Multi-task Learning for Universal Sentence Representations: What Syntactic and Semantic Information is Captured? - Wasi Uddin Ahmad; Xueying Bai; Zhechao Huang; Chao Jiang; Nanyun Peng 001; Kai-Wei Chang 001 (CoRR, 2018)

Learning Robust, Transferable Sentence Representations for Text Classification. - Wasi Uddin Ahmad; Xueying Bai; Nanyun Peng 001; Kai-Wei Chang 001 (CoRR, 2018)

Near or Far, Wide Range Zero-Shot Cross-Lingual Dependency Parsing. - Wasi Uddin Ahmad; Zhisong Zhang; Xuezhe Ma; Eduard H. Hovy; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2018)

Cross-Lingual Dependency Parsing with Unlabeled Auxiliary Languages. - Wasi Uddin Ahmad; Zhisong Zhang; Xuezhe Ma; Kai-Wei Chang 001; Nanyun Peng 001 (CoNLL, 2019)

Target Language-Aware Constrained Inference for Cross-lingual Dependency Parsing. - Tao Meng; Nanyun Peng 001; Kai-Wei Chang 001 (EMNLP/IJCNLP (1), 2019)

The Woman Worked as a Babysitter: On Biases in Language Generation. - Emily Sheng; Kai-Wei Chang 001; Premkumar Natarajan; Nanyun Peng 001 (EMNLP/IJCNLP (1), 2019)

On Difficulties of Cross-Lingual Transfer with Order Differences: A Case Study on Dependency Parsing. - Wasi Uddin Ahmad; Zhisong Zhang; Xuezhe Ma; Eduard H. Hovy; Kai-Wei Chang 001; Nanyun Peng 001 (NAACL-HLT (1), 2019)

Towards Controllable Biases in Language Generation. - Emily Sheng; Kai-Wei Chang 001; Prem Natarajan; Nanyun Peng 001 (EMNLP (Findings), 2020)

"Nice Try, Kiddo": Ad Hominems in Dialogue Systems. - Emily Sheng; Kai-Wei Chang 001; Premkumar Natarajan; Nanyun Peng 001 (CoRR, 2020)

GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event Extraction. - Wasi Uddin Ahmad; Nanyun Peng 001; Kai-Wei Chang 001 (AAAI, 2021)

Societal Biases in Language Generation: Progress and Challenges. - Emily Sheng; Kai-Wei Chang 001; Prem Natarajan; Nanyun Peng 001 (ACL/IJCNLP (1), 2021)

Improving Zero-Shot Cross-Lingual Transfer Learning via Robust Training. - Kuan-Hao Huang; Wasi Uddin Ahmad; Nanyun Peng 001; Kai-Wei Chang 001 (EMNLP (1), 2021)

Broaden the Vision: Geo-Diverse Visual Commonsense Reasoning. - Da Yin; Liunian Harold Li; Ziniu Hu; Nanyun Peng 001; Kai-Wei Chang 001 (EMNLP (1), 2021)

"Nice Try, Kiddo": Investigating Ad Hominems in Dialogue Responses. - Emily Sheng; Kai-Wei Chang 001; Prem Natarajan; Nanyun Peng 001 (NAACL-HLT, 2021)

Revealing Persona Biases in Dialogue Systems. - Emily Sheng; Josh Arnold; Zhou Yu 005; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2021)

What do Bias Measures Measure? - Sunipa Dev; Emily Sheng; Jieyu Zhao 001; Jiao Sun; Yu Hou; Mattie Sanseverino; Jiin Kim; Nanyun Peng 001; Kai-Wei Chang 001 (CoRR, 2021)

Event Extraction as Natural Language Generation. - I-Hung Hsu; Kuan-Hao Huang; Elizabeth Boschee; Scott Miller; Prem Natarajan; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2021)

Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction. - Kuan-Hao Huang; I-Hung Hsu; Prem Natarajan; Kai-Wei Chang 001; Nanyun Peng 001 (ACL (1), 2022)

On Measures of Biases and Harms in NLP. - Sunipa Dev; Emily Sheng; Jieyu Zhao 001; Aubrie Amstutz; Jiao Sun; Yu Hou; Mattie Sanseverino; Jiin Kim; Akihiro Nishi; Nanyun Peng 001; Kai-Wei Chang 001 (AACL/IJCNLP (Findings), 2022)

