Microsoft at ACL 2022

A Good Prompt Is Worth Millions of Parameters? Low-resource Prompt-based Learning for Vision-Language Models

Woojeong Jin, Yu Cheng, Yelong Shen, Weizhu Chen, Xiang Ren

ACL 2022 | July 2022

Publication

Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph Experts

Wenhao Yu, Chenguang Zhu, Lianhui Qin, Zhihan Zhang, Tong Zhao, Meng Jiang

ACL 2022 | May 2022

Publication

End-to-End Segmentation-based News Summarization

Yang Liu, Chenguang Zhu, Michael Zeng

ACL 2022 | May 2022

Publication

MPII: Multi-Level Mutual Promotion for Inference and Interpretation

Yan Liu, Sanyuan Chen, Yazheng Yang, Qi Dai

ACL 2022 | May 2022

Publication

A Meta-framework for Spatiotemporal Quantity Extraction from Text

Qiang Ning, Ben Zhou, Hao Wu, Haoruo Peng, Chuchu Fan, Matt Gardner

ACL 2022 | May 2022

Publication

A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation

Tianyu Liu, Yizhe Zhang, Chris Brockett, Yi Mao, Zhifang Sui, Weizhu Chen, Bill Dolan

ACL 2022 | May 2022

Publication

Accelerating Code Search with Deep Hashing and Code Classification

Wenchao Gu, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Michael R. Lyu

ACL 2022 | May 2022

Publication

Achieving Conversational Goals with Unsupervised Post-hoc Knowledge Injection

Bodhisattwa Prasad Majumder, Harsh Jhamtani, Taylor Berg-Kirkpatrick, Julian McAuley

ACL 2022 | May 2022

Publication

Active Evaluation: Efficient NLG Evaluation with Few Pairwise Comparisons

Akash Kumar Mohankumar, Mitesh M. Khapra

ACL 2022 | May 2022

Publication

Adapting Coreference Resolution Models through Active Learning

Michelle Yuan, Patrick Xia, Chandler May, Benjamin Van Durme, Jordan Boyd-Graber

ACL 2022 | May 2022

Publication

Adaptive Testing and Debugging of NLP Models

Marco Tulio Ribeiro, Scott Lundberg

ACL 2022 | May 2022

Publication Github

Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation

Kevin Yang, Olivia Deng, Charles Chen, Richard Shin, Subhro Roy, Ben Van Durme

ACL 2022 | May 2022

Publication PDF

AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource Languages

Abteen Ebrahimi, Manuel Mager, Arturo Oncevay, Vishrav Chaudhary, Luis Chiruzzo, Angela Fan, John Ortega, Ricardo Ramos, Annette Rios, Ivan Meza-Ruiz, Gustavo A. Giménez-Lugo, Elisabeth Mager, Graham Neubig, Alexis Palmer, Rolando Coto-Solano, Thang Vu, Katharina Kann

ACL 2022 | May 2022

Publication

Attention Temperature Matters in Abstractive Summarization Distillation

Shengqiang Zhang, Xingxing Zhang, Hangbo Bao, Furu Wei

ACL 2022 | May 2022

Publication

Better Language Model with Hypernym Class Prediction

He Bai, Tong Wang, Alessandro Sordoni, Peng Shi

ACL 2022 | May 2022

Publication

Bridging the Generalization Gap in Text-to-SQL Parsing with Schema Expansion

Chen Zhao, Yu Su, Adam Pauls, Emmanouil Antonios Platanios

ACL 2022 | May 2022

PDF

CaM-Gen: Causally-aware Metric-guided Text Generation

Navita Goyal, Roodram Paneri, Ayush Agarwal, Udit Kalani, Abhilasha Sancheti, Niyati Chhaya

ACL 2022 | May 2022

Publication

CAMERO: Consistency Regularized Ensemble of Perturbed Language Models with Weight Sharing

Chen Liang, Pengcheng He, Yelong Shen, Weizhu Chen, Tuo Zhao

ACL 2022 | May 2022

Publication

Characterizing Idioms: Conventionality and Contingency

Michaela Socolof, Jackie Chi Kit Cheung, Michael Wagner, Timothy J. O’Donnell

ACL 2022 | May 2022

Publication

ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification

Yucheng Zhou, Tao Shen, Xiubo Geng, Guodong Long, Daxin Jiang (姜大昕)

ACL 2022 | May 2022

Publication

CLIP Models are Few-shot Learners: Empirical Studies on VQA and Visual Entailment

Haoyu Song, Li Dong, Wei-Nan Zhang, Ting Liu, Furu Wei

ACL 2022 | May 2022

Publication

Coherence boosting: When your pretrained language model is not paying enough attention

Nikolay Malkin, Zhen Wang, Nebojsa Jojic

ACL 2022 | May 2022

Publication

Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective Distillation

Xuandong Zhao, Zhiguo Yu, Ming Wu, Lei Li

ACL 2022 | May 2022

Publication

Computational historical linguistics and language diversity in South Asia

Aryaman Arora, Adam Farris, Samopriya Basu, Suresh Kolichala

ACL 2022 | May 2022

Publication

Controllable Natural Language Generation with Contrastive Prefixes

Jing Qian, Li Dong, Yelong Shen, Furu Wei, Weizhu Chen

ACL 2022 | May 2022

Publication

Cross-Lingual Ability of Multilingual Masked Language Models: A Study of Language Structure

Yuan Chai, Yaobo Liang, Nan Duan

ACL 2022 | May 2022

Publication

Debiasing Event Understanding for Visual Commonsense Tasks

Minji Seo, YeonJoon Jung, Seungtaek Choi, seung-won hwang, Bei Liu

May 2022

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | May 2022

Publication Project

DialogVED: A Pre-trained Latent Variable Encoder-Decoder Model for Dialog Response Generation

Wei Chen, Yeyun Gong, Song Wang, Bolun Yao, Weizhen Qi, Zhongyu Wei, Xiaowu Hu, Bartuer Zhou, Yi Mao, Weizhu Chen, Biao Cheng, Nan Duan

ACL 2022 | May 2022

Publication

DICT-BERT: Enhancing Language Model Pre-Training with Dictionary

Wenhao Yu, Chenguang Zhu, Yuwei Fang, Donghan Yu, Shuohang Wang, Yichong Xu, Michael Zeng, Meng Jiang

ACL 2022 | May 2022

Preprint

DYLE: Dynamic Latent Extraction for Abstractive Long-Input Summarization

Ziming Mao, Chen Henry Wu, Ansong Ni, Yushen Zhang, Rui Zhang, Tao Yu, Budhaditya Deb, Chenguang Zhu, Ahmed Awadallah, Dragomir Radev

