ISI Directory
Xuezhe Ma, Ph.D
Publications
2025
AIDE: Agentically Improve Visual Language Model with Domain Experts
Ming-Chang Chiu, Fuxiao Liu, Karan Sapra, Andrew Tao, Yaser Jacoob, Xuezhe Ma, Zhiding Yu, Guilin Liu
arXiv preprint arXiv:2502.09051, 2025
2024
MegaCOIN: Enhancing Medium-Grained Color Perception for Vision-Language Models
Ming-Chang Chiu, Shicheng Wen, Pin-Yu Chen, Xuezhe Ma
arXiv preprint arXiv:2412.03927, 2024
DecoPrompt: Decoding Prompts Reduces Hallucinations when Large Language Models Meet False Premises
Nan Xu, Xuezhe Ma
arXiv preprint arXiv:2411.07457, 2024
Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context Length
Xuezhe Ma, Xiaomeng Yang, Wenhan Xiong, Beidi Chen, Lili Yu, Hao Zhang, Jonathan May, Luke Zettlemoyer, Omer Levy, Chunting Zhou
Thirty-eighth Conference on Neural Information Processing Systems (NeurIPS-2024), 2024
LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems
Nan Xu, Xuezhe Ma
arXiv preprint arXiv:2410.14166, 2024
Transfusion: Predict the next token and diffuse images with one multi-modal model
Chunting Zhou, Lili Yu, Arun Babu, Kushal Tirumala, Michihiro Yasunaga, Leonid Shamis, Jacob Kahn, Xuezhe Ma, Luke Zettlemoyer, Omer Levy
arXiv preprint arXiv:2408.11039, 2024
Towards Chapter-to-Chapter Context-Aware Literary Translation via Large Language Models
Linghao Jin, Li An, Xuezhe Ma
arXiv preprint arXiv:2407.08978, 2024
Light-weight fine-tuning method for defending adversarial noise in pre-trained medical vision-language models
Xu Han, Linghao Jin, Xuezhe Ma, Xiaofeng Liu
Proceedings of the 2024 conference on empirical methods in natural language …, 2024
MIDDAG: where does our news go? investigating information diffusion via community-level information pathways
Mingyu Derek Ma, Alexander K Taylor, Nuan Wen, Yanchen Liu, Po-Nien Kung, Wenna Qin, Shicheng Wen, Azure Zhou, Diyi Yang, Xuezhe Ma, Nanyun Peng, Wei Wang
Proceedings of the AAAI Conference on Artificial Intelligence 38 (21), 23811 …, 2024
Distflashattn: Distributed memory-efficient attention for long-context llms training
Dacheng Li, Rulin Shao, Anze Xie, Eric P Xing, Xuezhe Ma, Ion Stoica, Joseph E Gonzalez, Hao Zhang
First Conference on Language Modeling, 2024
PatentEdits: Framing Patent Novelty as Textual Entailment
Ryan Lee, Alexander Spangher, Xuezhe Ma
arXiv preprint arXiv:2411.13477, 2024
2023
Max-isi system at wmt23 discourse-level literary translation task
Li An, Linghao Jin, Xuezhe Ma
Proceedings of the Eighth Conference on Machine Translation, 282-286, 2023
Challenges in context-aware neural machine translation
Linghao Jin, Jacqueline He, Jonathan May, Xuezhe Ma
Proceedings of the 2023 conference on empirical methods in natural language …, 2023
Evaluating large language models on controlled generation tasks
Jiao Sun, Yufei Tian, Wangchunshu Zhou, Nan Xu, Qian Hu, Rahul Gupta, John Frederick Wieting, Nanyun Peng, Xuezhe Ma
Proceedings of the 2021 conference on empirical methods in natural language …, 2023
Look-back Decoding for Open-Ended Text Generation
Nan Xu, Chunting Zhou, Asli Celikyilmaz, Xuezhe Ma
Proceedings of the 2021 conference on empirical methods in natural language …, 2023
RECAP: Retrieval-Enhanced Context-Aware Prefix Encoder for Personalized Dialogue Response Generation
Shuai Liu, Hyundong J Cho, Marjorie Freedman, Xuezhe Ma, Jonathan May
Proceedings of the 61st Annual Meeting of the Association for Computational …, 2023