DEGREE: A Data-Efficient Generation-Based Event Extraction Model. - I-Hung Hsu; Kuan-Hao Huang; Elizabeth Boschee; Scott Miller; Prem Natarajan; Kai-Wei Chang 001; Nanyun Peng 001 (NAACL-HLT, 2022)

Socially Aware Bias Measurements for Hindi Language Representations. - Vijit Malik; Sunipa Dev; Akihiro Nishi; Nanyun Peng 001; Kai-Wei Chang 001 (NAACL-HLT, 2022)

Controllable Text Generation with Neurally-Decomposed Oracle. - Tao Meng; Sidi Lu; Nanyun Peng 001; Kai-Wei Chang 001 (NeurIPS, 2022)

GENEVA: Pushing the Limit of Generalizability for Event Argument Extraction with 100+ Event Types. - Tanmay Parekh; I-Hung Hsu; Kuan-Hao Huang; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2022)

A Simple and Unified Tagging Model with Priming for Relational Structure Predictions. - I-Hung Hsu; Kuan-Hao Huang; Shuning Zhang; Wenxin Cheng; Premkumar Natarajan; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2022)

TAGPRIME: A Unified Framework for Relational Structure Extraction. - I-Hung Hsu; Kuan-Hao Huang; Shuning Zhang; Wenxin Cheng; Prem Natarajan; Kai-Wei Chang 001; Nanyun Peng 001 (ACL (1), 2023)

GENEVA: Benchmarking Generalizability for Event Argument Extraction with Hundreds of Event Types and Argument Roles. - Tanmay Parekh; I-Hung Hsu; Kuan-Hao Huang; Kai-Wei Chang 001; Nanyun Peng 001 (ACL (1), 2023)

Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks. - Po-Nien Kung; Fan Yin; Di Wu 054; Kai-Wei Chang 001; Nanyun Peng 001 (EMNLP, 2023)

"Kelly is a Warm Person, Joseph is a Role Model": Gender Biases in LLM-Generated Reference Letters. - Yixin Wan; George Pu; Jiao Sun; Aparna Garimella; Kai-Wei Chang 001; Nanyun Peng 001 (EMNLP (Findings), 2023)

Are Personalized Stochastic Parrots More Dangerous? Evaluating Persona Biases in Dialogue Systems. - Yixin Wan; Jieyu Zhao 001; Aman Chadha; Nanyun Peng 001; Kai-Wei Chang 001 (EMNLP (Findings), 2023)

DesCo: Learning Object Recognition with Rich Language Descriptions. - Liunian Harold Li; Zi-Yi Dou; Nanyun Peng 001; Kai-Wei Chang 001 (NeurIPS, 2023)

Contextual Label Projection for Cross-Lingual Structure Extraction. - Tanmay Parekh; I-Hung Hsu; Kuan-Hao Huang; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2023)

A Reevaluation of Event Extraction: Past, Present, and Future Challenges. - Kuan-Hao Huang; I-Hung Hsu; Tanmay Parekh; Zhiyu Xie 001; Zixuan Zhang; Premkumar Natarajan; Kai-Wei Chang 001; Nanyun Peng 001; Heng Ji 001 (CoRR, 2023)

TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction. - Kuan-Hao Huang; I-Hung Hsu; Tanmay Parekh; Zhiyu Xie 001; Zixuan Zhang; Prem Natarajan; Kai-Wei Chang 001; Nanyun Peng 001; Heng Ji 001 (ACL (Findings), 2024)

Medical Vision-Language Pre-Training for Brain Abnormalities. - Masoud Monajatipoor; Zi-Yi Dou; Aichi Chien; Nanyun Peng 001; Kai-Wei Chang 001 (LREC/COLING, 2024)

VDebugger: Harnessing Execution Feedback for Debugging Visual Programs. - Xueqing Wu 001; Zongyu Lin; Songyan Zhao; Te-Lin Wu; Pan Lu; Nanyun Peng 001; Kai-Wei Chang 001 (EMNLP (Findings), 2024)

Re-ReST: Reflection-Reinforced Self-Training for Language Agents. - Zi-Yi Dou; Cheng-Fu Yang; Xueqing Wu 001; Kai-Wei Chang 001; Nanyun Peng 001 (EMNLP, 2024)