ACL 2022 | May 2022

Publication

Finding the Dominant Winning Ticket in Pre-Trained Language Models

Zhuocheng Gong, Di He, Yelong Shen, Tie-Yan Liu, Weizhu Chen, Dongyan Zhao, Ji-Rong Wen, Rui Yan

ACL 2022 | May 2022

Publication

FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining

Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets

Yuxiang Wu, Matt Gardner, Pontus Stenetorp, Pradeep Dasigi

ACL 2022 | May 2022

Publication

GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding

Libo Qin, Qiguang Chen, Tianbao Xie, Qixin Li, Jian-Guang Lou, Wanxiang Che, Min-Yen Kan

ACL 2022 | May 2022

Publication

Graph Refinement for Coreference Resolution

Lesly Miculicich, James Henderson

ACL 2022 | May 2022

Publication

Guided K-best Selection for Semantic Parsing Annotation

Anton Belyy, Chieh-yang Huang, Jacob Andreas, Emmanouil Antonios Platanios, Sam Thomson, Richard Shin, Subhro Roy, Alex Nisnevich, Charles Chen, Ben Van Durme

ACL 2022 | May 2022

Publication Publication

Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization

Meng Cao, Yue Dong, Jackie Chi Kit Cheung

ACL 2022 | May 2022

Publication

HeterMPC: A Heterogeneous Graph Neural Network for Response Generation in Multi-Party Conversations

Jia-chen Gu, Chao-Hong Tan,, Chongyang Tao, Zhen-Hua Ling, Huang Hu, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | May 2022

Publication

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

Image Retrieval from Contextual Descriptions

Benno Krojer, Vaibhav Adlakha, Vibhav Vineet, Yash Goyal, Edoardo Ponti, Siva Reddy

ACL 2022 | May 2022

Publication

IndicBART: A Pre-trained Model for Indic Natural Language Generation of Indic Languages

Raj Dabre, Himani Shrotriya, Anoop Kunchukuttan, Ratish Puduppully, Mitesh M. Khapra, Pratyush Kumar

ACL 2022 | May 2022

Publication

Input-specific Attention Subnetworks for Adversarial Detection

Emil Biju, Anirudh Sriram, Pratyush Kumar, Mitesh M. Khapra

ACL 2022 | May 2022

Publication

KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering

Donghan Yu, Chenguang Zhu, Yuwei Fang, Wenhao Yu, Shuohang Wang, Yichong Xu, Xiang Ren, Yiming Yang, Michael Zeng

ACL 2022 | May 2022

Publication

Knowledge Neurons in Pretrained Transformers

Damai Dai, Li Dong, Yaru Hao, Zhifang Sui, Baobao Chang, Furu Wei

ACL 2022 | May 2022

Publication

LaPraDoR: Unsupervised Pretrained Dense Retriever for Zero-Shot Text Retrieval

Canwen Xu, Daya Guo, Nan Duan, Julian McAuley

ACL 2022 | May 2022

Publication

Leveraging Knowledge in Multilingual Commonsense Reasoning

Yuwei Fang, Shuohang Wang, Yichong Xu, Ruochen Xu, Siqi Sun, Chenguang Zhu, Michael Zeng

ACL 2022 | May 2022

Publication

Leveraging Visual Knowledge in Language Tasks: An Empirical Study on Intermediate Pre-training for Cross-modal Knowledge Transfer

Woojeong Jin, Dong-Ho Lee, Chenguang Zhu, Jay Pujara, Xiang Ren

ACL 2022 | May 2022

Publication

MarkupLM: Pre-training of Text and Markup Language for Visually-rich Document Understanding

Junlong Li, Yiheng Xu, Lei Cui, Furu Wei

ACL 2022 | May 2022

Publication Project

Multi Task Learning For Zero Shot Performance Prediction of Multilingual Models

Kabir Ahuja, Shanu Kumar, Sandipan Dandapat, Monojit Choudhury

May 2022

Multi-View Document Representation Learning for Open-Domain Dense Retrieval

Shunyu Zhang, Yaobo Liang, Ming Gong (YIMING), Daxin Jiang (姜大昕), Nan Duan

ACL 2022 | May 2022

Publication

Multilingual Molecular Representation Learning via Contrastive Pre-training

Zhihui Guo, Pramod Sharma, Andy Martinez, Liang Du, Robin Abraham

ACL 2022 | May 2022

Publication

Neural Label Search for Zero-Shot Multi-Lingual Extractive Summarization

Ruipeng Jia, Xingxing Zhang, Yanan Cao, Shi Wang, Zheng Lin, Furu Wei

ACL 2022 | May 2022

Publication

OCR Improves Machine Translation for Low-Resource Languages

Oana Ignat, Jean Maillard, Vishrav Chaudhary, Francisco Guzmán

ACL 2022 | May 2022

Publication

On Efficiently Acquiring Annotations for Multilingual Models

Joel Ruben Antony Moniz, Barun Patra, Matthew R. Gormley

ACL 2022 | May 2022

Publication

Online Semantic Parsing for Latency Reduction in Task-Oriented Dialogue

Jiawei Zhou, Jason Eisner, Michael Newman, Emmanouil Antonios Platanios, Sam Thomson

May 2022

Outstanding Paper Award

Publication

Open Domain Question Answering with A Unified Knowledge Interface

Kaixin Ma, Hao Cheng, Xiaodong Liu, Eric Nyberg, Jianfeng Gao

ACL 2022 | May 2022

Publication

Pre-Trained Multilingual Sequence-to-Sequence Models: A Hope for Low-Resource Language Translation?

En-Shiun Annie Lee, Sarubi Thillainathan, Shravan Nayak, Surangika Ranathunga, David Ifeoluwa Adelani, Ruisi Su, Arya D. McCarthy

May 2022

Probing Factually Grounded Content Transfer with Factual Ablation

Peter West, Chris Quirk, Michel Galley, Yejin Choi

ACL 2022 | May 2022

Publication

ProphetChat: Enhancing Dialogue Generation with Simulation of Future Conversation

Chang Liu, Xu Tan, Chongyang Tao, Zhenxin Fu, Dongyan Zhao, Tie-Yan Liu, Rui Yan

May 2022

ReACC: A Retrieval-Augmented Code Completion Framework

Shuai Lu, Nan Duan, Hojae Han, Daya Guo, Seung-won Hwang, Alexey Svyatkovskiy

ACL 2022 | May 2022

Publication Project

ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension

Sanjay Subramanian, William Merrill, Trevor Darrell, Matt Gardner, Sameer Singh, Anna Rohrbach