Know Where You're Going: Meta-Learning for Parameter-Efficient Fine-Tuning
Mozhdeh Gheini, Xuezhe Ma, Jonathan May
Findings of the Association for Computational Linguistics: ACL 2023, 2023
Lima: Less is more for alignment
Chunting Zhou, Pengfei Liu, Puxin Xu, Srinivasan Iyer, Jiao Sun, Yuning Mao, Xuezhe Ma, Avia Efrat, Ping Yu, Lili Yu, Susan Zhang, Gargi Ghosh, Mike Lewis, Luke Zettlemoyer, Omer Levy
Advances in Neural Information Processing Systems 36, 2023
Mega: moving average equipped gated attention
Xuezhe Ma, Chunting Zhou, Xiang Kong, Junxian He, Liangke Gui, Graham Neubig, Jonathan May, Luke Zettlemoyer
International Conference on Learning Representations (ICLR) 2023, 2023
Better may not be fairer: A study on subgroup discrepancy in image classification
Ming-Chang Chiu, Pin-Yu Chen, Xuezhe Ma
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023
2022
On human visual contrast sensitivity and machine vision robustness: A comparative study
Ming-Chang Chiu, Yingfei Wang, Derrick Eui Gyu Kim, Pin-Yu Chen, Xuezhe Ma
arXiv preprint arXiv:2212.08650, 2022
Improving stability of fine-tuning pretrained language models via component-wise gradient norm clipping
Chenghao Yang, Xuezhe Ma
Proceedings of the 2022 Conference on Empirical Methods in Natural Language …, 2022
Investigating the benefits of free-form rationales
Jiao Sun, Swabha Swayamdipta, Jonathan May, Xuezhe Ma
Findings of the Association for Computational Linguistics: EMNLP 2022, 2022
Prompt consistency for zero-shot task generalization
Chunting Zhou, Junxian He, Xuezhe Ma, Taylor Berg-Kirkpatrick, Graham Neubig
Findings of the Association for Computational Linguistics: EMNLP 2022, 2022
Towards a unified view of parameter-efficient transfer learning
Junxian He, Chunting Zhou, Xuezhe Ma, Taylor Berg-Kirkpatrick, Graham Neubig
Proceedings of 10th International Conference on Learning Representations …, 2022
ColorSense: A Study on Color Vision in Machine Visual Recognition
Ming-Chang Chiu, Yingfei Wang, Derrick Eui Gyu Kim, Pin-Yu Chen, Xuezhe Ma
arXiv preprint arXiv:2212.08650, 2022
2021
AESOP: Paraphrase generation with adaptive syntactic control
Jiao Sun, Xuezhe Ma, Nanyun Peng
Proceedings of the 2021 conference on empirical methods in natural language …, 2021
Examining and Combating Spurious Features under Distribution Shift
Chunting Zhou, Xuezhe Ma, Paul Michel, Graham Neubig
Proceedings of the 38th International Conference on Machine Learning, 2021
Luna: Linear Unified Nested Attention
Xuezhe Ma, Xiang Kong, Sinong Wang, Chunting Zhou, Jonathan May, Hao Ma, Luke Zettlemoyer
Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS-2021), 2021
COM2SENSE: A Commonsense Reasoning Benchmark with Complementary Sentences
Shikhar Singh, Nuan Wen, Yu Hou, Pegah Alipoormolabashi, Te-Lin Wu, Xuezhe Ma, Nanyun Peng
Findings of the 59th Annual Meeting of the Association for Computational …, 2021
Personalized response generation via generative split memory network
Yuwei Wu, Xuezhe Ma, Diyi Yang
Proceedings of the 2021 Conference of the North American Chapter of the …, 2021
Decoupling Global and Local Representations via Invertible Generative Flows
Xuezhe Ma, Xiang Kong, Shanghang Zhang, Eduard H Hovy
Proceedings of 9th International Conference on Learning Representations …, 2021
DiSCoL: Toward engaging dialogue systems through conversational line guided response generation