Model Editing Harms General Abilities of Large Language Models: Regularization to the Rescue. - Jia-Chen Gu; Hao-Xiang Xu; Jun-Yu Ma; Pan Lu; Zhen-Hua Ling; Kai-Wei Chang 001; Nanyun Peng 001 (EMNLP, 2024)

Control Large Language Models via Divide and Conquer. - Bingxuan Li; Yiwei Wang 001; Tao Meng; Kai-Wei Chang 001; Nanyun Peng 001 (EMNLP, 2024)

LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning. - Silin Meng; Yiwei Wang 001; Cheng-Fu Yang; Nanyun Peng 001; Kai-Wei Chang 001 (EMNLP (Findings), 2024)

SPEED++: A Multilingual Event Extraction Framework for Epidemic Prediction and Preparedness. - Tanmay Parekh; Jeffrey Kwan; Jiarui Yu; Sparsh Johri; Hyosang Ahn; Sreya Muppalla; Kai-Wei Chang 001; Wei Wang 010; Nanyun Peng 001 (EMNLP, 2024)

QUDSELECT: Selective Decoding for Questions Under Discussion Parsing. - Ashima Suvarna; Xiao Liu; Tanmay Parekh; Kai-Wei Chang 001; Nanyun Peng 001 (EMNLP, 2024)

Synchronous Faithfulness Monitoring for Trustworthy Retrieval-Augmented Generation. - Di Wu 054; Jia-Chen Gu; Fan Yin; Nanyun Peng 001; Kai-Wei Chang 001 (EMNLP, 2024)

ConTextual: Evaluating Context-Sensitive Text-Rich Visual Reasoning in Large Multimodal Models. - Rohan Wadhawan; Hritik Bansal; Kai-Wei Chang 001; Nanyun Peng 001 (ICML, 2024)

On Prompt-Driven Safeguarding for Large Language Models. - Chujie Zheng; Fan Yin; Hao Zhou 012; Fandong Meng; Jie Zhou 016; Kai-Wei Chang 001; Minlie Huang; Nanyun Peng 001 (ICML, 2024)

MIRACLE: An Online, Explainable Multimodal Interactive Concept Learning System. - Ansel Blume; Khanh Duy Nguyen; Zhenhailong Wang; Yangyi Chen; Michal Shlapentokh-Rothman; Xiaomeng Jin; Jeonghwan Kim; Zhen Zhu 006; Jiateng Liu; Kuan-Hao Huang; Mankeerat Sidhu; Xuanming Zhang; et al. (ACM Multimedia, 2024)

Mitigating Bias for Question Answering Models by Tracking Bias Influence. - Mingyu Derek Ma; Jiun-Yu Kao; Arpit Gupta; Yu-Hsiang Lin; Wenbo Zhao 006; Tagyoung Chung; Wei Wang 010; Kai-Wei Chang 001; Nanyun Peng 001 (NAACL-HLT, 2024)

Contextual Label Projection for Cross-Lingual Structured Prediction. - Tanmay Parekh; I-Hung Hsu; Kuan-Hao Huang; Kai-Wei Chang 001; Nanyun Peng 001 (NAACL-HLT, 2024)

Event Detection from Social Media for Epidemic Prediction. - Tanmay Parekh; Anh Mac; Jiarui Yu; Yuxuan Dong; Syed Shahriar; Bonnie Liu; Eric Yang; Kuan-Hao Huang; Wei Wang 010; Nanyun Peng 001; Kai-Wei Chang 001 (NAACL-HLT, 2024)

DACO: Towards Application-Driven and Comprehensive Data Analysis via Code Generation. - Xueqing Wu 001; Rui Zheng; Jingzhen Sha; Te-Lin Wu; Hanyu Zhou; Mohan Tang; Kai-Wei Chang 001; Nanyun Peng 001; Haoran Huang (NeurIPS, 2024)

Matryoshka Query Transformer for Large Vision-Language Models. - Wenbo Hu 006; Zi-Yi Dou; Liunian Harold Li; Amita Kamath; Nanyun Peng 001; Kai-Wei Chang 001 (NeurIPS, 2024)

SafeWorld: Geo-Diverse Safety Alignment. - Da Yin; Haoyi Qiu; Kung-Hsiang Huang; Kai-Wei Chang 001; Nanyun Peng 001 (NeurIPS, 2024)

Model Editing Can Hurt General Abilities of Large Language Models. - Jia-Chen Gu; Hao-Xiang Xu; Jun-Yu Ma; Pan Lu; Zhen-Hua Ling; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2024)