ACL 2022 | May 2022

Publication

Reinforcement Guided Multi-Task Learning Framework for Low-Resource Stereotype Detection

Rajkumar Pujari, Erik Oveson, Priyanka Kulkarni, Elnaz Nouri

ACL 2022 | May 2022

Publication

Revisiting Over-Smoothness in Text to Speech

Yi Ren, Xu Tan, Tao Qin, Zhou Zhao, Tie-Yan Liu

ACL 2022 | May 2022

Publication

Revisiting the Compositional Generalization Abilities of Neural Sequence Models

Arkil Patel, Satwik Bhattamishra, Phil Blunsom, Navin Goyal

ACL 2022 | May 2022

Publication

SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models

Liang Wang, Wei Zhao, Zhuoyu Wei, Jingming Liu

ACL 2022 | May 2022

Publication

SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing

Junyi Ao, Rui Wang, Long Zhou, Chengyi Wang, Shuo Ren, Yu Wu, Shujie Liu, Tom Ko, Qing Li, Yu Zhang, Zhihua Wei, Yao Qian, Jinyu Li, Furu Wei

ACL 2022 | May 2022

Publication

StableMoE: Stable Routing Strategy for Mixture of Experts

Damai Dai, Li Dong, Shuming Ma, Bo Zheng, Zhifang Sui, Baobao Chang, Furu Wei

ACL 2022 | May 2022

Publication

Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and Documents

Yusen Zhang, Ansong Ni, Ziming Mao, Chen Henry Wu, Chenguang Zhu, Budhaditya Deb, Ahmed Awadallah, Dragomir Radev, Rui Zhang

ACL 2022 | May 2022

Publication

SyMCoM – Syntactic Measure of Code Mixing A Study Of English-Hindi Code-Mixing

Prashant Kodali, Anmol Goel, Monojit Choudhury, Manish Shrivastava, Ponnurangam Kumaraguru

ACL 2022 | May 2022

Publication

Tailor: Generating and Perturbing Text with Semantic Controls

Alexis Ross, Tongshuang Wu, Hao Peng, Matthew E. Peters, Matt Gardner

ACL 2022 | May 2022

Publication

THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption

Tianyu Chen, Hangbo Bao, Shaohan Huang, Li Dong, Binxing Jiao, Daxin Jiang (姜大昕), Haoyi Zhou, Jianxin Li, Furu Wei

May 2022

Towards Making the Most of Multilingual Pretraining for Zero-Shot Neural Machine Translation

Guanhua Chen, Shuming Ma, Yun Chen, Dongdong Zhang, Jia Pan, Wenping Wang, Furu Wei

ACL 2022 | May 2022

Publication

Towards Robustness of Text-to-SQL Models Against Natural and Realistic Adversarial Table Perturbation

Xinyu Pi, Bing Wang, Yan Gao, Jiaqi Guo, Zhoujun Li, Jian-Guang Lou

ACL 2022 | May 2022

Publication

ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Thomas Hartvigsen, Saadia Gabriel, Hamid Palangi, Maarten Sap, Dipankar Ray, Ece Kamar

ACL 2022 | May 2022

Publication Video Github

Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data

Shuohang Wang, Yichong Xu, Yuwei Fang, Yang Liu, Siqi Sun, Ruochen Xu, Chenguang Zhu, Michael Zeng

ACL 2022 | May 2022

Publication

UniXcoder: Unified Cross-Modal Pre-training for Code Representation

Daya Guo, Shuai Lu, Nan Duan, Yanlin Wang, Ming Zhou, Jian Yin

ACL 2022 | May 2022

Publication Project

Unsupervised Dependency Graph Network

Yikang Shen, Shawn Tan, Alessandro Sordoni, Peng Li, Jie Zhou, Aaron Courville

ACL 2022 | May 2022

Publication

Using Interactive Feedback to Improve the Accuracy and Explainability of Question Answering Systems Post-Deployment

Zichao Li, Prakhar Sharma, Xing Han Lu, Jackie Chi Kit Cheung, Siva Reddy

ACL 2022 | May 2022

Publication

When to Use Multi-Task Learning vs Intermediate Fine-Tuning for Pre-Trained Encoder Transfer Learning

Orion Weller, Kevin Seppi, Matt Gardner

May 2022

Why Exposure Bias Matters: An Imitation Learning Perspective of Error Accumulation in Language Generation

Kushal Arora, Layla El Asri, Hareesh Bahuleyan, Jackie Chi Kit Cheung

ACL 2022 | May 2022

Publication

XFUND: A Benchmark Dataset for Multilingual Visually Rich Form Understanding

Yiheng Xu, Tengchao Lv, Lei Cui, Guoxin Wang, Yijuan Lu, Dinei Florencio, Cha Zhang, Furu Wei

ACL 2022 | May 2022

Publication Project

Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations

Ji Xin, Chenyan Xiong, Ashwin Srinivasan, Ankita Sharma, Damien Jose, Paul Bennett

ACL 2022 | May 2022

Publication

Contextual Fine-to-Coarse Distillation for Coarse-grained Response Selection in Open-Domain Conversations

Wei Chen, Yeyun Gong, Can Xu, Huang Hu, Bolun Yao, Zhongyu Wei, Zhihao Fan, Xiaowu Hu, Bartuer Zhou, Biao Cheng, Daxin Jiang (姜大昕), Nan Duan

ACL 2022 | April 2022

Publication

TegTok: Augmenting Text Generation via Task-specific and Open-world Knowledge

Chao-Hong Tan, Jia-Chen Gu, Chongyang Tao, Zhen-Hua Ling, Can Xu, Huang Hu, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | March 2022

Publication

Multimodal Dialogue Response Generation

Qingfeng Sun, Yujing Wang, Can Xu, Kai Zheng, Yaming Yang, Huang Hu, Fei Xu, Jessica Zhang, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | February 2022

Publication

PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks

Yufei Wang, Can Xu, Qingfeng Sun, Huang Hu, Chongyang Tao, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | February 2022

Publication

XLM-E: Cross-lingual Language Model Pre-training via ELECTRA

Zewen Chi, Shaohan Huang, Li Dong, Shuming Ma, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei

ACL 2022 | June 2021

Publication Project

Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text

Siyuan Wang, Wanjun Zhong, Duyu Tang, Zhongyu Wei, Zhihao Fan, Daxin Jiang (姜大昕), Ming Zhou, Nan Duan

ACL 2022 | May 2021

Publication

A Good Prompt Is Worth Millions of Parameters? Low-resource Prompt-based Learning for Vision-Language Models