Sarik Ghazarian, Zixi Liu, Tuhin Chakrabarty, Xuezhe Ma, Aram Galstyan, Nanyun Peng
arXiv preprint arXiv:2102.02191, 2021
2020
Apollo: An adaptive parameter-wise diagonal quasi-newton method for nonconvex stochastic optimization
Xuezhe Ma
arXiv preprint arXiv:2009.13586, 2020
A two-step approach for implicit event argument detection
Zhisong Zhang, Xiang Kong, Zhengzhong Liu, Xuezhe Ma, Eduard Hovy
Proceedings of the 58th Annual Meeting of the Association for Computational …, 2020
Neural Networks for Linguistic Structured Prediction and Their Interpretability
Xuezhe Ma
Carnegie Mellon University, 2020
2019
Macow: Masked convolutional generative flow
Xuezhe Ma, Xiang Kong, Shanghang Zhang, Eduard Hovy
Thirty-third Conference on Neural Information Processing Systems (NeurIPS-2019), 2019
Cross-lingual Dependency Parsing with Unlabeled Auxiliary Languages
Wasi Uddin Ahmad, Zhisong Zhang, Xuezhe Ma, Kai-Wei Chang, Nanyun Peng
Proceedings of the 23nd Conference on Computational Natural Language …, 2019
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow
Xuezhe Ma, Chunting Zhou, Xian Li, Graham Neubig, Eduard Hovy
Proceedings of the 2019 Conference on Empirical Methods in Natural Language …, 2019
Handling Syntactic Divergence in Low-resource Machine Translation
Chunting Zhou, Xuezhe Ma, Junjie Hu, Graham Neubig
Proceedings of the 2019 Conference on Empirical Methods in Natural Language …, 2019
An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing
Zhisong Zhang, Xuezhe Ma, Eduard Hovy
Proceedings of the 57th Conference of the Association for Computational …, 2019
Choosing transfer languages for cross-lingual learning
Yu-Hsiang Lin, Chian-Yu Chen, Jean Lee, Zirui Li, Yuyan Zhang, Mengzhou Xia, Shruti Rijhwani, Junxian He, Zhisong Zhang, Xuezhe Ma, Antonios Anastasopoulos, Patrick Littell, Graham Neubig
Proceedings of the 57th Annual Meeting of the Association for Computational …, 2019
Texar: A modularized, versatile, and extensible toolkit for text generation
Zhiting Hu, Haoran Shi, Bowen Tan, Wentao Wang, Zichao Yang, Tiancheng Zhao, Junxian He, Lianhui Qin, Di Wang, Xuezhe Ma, Zhengzhong Liu, Xiaodan Liang, Wangrong Zhu, Devendra Singh Sachan, Eric P Xing
Proceedings of the 57th Annual Meeting of the Association for Computational …, 2019
On Difficulties of Cross-Lingual Transfer with Order Differences: A Case Study on Dependency Parsing
Wasi Ahmad, Zhisong Zhang, Xuezhe Ma, Eduard Hovy, Kai-Wei Chang, Nanyun Peng
Proceedings of the 2019 Conference of the North American Chapter of the …, 2019
MAE: Mutual Posterior-Divergence Regularization for Variational AutoEncoders
Xuezhe Ma, Chunting Zhou, Eduard Hovy
Proceedings of 7th International Conference on Learning Representations …, 2019
Density Matching for Bilingual Word Embedding
Chunting Zhou, Xuezhe Ma, Di Wang, Graham Neubig
Proceedings of the 2019 Conference of the North American Chapter of the …, 2019
OPERA: Operations-oriented Probabilistic Extraction, Reasoning, and Analysis
Eduard Hovy PI, Taylor Berg-Kirkpatrick, Jaime Carbonell, Hans Chalupsky, Anatole Gershman, Alex Hauptmann, Florian Metze, Teruko Mitamura, Aditi Chaudhary, Xianyang Chen, Bernie Po-Yao Huang, Hector Zhengzhong Liu, Xuezhe Ma, Shruti Palaskar, Dheeraj Rajagopal, Maria Ryskina, Ramon Salabria
2019
2018
Stack-Pointer Networks for Dependency Parsing
Xuezhe Ma, Zecong Hu, Jingzhou Liu, Nanyun Peng, Graham Neubig, Eduard Hovy