DeepEdit: Knowledge Editing as Decoding with Constraints. - Yiwei Wang 001; Muhao Chen 001; Nanyun Peng 001; Kai-Wei Chang 001 (CoRR, 2024)

Prompt-Driven LLM Safeguarding via Directed Representation Optimization. - Chujie Zheng; Fan Yin; Hao Zhou 012; Fandong Meng; Jie Zhou 016; Kai-Wei Chang 001; Minlie Huang; Nanyun Peng 001 (CoRR, 2024)

GenEARL: A Training-Free Generative Framework for Multimodal Event Argument Role Labeling. - Hritik Bansal; Po-Nien Kung; P. Jeffrey Brantingham; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2024)

Reflection-Reinforced Self-Training for Language Agents. - Zi-Yi Dou; Cheng-Fu Yang; Xueqing Wu 001; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2024)

Think Carefully and Check Again! Meta-Generation Unlocking LLMs for Low-Resource Cross-Lingual Summarization. - Zhecheng Li; Yiwei Wang 001; Bryan Hooi; Yujun Cai; Naifan Cheung; Nanyun Peng 001; Kai-Wei Chang 001 (CoRR, 2024)

Verbalized Representation Learning for Interpretable Few-Shot Generalization. - Cheng-Fu Yang; Da Yin; Wenbo Hu 006; Nanyun Peng 001; Bolei Zhou; Kai-Wei Chang 001 (CoRR, 2024)

Comparing Bad Apples to Good Oranges Aligning Large Language Models via Joint Preference Optimization. - Hritik Bansal; Ashima Suvarna; Gantavya Bhatt; Nanyun Peng 001; Kai-Wei Chang 001; Aditya Grover (ACL (Findings), 2025)

SYNTHIA: Novel Concept Design with Affordance Composition. - Hyeonjeong Ha; Xiaomeng Jin; Jeonghwan Kim; Jiateng Liu; Zhenhailong Wang; Khanh Duy Nguyen; Ansel Blume; Nanyun Peng 001; Kai-Wei Chang 001; Heng Ji 001 (ACL (1), 2025)

METAL: A Multi-Agent Framework for Chart Generation with Test-Time Scaling. - Bingxuan Li; Yiwei Wang 001; Jiuxiang Gu; Kai-Wei Chang 001; Nanyun Peng 001 (ACL (1), 2025)

DRS: Deep Question Reformulation With Structured Output. - Zhecheng Li; Yiwei Wang 001; Bryan Hooi; Yujun Cai; Nanyun Peng 001; Kai-Wei Chang 001 (ACL (Findings), 2025)

Vulnerability of LLMs to Vertically Aligned Text Manipulations. - Zhecheng Li; Yiwei Wang 001; Bryan Hooi; Yujun Cai; Zhen Xiong; Nanyun Peng 001; Kai-Wei Chang 001 (ACL (1), 2025)

Con-ReCall: Detecting Pre-training Data in LLMs via Contrastive Decoding. - Cheng Wang; Yiwei Wang 001; Bryan Hooi; Yujun Cai; Nanyun Peng 001; Kai-Wei Chang 001 (COLING, 2025)

VISCO: Benchmarking Fine-Grained Critique and Correction Towards Self-Improvement in Visual Reasoning. - Xueqing Wu 001; Yuheng Ding; Bingxuan Li; Pan Lu; Da Yin; Kai-Wei Chang 001; Nanyun Peng 001 (CVPR, 2025)

Exploring Visual Vulnerabilities via Multi-Loss Adversarial Search for Jailbreaking Vision-Language Models. - Shuyang Hao; Bryan Hooi; Jun Liu 036; Kai-Wei Chang 001; Zi Huang; Yujun Cai (CVPR, 2025)

MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models. - Wenbo Hu 006; Jia-Chen Gu; Zi-Yi Dou; Mohsen Fayyaz; Pan Lu; Kai-Wei Chang 001; Nanyun Peng 001 (ICLR, 2025)

MQuAKE-Remastered: Multi-Hop Knowledge Editing Can Only Be Advanced with Reliable Evaluations. - Shaochen (Henry) Zhong; Yifan Lu; Lize Shao; Bhargav Bhushanam; Xiaocong Du; Yixin Wan; Yucheng Shi; Daochen Zha; Yiwei Wang 001; Ninghao Liu; Kaixiong Zhou; Shuai Xu; et al. (ICLR, 2025)