Woojeong Jin, Yu Cheng, Yelong Shen, Weizhu Chen, Xiang Ren

ACL 2022 | July 2022

Publication

End-to-End Segmentation-based News Summarization

Yang Liu, Chenguang Zhu, Michael Zeng

ACL 2022 | May 2022

Publication

Guided K-best Selection for Semantic Parsing Annotation

Anton Belyy, Chieh-yang Huang, Jacob Andreas, Emmanouil Antonios Platanios, Sam Thomson, Richard Shin, Subhro Roy, Alex Nisnevich, Charles Chen, Ben Van Durme

ACL 2022 | May 2022

Publication Publication

Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations

Ji Xin, Chenyan Xiong, Ashwin Srinivasan, Ankita Sharma, Damien Jose, Paul Bennett

ACL 2022 | May 2022

Publication

Online Semantic Parsing for Latency Reduction in Task-Oriented Dialogue

Jiawei Zhou, Jason Eisner, Michael Newman, Emmanouil Antonios Platanios, Sam Thomson

May 2022

Outstanding Paper Award

Publication

Neural Label Search for Zero-Shot Multi-Lingual Extractive Summarization

Ruipeng Jia, Xingxing Zhang, Yanan Cao, Shi Wang, Zheng Lin, Furu Wei

ACL 2022 | May 2022

Publication

Bridging the Generalization Gap in Text-to-SQL Parsing with Schema Expansion

Chen Zhao, Yu Su, Adam Pauls, Emmanouil Antonios Platanios

ACL 2022 | May 2022

PDF

Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation

Kevin Yang, Olivia Deng, Charles Chen, Richard Shin, Subhro Roy, Ben Van Durme

ACL 2022 | May 2022

Publication PDF

ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Thomas Hartvigsen, Saadia Gabriel, Hamid Palangi, Maarten Sap, Dipankar Ray, Ece Kamar

ACL 2022 | May 2022

Publication Video Github

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | May 2022

Publication Project

HeterMPC: A Heterogeneous Graph Neural Network for Response Generation in Multi-Party Conversations

Jia-chen Gu, Chao-Hong Tan,, Chongyang Tao, Zhen-Hua Ling, Huang Hu, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | May 2022

Publication

Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data

Shuohang Wang, Yichong Xu, Yuwei Fang, Yang Liu, Siqi Sun, Ruochen Xu, Chenguang Zhu, Michael Zeng

ACL 2022 | May 2022

Publication

MarkupLM: Pre-training of Text and Markup Language for Visually-rich Document Understanding

Junlong Li, Yiheng Xu, Lei Cui, Furu Wei

ACL 2022 | May 2022

Publication Project

DICT-BERT: Enhancing Language Model Pre-Training with Dictionary

Wenhao Yu, Chenguang Zhu, Yuwei Fang, Donghan Yu, Shuohang Wang, Yichong Xu, Michael Zeng, Meng Jiang

ACL 2022 | May 2022

Preprint

FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining

Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

Contextual Fine-to-Coarse Distillation for Coarse-grained Response Selection in Open-Domain Conversations

Wei Chen, Yeyun Gong, Can Xu, Huang Hu, Bolun Yao, Zhongyu Wei, Zhihao Fan, Xiaowu Hu, Bartuer Zhou, Biao Cheng, Daxin Jiang (姜大昕), Nan Duan

ACL 2022 | April 2022

Publication

TegTok: Augmenting Text Generation via Task-specific and Open-world Knowledge

Chao-Hong Tan, Jia-Chen Gu, Chongyang Tao, Zhen-Hua Ling, Can Xu, Huang Hu, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | March 2022

Publication

Multimodal Dialogue Response Generation

Qingfeng Sun, Yujing Wang, Can Xu, Kai Zheng, Yaming Yang, Huang Hu, Fei Xu, Jessica Zhang, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | February 2022

Publication

PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks

Yufei Wang, Can Xu, Qingfeng Sun, Huang Hu, Chongyang Tao, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | February 2022

Publication

XLM-E: Cross-lingual Language Model Pre-training via ELECTRA

Zewen Chi, Shaohan Huang, Li Dong, Shuming Ma, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei

ACL 2022 | June 2021

Publication Project

Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text

Siyuan Wang, Wanjun Zhong, Duyu Tang, Zhongyu Wei, Zhihao Fan, Daxin Jiang (姜大昕), Ming Zhou, Nan Duan

ACL 2022 | May 2021

Publication

A Good Prompt Is Worth Millions of Parameters? Low-resource Prompt-based Learning for Vision-Language Models

Woojeong Jin, Yu Cheng, Yelong Shen, Weizhu Chen, Xiang Ren

ACL 2022 | July 2022

Publication

Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph Experts

Wenhao Yu, Chenguang Zhu, Lianhui Qin, Zhihan Zhang, Tong Zhao, Meng Jiang

ACL 2022 | May 2022

Publication

End-to-End Segmentation-based News Summarization

Yang Liu, Chenguang Zhu, Michael Zeng

ACL 2022 | May 2022

Publication

MPII: Multi-Level Mutual Promotion for Inference and Interpretation

Yan Liu, Sanyuan Chen, Yazheng Yang, Qi Dai

ACL 2022 | May 2022

Publication

Guided K-best Selection for Semantic Parsing Annotation

Anton Belyy, Chieh-yang Huang, Jacob Andreas, Emmanouil Antonios Platanios, Sam Thomson, Richard Shin, Subhro Roy, Alex Nisnevich, Charles Chen, Ben Van Durme

ACL 2022 | May 2022

Publication Publication

A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation

Tianyu Liu, Yizhe Zhang, Chris Brockett, Yi Mao, Zhifang Sui, Weizhu Chen, Bill Dolan

ACL 2022 | May 2022

Publication

Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations

Ji Xin, Chenyan Xiong, Ashwin Srinivasan, Ankita Sharma, Damien Jose, Paul Bennett

ACL 2022 | May 2022

Publication

XFUND: A Benchmark Dataset for Multilingual Visually Rich Form Understanding

Yiheng Xu, Tengchao Lv, Lei Cui, Guoxin Wang, Yijuan Lu, Dinei Florencio, Cha Zhang, Furu Wei

ACL 2022 | May 2022

Publication Project

Why Exposure Bias Matters: An Imitation Learning Perspective of Error Accumulation in Language Generation

Kushal Arora, Layla El Asri, Hareesh Bahuleyan, Jackie Chi Kit Cheung

ACL 2022 | May 2022

Publication

When to Use Multi-Task Learning vs Intermediate Fine-Tuning for Pre-Trained Encoder Transfer Learning

Orion Weller, Kevin Seppi, Matt Gardner

May 2022

Using Interactive Feedback to Improve the Accuracy and Explainability of Question Answering Systems Post-Deployment

