenge. - Weihua Du; Qiushi Lyu; Jiaming Shan; Zhenting Qi; Hongxin Zhang; Sunli Chen; Andi Peng; Tianmin Shu; Kwonjoon Lee; Behzad Dariush; Chuang Gan 001 (NeurIPS, 2024)

Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers. - Zhenting Qi; Mingyuan Ma; Jiahang Xu; Li Lyna Zhang; Fan Yang 024; Mao Yang 004 (CoRR, 2024)

Quantifying Generalization Complexity for Large Language Models. - Zhenting Qi; Hongyin Luo; Xuliang Huang; Zhuokai Zhao; Yibo Jiang; Xiangjun Fan; Himabindu Lakkaraju; James R. Glass (ICLR, 2025)

Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solver. - Zhenting Qi; Mingyuan Ma; Jiahang Xu; Li Lyna Zhang; Fan Yang 024; Mao Yang 004 (ICLR, 2025)

Follow My Instruction and Spill the Beans: Scalable Data Extraction from Retrieval-Augmented Generation Systems. - Zhenting Qi; Hanlin Zhang 002; Eric P. Xing; Sham M. Kakade; Himabindu Lakkaraju (ICLR, 2025)

Generalizing Trust: Weak-to-Strong Trustworthiness in Language Models. - Martin Pawelczyk; Lillian Sun; Zhenting Qi; Aounon Kumar; Himabindu Lakkaraju (CoRR, 2025)

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search. - Maohao Shen; Guangtao Zeng; Zhenting Qi; Zhang-Wei Hong; Zhenfang Chen; Wei Lu; Gregory W. Wornell; Subhro Das; David Cox; Chuang Gan 001 (CoRR, 2025)

ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning. - Huandong Chang; Zicheng Ma; Mingyuan Ma; Zhenting Qi; Andrew Sabot; Hong Jiang; H. T. Kung 001 (CoRR, 2025)

Measuring the Faithfulness of Thinking Drafts in Large Reasoning Models. - Zidi Xiong; Shan Chen; Zhenting Qi; Himabindu Lakkaraju (CoRR, 2025)

Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision. - Eric Hanchen Jiang; Haozheng Luo; Shengyuan Pang; Xiaomin Li; Zhenting Qi; Hengli Li; Cheng-Fu Yang; Zongyu Lin; Xinfeng Li; Hao Xu; Kai-Wei Chang; Ying Nian Wu (CoRR, 2025)

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering. - Guangtao Zeng; Maohao Shen; Delin Chen; Zhenting Qi; Subhro Das; Dan Gutfreund; David Cox; Gregory W. Wornell; Wei Lu; Zhang-Wei Hong; Chuang Gan 001 (CoRR, 2025)

EvoLM: In Search of Lost Language Model Training Dynamics. - Zhenting Qi; Fan Nie; Alexandre Alahi; James Zou 001; Himabindu Lakkaraju; Yilun Du; Eric P. Xing; Sham M. Kakade; Hanlin Zhang 002 (CoRR, 2025)