Contrastive Visual Data Augmentation. - Yu Zhou 030; Bingxuan Li; Mohan Tang; Xiaomeng Jin; Te-Lin Wu; Kuan-Hao Huang; Heng Ji 001; Kai-Wei Chang 001; Nanyun Peng 001 (ICML, 2025)

BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression. - Yuankai Li; Jia-Chen Gu; Di Wu 054; Kai-Wei Chang 001; Nanyun Peng 001 (NAACL (Findings), 2025)

Vulnerability of Large Language Models to Output Prefix Jailbreaks: Impact of Positions on Safety. - Yiwei Wang 001; Muhao Chen 001; Nanyun Peng 001; Kai-Wei Chang 001 (NAACL (Findings), 2025)

Enhancing LLM Character-Level Manipulation via Divide and Conquer. - Zhen Xiong; Yujun Cai; Bryan Hooi; Nanyun Peng 001; Kai-Wei Chang 001; Zhecheng Li; Yiwei Wang 001 (CoRR, 2025)

Fact or Guesswork? Evaluating Large Language Model's Medical Knowledge with Structured One-Hop Judgment. - Jiaxi Li; Yiwei Wang 001; Kai Zhang; Yujun Cai; Bryan Hooi; Nanyun Peng 001; Kai-Wei Chang 001; Jin Lu (CoRR, 2025)

FIG: Forward-Inverse Generation for Low-Resource Domain-specific Event Detection. - Tanmay Parekh; Yuxuan Dong; Lucas Bandarkar; Artin Kim; I-Hung Hsu; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2025)

MM-PoisonRAG: Disrupting Multimodal RAG with Local and Global Poisoning Attacks. - Hyeonjeong Ha; Qiusi Zhan; Jeonghwan Kim; Dimitrios Bralios; Saikrishna Sanniboina; Nanyun Peng 001; Kai-Wei Chang 001; Daniel Kang; Heng Ji 001 (CoRR, 2025)

OpenVLThinker: An Early Exploration to Complex Vision-Language Reasoning via Iterative Self-Improvement. - Yihe Deng; Hritik Bansal; Fan Yin; Nanyun Peng 001; Wei Wang 010; Kai-Wei Chang 001 (CoRR, 2025)

Self-Routing RAG: Binding Selective Retrieval with Knowledge Verbalization. - Di Wu 054; Jia-Chen Gu; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2025)

PARTONOMY: Large Multimodal Models with Part-Level Visual Understanding. - Ansel Blume; Jeonghwan Kim; Hyeonjeong Ha; Elen Chatikyan; Xiaomeng Jin; Khanh Duy Nguyen; Nanyun Peng 001; Kai-Wei Chang 001; Derek Hoiem; Heng Ji 001 (CoRR, 2025)

3DLLM-Mem: Long-Term Spatial-Temporal Memory for Embodied 3D Large Language Model. - Wenbo Hu 006; Yining Hong; Yanjun Wang; Leison Gao; Zibu Wei; Xingcheng Yao; Nanyun Peng 001; Yonatan Bitton; Idan Szpektor; Kai-Wei Chang 001 (CoRR, 2025)

DiCoRe: Enhancing Zero-shot Event Detection via Divergent-Convergent LLM Reasoning. - Tanmay Parekh; Kartik Mehta; Ninareh Mehrabi; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2025)

FameMind: Frame-Interleaved Video Reasoning via Reinforcement Learning. - Haonan Ge; Yiwei Wang 001; Kai-Wei Chang 001; Hang Wu; Yujun Cai (CoRR, 2025)

ContextNav: Towards Agentic Multimodal In-Context Learning. - Honghao Fu; Yuan Ouyang; Kai-Wei Chang 001; Yiwei Wang 001; Zi Huang; Yujun Cai (CoRR, 2025)

BRIEF-Pro: Universal Context Compression with Short-to-Long Synthesis for Fast and Accurate Multi-Hop Reasoning. - Jia-Chen Gu; Junyi Zhang; Di Wu 054; Yuankai Li; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2025)

DialectGen: Benchmarking and Improving Dialect Robustness in Multimodal Generation. - Yu Zhou 030; Sohyun An; Haikang Deng; Da Yin; Clark Peng; Cho-Jui Hsieh; Kai-Wei Chang 001; Nanyun Peng 001 (CoRR, 2025)