Zichao Li, Prakhar Sharma, Xing Han Lu, Jackie Chi Kit Cheung, Siva Reddy

ACL 2022 | May 2022

Publication

Unsupervised Dependency Graph Network

Yikang Shen, Shawn Tan, Alessandro Sordoni, Peng Li, Jie Zhou, Aaron Courville

ACL 2022 | May 2022

Publication

UniXcoder: Unified Cross-Modal Pre-training for Code Representation

Daya Guo, Shuai Lu, Nan Duan, Yanlin Wang, Ming Zhou, Jian Yin

ACL 2022 | May 2022

Publication Project

Towards Robustness of Text-to-SQL Models Against Natural and Realistic Adversarial Table Perturbation

Xinyu Pi, Bing Wang, Yan Gao, Jiaqi Guo, Zhoujun Li, Jian-Guang Lou

ACL 2022 | May 2022

Publication

Towards Making the Most of Multilingual Pretraining for Zero-Shot Neural Machine Translation

Guanhua Chen, Shuming Ma, Yun Chen, Dongdong Zhang, Jia Pan, Wenping Wang, Furu Wei

ACL 2022 | May 2022

Publication

THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption

Tianyu Chen, Hangbo Bao, Shaohan Huang, Li Dong, Binxing Jiao, Daxin Jiang (姜大昕), Haoyi Zhou, Jianxin Li, Furu Wei

May 2022

Tailor: Generating and Perturbing Text with Semantic Controls

Alexis Ross, Tongshuang Wu, Hao Peng, Matthew E. Peters, Matt Gardner

ACL 2022 | May 2022

Publication

SyMCoM – Syntactic Measure of Code Mixing A Study Of English-Hindi Code-Mixing

Prashant Kodali, Anmol Goel, Monojit Choudhury, Manish Shrivastava, Ponnurangam Kumaraguru

ACL 2022 | May 2022

Publication

StableMoE: Stable Routing Strategy for Mixture of Experts

Damai Dai, Li Dong, Shuming Ma, Bo Zheng, Zhifang Sui, Baobao Chang, Furu Wei

ACL 2022 | May 2022

Publication

SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing

Junyi Ao, Rui Wang, Long Zhou, Chengyi Wang, Shuo Ren, Yu Wu, Shujie Liu, Tom Ko, Qing Li, Yu Zhang, Zhihua Wei, Yao Qian, Jinyu Li, Furu Wei

ACL 2022 | May 2022

Publication

SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models

Liang Wang, Wei Zhao, Zhuoyu Wei, Jingming Liu

ACL 2022 | May 2022

Publication

Revisiting the Compositional Generalization Abilities of Neural Sequence Models

Arkil Patel, Satwik Bhattamishra, Phil Blunsom, Navin Goyal

ACL 2022 | May 2022

Publication

Revisiting Over-Smoothness in Text to Speech

Yi Ren, Xu Tan, Tao Qin, Zhou Zhao, Tie-Yan Liu

ACL 2022 | May 2022

Publication

Reinforcement Guided Multi-Task Learning Framework for Low-Resource Stereotype Detection

Rajkumar Pujari, Erik Oveson, Priyanka Kulkarni, Elnaz Nouri

ACL 2022 | May 2022

Publication

ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension

Sanjay Subramanian, William Merrill, Trevor Darrell, Matt Gardner, Sameer Singh, Anna Rohrbach

ACL 2022 | May 2022

Publication

ReACC: A Retrieval-Augmented Code Completion Framework

Shuai Lu, Nan Duan, Hojae Han, Daya Guo, Seung-won Hwang, Alexey Svyatkovskiy

ACL 2022 | May 2022

Publication Project

ProphetChat: Enhancing Dialogue Generation with Simulation of Future Conversation

Chang Liu, Xu Tan, Chongyang Tao, Zhenxin Fu, Dongyan Zhao, Tie-Yan Liu, Rui Yan

May 2022

Probing Factually Grounded Content Transfer with Factual Ablation

Peter West, Chris Quirk, Michel Galley, Yejin Choi

ACL 2022 | May 2022

Publication

Pre-Trained Multilingual Sequence-to-Sequence Models: A Hope for Low-Resource Language Translation?

En-Shiun Annie Lee, Sarubi Thillainathan, Shravan Nayak, Surangika Ranathunga, David Ifeoluwa Adelani, Ruisi Su, Arya D. McCarthy

May 2022

Open Domain Question Answering with A Unified Knowledge Interface

Kaixin Ma, Hao Cheng, Xiaodong Liu, Eric Nyberg, Jianfeng Gao

ACL 2022 | May 2022

Publication

Online Semantic Parsing for Latency Reduction in Task-Oriented Dialogue

Jiawei Zhou, Jason Eisner, Michael Newman, Emmanouil Antonios Platanios, Sam Thomson

May 2022

Outstanding Paper Award

Publication

On Efficiently Acquiring Annotations for Multilingual Models

Joel Ruben Antony Moniz, Barun Patra, Matthew R. Gormley

ACL 2022 | May 2022

Publication

OCR Improves Machine Translation for Low-Resource Languages

Oana Ignat, Jean Maillard, Vishrav Chaudhary, Francisco Guzmán

ACL 2022 | May 2022

Publication

Neural Label Search for Zero-Shot Multi-Lingual Extractive Summarization

Ruipeng Jia, Xingxing Zhang, Yanan Cao, Shi Wang, Zheng Lin, Furu Wei

ACL 2022 | May 2022

Publication

Multi-View Document Representation Learning for Open-Domain Dense Retrieval

Shunyu Zhang, Yaobo Liang, Ming Gong (YIMING), Daxin Jiang (姜大昕), Nan Duan

ACL 2022 | May 2022

Publication

Multilingual Molecular Representation Learning via Contrastive Pre-training

Zhihui Guo, Pramod Sharma, Andy Martinez, Liang Du, Robin Abraham

ACL 2022 | May 2022

Publication

Multi Task Learning For Zero Shot Performance Prediction of Multilingual Models

Kabir Ahuja, Shanu Kumar, Sandipan Dandapat, Monojit Choudhury

May 2022

LaPraDoR: Unsupervised Pretrained Dense Retriever for Zero-Shot Text Retrieval

Canwen Xu, Daya Guo, Nan Duan, Julian McAuley

ACL 2022 | May 2022

Publication

Knowledge Neurons in Pretrained Transformers

Damai Dai, Li Dong, Yaru Hao, Zhifang Sui, Baobao Chang, Furu Wei

ACL 2022 | May 2022

Publication

Input-specific Attention Subnetworks for Adversarial Detection

Emil Biju, Anirudh Sriram, Pratyush Kumar, Mitesh M. Khapra

ACL 2022 | May 2022

Publication

IndicBART: A Pre-trained Model for Indic Natural Language Generation of Indic Languages