Proceedings of the 56th Annual Meeting of the Association for Computational …, 2018
2017
Neural probabilistic model for non-projective MST parsing
Xuezhe Ma, Eduard Hovy
The 8th International Joint Conference on Natural Language Processing …, 2017
STCP: Simplified-Traditional Chinese Conversion and Proofreading
Jiarui Xu, Xuezhe Ma, Chen-Tse Tsai, Eduard Hovy
Proceedings of the IJCNLP 2017, System Demonstrations, 61-64, 2017
Softmax q-distribution estimation for structured prediction: A theoretical interpretation for raml
Xuezhe Ma, Pengcheng Yin, Jingzhou Liu, Graham Neubig, Eduard Hovy
arXiv preprint arXiv:1705.07136, 2017
An Interpretable Knowledge Transfer Model for Knowledge Base Completion
Qizhe Xie, Xuezhe Ma, Zihang Dai, Eduard Hovy
Proceedings of the 55th Annual Meeting of the Association for Computational …, 2017
Dropout with Expectation-linear Regularization
Xuezhe Ma, Yingkai Gao, Zhiting Hu, Yaoliang Yu, Yuntian Deng, Eduard Hovy
Proceedings of 5th International Conference on Learning Representations …, 2017
Multi-lingual Extraction and Integration of Entities, Relations, Events and Sentiments into ColdStart++ KBs with the SAFT System.
Hans Chalupsky, Jun Araki, Eduard H Hovy, Andrew Hsi, Zhengzhong Liu, Xuezhe Ma, Evangelia Spiliopoulou, Shuxin Yao
TAC, 2017
2016
Harnessing Deep Neural Networks with Logic Rules
Zhiting Hu, Xuezhe Ma, Zhengzhong Liu, Eduard Hovy, Eric Xing
Proceedings of the 54th Annual Meeting of the Association for Computational …, 2016
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF
Xuezhe Ma, Eduard Hovy
Proceedings of the 54th Annual Meeting of the Association for Computational …, 2016
Unsupervised Ranking Model for Entity Coreference Resolution
Xuezhe Ma, Zhengzhong Liu, Eduard Hovy
Proceedings of the 2016 Conference of the North American Chapter of the …, 2016
2015
CMU System for Entity Discovery and Linking at TAC-KBP 2015
Nicolas Fauceglia, Yiu-Chang Lin, Xuezhe Ma, Eduard Hovy
Proceedings of Text Analytics Conference (TAC 2015)., 2015
Efficient Inner-to-outer Greedy Algorithm for Higher-order Labeled Dependency Parsing
Xuezhe Ma, Eduard Hovy
Proceedings of the 2015 Conference on Empirical Methods in Natural Language …, 2015
Word sense disambiguation via propstore and ontonotes for event mention detection
Nicolas R Fauceglia, Yiu-Chang Lin, Xuezhe Ma, Eduard Hovy
Proceedings of the 3rd Workshop on EVENTS: Definition, Detection …, 2015
2014
Unsupervised Dependency Parsing with Transferring Distribution via Parallel Guidance and Entropy Regularization
Xuezhe Ma, Fei Xia
Proceedings of the 52nd Annual Meeting of the Association for Computational …, 2014
2013
Dependency Parser Adaptation with Subtrees from Auto-Parsed Target Domain Data.
Xuezhe Ma, Fei Xia
Proceedings of the 51st Annual Meeting of the Association for Computational …, 2013
2012
Fourth-Order Dependency Parsing.
Xuezhe Ma, Hai Zhao
Proceedings of the 24th International Conference on Computational …, 2012
Probabilistic Models for High-Order Projective Dependency Parsing
Xuezhe Ma, Hai Zhao
Technical Report, 2012
2010
Automatic prosody prediction and detection with Conditional Random Field (CRF) models
Yao Qian, Zhizheng Wu, Xuezhe Ma, Frank Soong
2010 7th International Symposium on Chinese Spoken Language Processing, 135-138, 2010
Dependency parser for Chinese constituent parsing
Xuezhe Ma, Xiaotian Zhang, Hai Zhao, Bao-Liang Lu
CIPS-SIGHAN Joint Conference on Chinese Language Processing, 2010