Domain Adaptation with BERT-based Domain Classification and Data Selection. - Xiaofei Ma 001; Peng Xu; Zhiguo Wang; Ramesh Nallapati; Bing Xiang (DeepLo@EMNLP-IJCNLP, 2019)

Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question Answering. - Zhiguo Wang; Patrick Ng; Xiaofei Ma 001; Ramesh Nallapati; Bing Xiang (EMNLP/IJCNLP (1), 2019)

Passage Ranking with Weak Supervsion. - Peng Xu; Xiaofei Ma 001; Ramesh Nallapati; Bing Xiang (CoRR, 2019)

Universal Text Representation from BERT: An Empirical Study. - Xiaofei Ma 001; Zhiguo Wang; Patrick Ng; Ramesh Nallapati; Bing Xiang (CoRR, 2019)

Beyond [CLS] through Ranking by Generation. - Cícero Nogueira dos Santos; Xiaofei Ma 001; Ramesh Nallapati; Zhiheng Huang; Bing Xiang (EMNLP (1), 2020)

Contrastive Fine-tuning Improves Robustness for Neural Rankers. - Xiaofei Ma 001; Cícero Nogueira dos Santos; Andrew O. Arnold (ACL/IJCNLP (Findings), 2021)

Contrastive Document Representation Learning with Graph Attention Networks. - Peng Xu; Xinchi Chen; Xiaofei Ma 001; Zhiheng Huang; Bing Xiang (EMNLP (Findings), 2021)

Robust Information Retrieval for False Claims with Distracting Entities In Fact Extraction and Verification. - Mingwen Dong; Christos Christodoulopoulos 001; Sheng-Min Shih; Xiaofei Ma 001 (CoRR, 2021)

Virtual Augmentation Supported Contrastive Learning of Sentence Representations. - Dejiao Zhang; Wei Xiao 001; Henghui Zhu; Xiaofei Ma 001; Andrew O. Arnold (ACL (Findings), 2022)

Learning Dialogue Representations from Consecutive Utterances. - Zhihan Zhou 001; Dejiao Zhang; Wei Xiao 001; Nicholas Dingwall; Xiaofei Ma 001; Andrew O. Arnold; Bing Xiang (NAACL-HLT, 2022)

Entailment Tree Explanations via Iterative Retrieval-Generation Reasoner. - Danilo Neves Ribeiro; Shen Wang 005; Xiaofei Ma 001; Rui Dong; Xiaokai Wei; Henghui Zhu; Xinchi Chen; Peng Xu; Zhiheng Huang; Andrew O. Arnold; Dan Roth 001 (NAACL-HLT (Findings), 2022)

Entailment Tree Explanations via Iterative Retrieval-Generation Reasoner. - Danilo Neves Ribeiro; Shen Wang 005; Xiaofei Ma 001; Rui Dong; Xiaokai Wei; Henry Zhu; Xinchi Chen; Zhiheng Huang; Peng Xu; Andrew O. Arnold; Dan Roth 001 (CoRR, 2022)

Debiasing Neural Retrieval via In-batch Balancing Regularization. - Yuantong Li; Xiaokai Wei; Zijian Wang 002; Shen Wang 005; Parminder Bhatia; Xiaofei Ma 001; Andrew O. Arnold (CoRR, 2022)

ContraGen: Effective Contrastive Learning For Causal Language Model. - Nihal Jain; Dejiao Zhang; Wasi Uddin Ahmad; Zijian Wang 002; Feng Nan; Xiaopeng Li 002; Ming Tan; Ramesh Nallapati; Baishakhi Ray; Parminder Bhatia; Xiaofei Ma 001; Bing Xiang (CoRR, 2022)

Uncertainty-Based Active Learning for Reading Comprehension. - Jing Wang; Jie Shen; Xiaofei Ma 001; Andrew O. Arnold (Trans. Mach. Learn. Res., 2022)

Multitask Pretraining with Structured Knowledge for Text-to-SQL Generation. - Robert Giaquinto; Dejiao Zhang; Benjamin Kleiner; Yang Li; Ming Tan; Parminder Bhatia; Ramesh Nallapati; Xiaofei Ma 001 (ACL (1), 2023)

ContraCLM: Contrastive Learning For Causal Language Model. - Nihal Jain; Dejiao Zhang; Wasi Uddin Ahmad; Zijian Wang 002; Feng Nan; Xiaopeng Li 002; Ming Tan; Ramesh Nallapati; Baishakhi Ray; Parminder Bhatia; Xiaofei Ma 001; Bing Xiang (ACL (1), 2023)

Exploring Continual Learning for Code Generation Models. - Prateek Yadav; Qing Sun; Hantian Ding; Xiaopeng Li 002; Dejiao Zhang; Ming Tan; Parminder Bhatia; Xiaofei Ma 001; Ramesh Nallapati; Murali Krishna Ramanathan; Mohit Bansal; Bing Xiang (ACL (2), 2023)