Raj Dabre, Himani Shrotriya, Anoop Kunchukuttan, Ratish Puduppully, Mitesh M. Khapra, Pratyush Kumar

ACL 2022 | May 2022

Publication

Image Retrieval from Contextual Descriptions

Benno Krojer, Vaibhav Adlakha, Vibhav Vineet, Yash Goyal, Edoardo Ponti, Siva Reddy

ACL 2022 | May 2022

Publication

Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization

Meng Cao, Yue Dong, Jackie Chi Kit Cheung

ACL 2022 | May 2022

Publication

Graph Refinement for Coreference Resolution

Lesly Miculicich, James Henderson

ACL 2022 | May 2022

Publication

GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding

Libo Qin, Qiguang Chen, Tianbao Xie, Qixin Li, Jian-Guang Lou, Wanxiang Che, Min-Yen Kan

ACL 2022 | May 2022

Publication

Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets

Yuxiang Wu, Matt Gardner, Pontus Stenetorp, Pradeep Dasigi

ACL 2022 | May 2022

Publication

Finding the Dominant Winning Ticket in Pre-Trained Language Models

Zhuocheng Gong, Di He, Yelong Shen, Tie-Yan Liu, Weizhu Chen, Dongyan Zhao, Ji-Rong Wen, Rui Yan

ACL 2022 | May 2022

Publication

DialogVED: A Pre-trained Latent Variable Encoder-Decoder Model for Dialog Response Generation

Wei Chen, Yeyun Gong, Song Wang, Bolun Yao, Weizhen Qi, Zhongyu Wei, Xiaowu Hu, Bartuer Zhou, Yi Mao, Weizhu Chen, Biao Cheng, Nan Duan

ACL 2022 | May 2022

Publication

Debiasing Event Understanding for Visual Commonsense Tasks

Minji Seo, YeonJoon Jung, Seungtaek Choi, seung-won hwang, Bei Liu

May 2022

Cross-Lingual Ability of Multilingual Masked Language Models: A Study of Language Structure

Yuan Chai, Yaobo Liang, Nan Duan

ACL 2022 | May 2022

Publication

Controllable Natural Language Generation with Contrastive Prefixes

Jing Qian, Li Dong, Yelong Shen, Furu Wei, Weizhu Chen

ACL 2022 | May 2022

Publication

Computational historical linguistics and language diversity in South Asia

Aryaman Arora, Adam Farris, Samopriya Basu, Suresh Kolichala

ACL 2022 | May 2022

Publication

Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective Distillation

Xuandong Zhao, Zhiguo Yu, Ming Wu, Lei Li

ACL 2022 | May 2022

Publication

Coherence boosting: When your pretrained language model is not paying enough attention

Nikolay Malkin, Zhen Wang, Nebojsa Jojic

ACL 2022 | May 2022

Publication

CLIP Models are Few-shot Learners: Empirical Studies on VQA and Visual Entailment

Haoyu Song, Li Dong, Wei-Nan Zhang, Ting Liu, Furu Wei

ACL 2022 | May 2022

Publication

ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification

Yucheng Zhou, Tao Shen, Xiubo Geng, Guodong Long, Daxin Jiang (姜大昕)

ACL 2022 | May 2022

Publication

Characterizing Idioms: Conventionality and Contingency

Michaela Socolof, Jackie Chi Kit Cheung, Michael Wagner, Timothy J. O’Donnell

ACL 2022 | May 2022

Publication

CAMERO: Consistency Regularized Ensemble of Perturbed Language Models with Weight Sharing

Chen Liang, Pengcheng He, Yelong Shen, Weizhu Chen, Tuo Zhao

ACL 2022 | May 2022

Publication

Bridging the Generalization Gap in Text-to-SQL Parsing with Schema Expansion

Chen Zhao, Yu Su, Adam Pauls, Emmanouil Antonios Platanios

ACL 2022 | May 2022

PDF

Better Language Model with Hypernym Class Prediction

He Bai, Tong Wang, Alessandro Sordoni, Peng Shi

ACL 2022 | May 2022

Publication

Attention Temperature Matters in Abstractive Summarization Distillation

Shengqiang Zhang, Xingxing Zhang, Hangbo Bao, Furu Wei

ACL 2022 | May 2022

Publication

AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource Languages

Abteen Ebrahimi, Manuel Mager, Arturo Oncevay, Vishrav Chaudhary, Luis Chiruzzo, Angela Fan, John Ortega, Ricardo Ramos, Annette Rios, Ivan Meza-Ruiz, Gustavo A. Giménez-Lugo, Elisabeth Mager, Graham Neubig, Alexis Palmer, Rolando Coto-Solano, Thang Vu, Katharina Kann

ACL 2022 | May 2022

Publication

Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation

Kevin Yang, Olivia Deng, Charles Chen, Richard Shin, Subhro Roy, Ben Van Durme

ACL 2022 | May 2022

Publication PDF

Adaptive Testing and Debugging of NLP Models

Marco Tulio Ribeiro, Scott Lundberg

ACL 2022 | May 2022

Publication Github

Adapting Coreference Resolution Models through Active Learning

Michelle Yuan, Patrick Xia, Chandler May, Benjamin Van Durme, Jordan Boyd-Graber

ACL 2022 | May 2022

Publication

Active Evaluation: Efficient NLG Evaluation with Few Pairwise Comparisons

Akash Kumar Mohankumar, Mitesh M. Khapra

ACL 2022 | May 2022

Publication

Achieving Conversational Goals with Unsupervised Post-hoc Knowledge Injection

Bodhisattwa Prasad Majumder, Harsh Jhamtani, Taylor Berg-Kirkpatrick, Julian McAuley

ACL 2022 | May 2022

Publication

Accelerating Code Search with Deep Hashing and Code Classification

Wenchao Gu, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Michael R. Lyu

ACL 2022 | May 2022

Publication

A Meta-framework for Spatiotemporal Quantity Extraction from Text

Qiang Ning, Ben Zhou, Hao Wu, Haoruo Peng, Chuchu Fan, Matt Gardner

ACL 2022 | May 2022

Publication

CaM-Gen: Causally-aware Metric-guided Text Generation

Navita Goyal, Roodram Paneri, Ayush Agarwal, Udit Kalani, Abhilasha Sancheti, Niyati Chhaya

ACL 2022 | May 2022

Publication

ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Thomas Hartvigsen, Saadia Gabriel, Hamid Palangi, Maarten Sap, Dipankar Ray, Ece Kamar

ACL 2022 | May 2022

Publication Video Github

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | May 2022

Publication Project

HeterMPC: A Heterogeneous Graph Neural Network for Response Generation in Multi-Party Conversations

Jia-chen Gu, Chao-Hong Tan,, Chongyang Tao, Zhen-Hua Ling, Huang Hu, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | May 2022

Publication

Leveraging Visual Knowledge in Language Tasks: An Empirical Study on Intermediate Pre-training for Cross-modal Knowledge Transfer

Woojeong Jin, Dong-Ho Lee, Chenguang Zhu, Jay Pujara, Xiang Ren

ACL 2022 | May 2022

Publication

Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data

Shuohang Wang, Yichong Xu, Yuwei Fang, Yang Liu, Siqi Sun, Ruochen Xu, Chenguang Zhu, Michael Zeng

ACL 2022 | May 2022

Publication

Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and Documents

Yusen Zhang, Ansong Ni, Ziming Mao, Chen Henry Wu, Chenguang Zhu, Budhaditya Deb, Ahmed Awadallah, Dragomir Radev, Rui Zhang

ACL 2022 | May 2022

Publication

MarkupLM: Pre-training of Text and Markup Language for Visually-rich Document Understanding

Junlong Li, Yiheng Xu, Lei Cui, Furu Wei

ACL 2022 | May 2022

Publication Project

DYLE: Dynamic Latent Extraction for Abstractive Long-Input Summarization

Ziming Mao, Chen Henry Wu, Ansong Ni, Yushen Zhang, Rui Zhang, Tao Yu, Budhaditya Deb, Chenguang Zhu, Ahmed Awadallah, Dragomir Radev

ACL 2022 | May 2022

Publication

Leveraging Knowledge in Multilingual Commonsense Reasoning

Yuwei Fang, Shuohang Wang, Yichong Xu, Ruochen Xu, Siqi Sun, Chenguang Zhu, Michael Zeng

ACL 2022 | May 2022

Publication

DICT-BERT: Enhancing Language Model Pre-Training with Dictionary

Wenhao Yu, Chenguang Zhu, Yuwei Fang, Donghan Yu, Shuohang Wang, Yichong Xu, Michael Zeng, Meng Jiang

ACL 2022 | May 2022

Preprint

KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering

Donghan Yu, Chenguang Zhu, Yuwei Fang, Wenhao Yu, Shuohang Wang, Yichong Xu, Xiang Ren, Yiming Yang, Michael Zeng

ACL 2022 | May 2022

Publication

FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining

Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks

Yufei Wang, Can Xu, Qingfeng Sun, Huang Hu, Chongyang Tao, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | February 2022

Publication

XLM-E: Cross-lingual Language Model Pre-training via ELECTRA

Zewen Chi, Shaohan Huang, Li Dong, Shuming Ma, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei

ACL 2022 | June 2021

Publication Project

Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text

Siyuan Wang, Wanjun Zhong, Duyu Tang, Zhongyu Wei, Zhihao Fan, Daxin Jiang (姜大昕), Ming Zhou, Nan Duan

ACL 2022 | May 2021

Publication

Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations

Ji Xin, Chenyan Xiong, Ashwin Srinivasan, Ankita Sharma, Damien Jose, Paul Bennett

ACL 2022 | May 2022

Publication

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | May 2022

Publication Project

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

Contextual Fine-to-Coarse Distillation for Coarse-grained Response Selection in Open-Domain Conversations

Wei Chen, Yeyun Gong, Can Xu, Huang Hu, Bolun Yao, Zhongyu Wei, Zhihao Fan, Xiaowu Hu, Bartuer Zhou, Biao Cheng, Daxin Jiang (姜大昕), Nan Duan

ACL 2022 | April 2022

Publication

TegTok: Augmenting Text Generation via Task-specific and Open-world Knowledge

Chao-Hong Tan, Jia-Chen Gu, Chongyang Tao, Zhen-Hua Ling, Can Xu, Huang Hu, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | March 2022

Publication

PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks

Yufei Wang, Can Xu, Qingfeng Sun, Huang Hu, Chongyang Tao, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | February 2022

Publication

Contextual Fine-to-Coarse Distillation for Coarse-grained Response Selection in Open-Domain Conversations

Wei Chen, Yeyun Gong, Can Xu, Huang Hu, Bolun Yao, Zhongyu Wei, Zhihao Fan, Xiaowu Hu, Bartuer Zhou, Biao Cheng, Daxin Jiang (姜大昕), Nan Duan

ACL 2022 | April 2022

Publication

Multimodal Dialogue Response Generation

Qingfeng Sun, Yujing Wang, Can Xu, Kai Zheng, Yaming Yang, Huang Hu, Fei Xu, Jessica Zhang, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | February 2022

Publication

A Good Prompt Is Worth Millions of Parameters? Low-resource Prompt-based Learning for Vision-Language Models

Woojeong Jin, Yu Cheng, Yelong Shen, Weizhu Chen, Xiang Ren

ACL 2022 | July 2022

Publication

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

A Good Prompt Is Worth Millions of Parameters? Low-resource Prompt-based Learning for Vision-Language Models

Woojeong Jin, Yu Cheng, Yelong Shen, Weizhu Chen, Xiang Ren

ACL 2022 | July 2022

Publication

Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph Experts

Wenhao Yu, Chenguang Zhu, Lianhui Qin, Zhihan Zhang, Tong Zhao, Meng Jiang

ACL 2022 | May 2022

Publication

End-to-End Segmentation-based News Summarization

Yang Liu, Chenguang Zhu, Michael Zeng

ACL 2022 | May 2022

Publication

MPII: Multi-Level Mutual Promotion for Inference and Interpretation

Yan Liu, Sanyuan Chen, Yazheng Yang, Qi Dai

ACL 2022 | May 2022

Publication

Guided K-best Selection for Semantic Parsing Annotation

Anton Belyy, Chieh-yang Huang, Jacob Andreas, Emmanouil Antonios Platanios, Sam Thomson, Richard Shin, Subhro Roy, Alex Nisnevich, Charles Chen, Ben Van Durme

ACL 2022 | May 2022

Publication Publication

A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation

Tianyu Liu, Yizhe Zhang, Chris Brockett, Yi Mao, Zhifang Sui, Weizhu Chen, Bill Dolan

ACL 2022 | May 2022

Publication

Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations

Ji Xin, Chenyan Xiong, Ashwin Srinivasan, Ankita Sharma, Damien Jose, Paul Bennett

ACL 2022 | May 2022

Publication

XFUND: A Benchmark Dataset for Multilingual Visually Rich Form Understanding

Yiheng Xu, Tengchao Lv, Lei Cui, Guoxin Wang, Yijuan Lu, Dinei Florencio, Cha Zhang, Furu Wei