Efficient Shapley Values Estimation by Amortization for Text Classification. - Chenghao Yang 001; Fan Yin; He He 001; Kai-Wei Chang; Xiaofei Ma 001; Bing Xiang (ACL (1), 2023)

SWING: Balancing Coverage and Faithfulness for Dialogue Summarization. - Kung-Hsiang Huang; Siffi Singh; Xiaofei Ma 001; Wei Xiao 001; Feng Nan; Nicholas Dingwall; William Yang Wang; Kathleen R. McKeown (EACL (Findings), 2023)

STREET: A Multi-Task Structured Reasoning and Explanation Benchmark. - Danilo Neves Ribeiro; Shen Wang 005; Xiaofei Ma 001; Henghui Zhu; Rui Dong; Deguang Kong; Juliette Burger; Anjelica Ramos; Zhiheng Huang; William Yang Wang; George Karypis; Bing Xiang; et al. (ICLR, 2023)

STREET: A Multi-Task Structured Reasoning and Explanation Benchmark. - Danilo Neves Ribeiro; Shen Wang 005; Xiaofei Ma 001; Henry Zhu; Rui Dong; Deguang Kong; Juliette Burger; Anjelica Ramos; William Yang Wang; Zhiheng Huang; George Karypis; Bing Xiang; et al. (CoRR, 2023)

Self-consistency for open-ended generations. - Siddhartha Jain 001; Xiaofei Ma 001; Anoop Deoras; Bing Xiang (CoRR, 2023)

Lightweight reranking for language model generations. - Siddhartha Jain 001; Xiaofei Ma 001; Anoop Deoras; Bing Xiang (ACL (1), 2024)

BASS: Batched Attention-optimized Speculative Sampling. - Haifeng Qian; Sujan Kumar Gonugondla; Sungsoo Ha; Mingyue Shang; Sanjay Krishna Gouda; Ramesh Nallapati; Sudipta Sengupta; Xiaofei Ma 001; Anoop Deoras (ACL (Findings), 2024)

CodeFort: Robust Training for Code Generation Models. - Yuhao Zhang; Shiqi Wang 002; Haifeng Qian; Zijian Wang 002; Mingyue Shang; Linbo Liu; Sanjay Krishna Gouda; Baishakhi Ray; Murali Krishna Ramanathan; Xiaofei Ma 001; Anoop Deoras (EMNLP (Findings), 2024)

Code Representation Learning at Scale. - Dejiao Zhang; Wasi Uddin Ahmad; Ming Tan; Hantian Ding; Ramesh Nallapati; Dan Roth 001; Xiaofei Ma 001; Bing Xiang (ICLR, 2024)

Repoformer: Selective Retrieval for Repository-Level Code Completion. - Di Wu 054; Wasi Uddin Ahmad; Dejiao Zhang; Murali Krishna Ramanathan; Xiaofei Ma 001 (ICML, 2024)

LeDex: Training LLMs to Better Self-Debug and Explain Code. - Nan Jiang 012; Xiaopeng Li 002; Shiqi Wang 002; Qiang Zhou 009; Soneya Binta Hossain; Baishakhi Ray; Varun Kumar; Xiaofei Ma 001; Anoop Deoras (NeurIPS, 2024)

Training LLMs to Better Self-Debug and Explain Code. - Nan Jiang 012; Xiaopeng Li 002; Shiqi Wang 002; Qiang Zhou 009; Soneya Binta Hossain; Baishakhi Ray; Varun Kumar; Xiaofei Ma 001; Anoop Deoras (CoRR, 2024)

Approximately Aligned Decoding. - Daniel Melcer; Sujan K. Gonugondla; Pramuditha Perera; Haifeng Qian; Wen-Hao Chiang; Yanjun Wang; Nihal Jain; Pranav Garg 001; Xiaofei Ma 001; Anoop Deoras (CoRR, 2024)

Code-Aware Prompting: A Study of Coverage-Guided Test Generation in Regression Setting using LLM. - Gabriel Ryan; Siddhartha Jain 001; Mingyue Shang; Shiqi Wang 002; Xiaofei Ma 001; Murali Krishna Ramanathan; Baishakhi Ray (Proc. ACM Softw. Eng., 2024)

LibEvolutionEval: A Benchmark and Study for Version-Specific Code Generation. - Sachit Kuhar; Wasi Uddin Ahmad; Zijian Wang 002; Nihal Jain; Haifeng Qian; Baishakhi Ray; Murali Krishna Ramanathan; Xiaofei Ma 001; Anoop Deoras (NAACL (Long Papers), 2025)

UTFix: Change Aware Unit Test Repairing using LLM. - Shanto Rahman; Sachit Kuhar; Berk Çirisci; Pranav Garg 001; Shiqi Wang 002; Xiaofei Ma 001; Anoop Deoras; Baishakhi Ray (Proc. ACM Program. Lang., 2025)

Structural Code Search using Natural Language Queries. - Ben Limpanukorn; Yanjun Wang; Zach Patterson; Pranav Garg 001; Murali Krishna Ramanathan; Xiaofei Ma 001; Anoop Deoras; Miryung Kim (CoRR, 2025)