ACL 2022 | May 2022

Publication Project

Why Exposure Bias Matters: An Imitation Learning Perspective of Error Accumulation in Language Generation

Kushal Arora, Layla El Asri, Hareesh Bahuleyan, Jackie Chi Kit Cheung

ACL 2022 | May 2022

Publication

Using Interactive Feedback to Improve the Accuracy and Explainability of Question Answering Systems Post-Deployment

Zichao Li, Prakhar Sharma, Xing Han Lu, Jackie Chi Kit Cheung, Siva Reddy

ACL 2022 | May 2022

Publication

Unsupervised Dependency Graph Network

Yikang Shen, Shawn Tan, Alessandro Sordoni, Peng Li, Jie Zhou, Aaron Courville

ACL 2022 | May 2022

Publication

UniXcoder: Unified Cross-Modal Pre-training for Code Representation

Daya Guo, Shuai Lu, Nan Duan, Yanlin Wang, Ming Zhou, Jian Yin

ACL 2022 | May 2022

Publication Project

Towards Robustness of Text-to-SQL Models Against Natural and Realistic Adversarial Table Perturbation

Xinyu Pi, Bing Wang, Yan Gao, Jiaqi Guo, Zhoujun Li, Jian-Guang Lou

ACL 2022 | May 2022

Publication

Towards Making the Most of Multilingual Pretraining for Zero-Shot Neural Machine Translation

Guanhua Chen, Shuming Ma, Yun Chen, Dongdong Zhang, Jia Pan, Wenping Wang, Furu Wei

ACL 2022 | May 2022

Publication

Tailor: Generating and Perturbing Text with Semantic Controls

Alexis Ross, Tongshuang Wu, Hao Peng, Matthew E. Peters, Matt Gardner

ACL 2022 | May 2022

Publication

SyMCoM – Syntactic Measure of Code Mixing A Study Of English-Hindi Code-Mixing

Prashant Kodali, Anmol Goel, Monojit Choudhury, Manish Shrivastava, Ponnurangam Kumaraguru

ACL 2022 | May 2022

Publication

StableMoE: Stable Routing Strategy for Mixture of Experts

Damai Dai, Li Dong, Shuming Ma, Bo Zheng, Zhifang Sui, Baobao Chang, Furu Wei

ACL 2022 | May 2022

Publication

SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing

Junyi Ao, Rui Wang, Long Zhou, Chengyi Wang, Shuo Ren, Yu Wu, Shujie Liu, Tom Ko, Qing Li, Yu Zhang, Zhihua Wei, Yao Qian, Jinyu Li, Furu Wei

ACL 2022 | May 2022

Publication

SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models

Liang Wang, Wei Zhao, Zhuoyu Wei, Jingming Liu

ACL 2022 | May 2022

Publication

Revisiting the Compositional Generalization Abilities of Neural Sequence Models

Arkil Patel, Satwik Bhattamishra, Phil Blunsom, Navin Goyal

ACL 2022 | May 2022

Publication

Revisiting Over-Smoothness in Text to Speech

Yi Ren, Xu Tan, Tao Qin, Zhou Zhao, Tie-Yan Liu

ACL 2022 | May 2022

Publication

Reinforcement Guided Multi-Task Learning Framework for Low-Resource Stereotype Detection

Rajkumar Pujari, Erik Oveson, Priyanka Kulkarni, Elnaz Nouri

ACL 2022 | May 2022

Publication

ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension

Sanjay Subramanian, William Merrill, Trevor Darrell, Matt Gardner, Sameer Singh, Anna Rohrbach

ACL 2022 | May 2022

Publication

ReACC: A Retrieval-Augmented Code Completion Framework

Shuai Lu, Nan Duan, Hojae Han, Daya Guo, Seung-won Hwang, Alexey Svyatkovskiy

ACL 2022 | May 2022

Publication Project

Probing Factually Grounded Content Transfer with Factual Ablation

Peter West, Chris Quirk, Michel Galley, Yejin Choi

ACL 2022 | May 2022

Publication

Open Domain Question Answering with A Unified Knowledge Interface

Kaixin Ma, Hao Cheng, Xiaodong Liu, Eric Nyberg, Jianfeng Gao

ACL 2022 | May 2022

Publication

Online Semantic Parsing for Latency Reduction in Task-Oriented Dialogue

Jiawei Zhou, Jason Eisner, Michael Newman, Emmanouil Antonios Platanios, Sam Thomson

May 2022

Outstanding Paper Award

Publication

On Efficiently Acquiring Annotations for Multilingual Models

Joel Ruben Antony Moniz, Barun Patra, Matthew R. Gormley

ACL 2022 | May 2022

Publication

OCR Improves Machine Translation for Low-Resource Languages

Oana Ignat, Jean Maillard, Vishrav Chaudhary, Francisco Guzmán

ACL 2022 | May 2022

Publication

Neural Label Search for Zero-Shot Multi-Lingual Extractive Summarization

Ruipeng Jia, Xingxing Zhang, Yanan Cao, Shi Wang, Zheng Lin, Furu Wei

ACL 2022 | May 2022

Publication

Multi-View Document Representation Learning for Open-Domain Dense Retrieval

Shunyu Zhang, Yaobo Liang, Ming Gong (YIMING), Daxin Jiang (姜大昕), Nan Duan

ACL 2022 | May 2022

Publication

Multilingual Molecular Representation Learning via Contrastive Pre-training

Zhihui Guo, Pramod Sharma, Andy Martinez, Liang Du, Robin Abraham

ACL 2022 | May 2022

Publication

LaPraDoR: Unsupervised Pretrained Dense Retriever for Zero-Shot Text Retrieval

Canwen Xu, Daya Guo, Nan Duan, Julian McAuley

ACL 2022 | May 2022

Publication

Knowledge Neurons in Pretrained Transformers

Damai Dai, Li Dong, Yaru Hao, Zhifang Sui, Baobao Chang, Furu Wei

ACL 2022 | May 2022

Publication

Input-specific Attention Subnetworks for Adversarial Detection

Emil Biju, Anirudh Sriram, Pratyush Kumar, Mitesh M. Khapra

ACL 2022 | May 2022

Publication

IndicBART: A Pre-trained Model for Indic Natural Language Generation of Indic Languages

Raj Dabre, Himani Shrotriya, Anoop Kunchukuttan, Ratish Puduppully, Mitesh M. Khapra, Pratyush Kumar

ACL 2022 | May 2022

Publication

Image Retrieval from Contextual Descriptions

Benno Krojer, Vaibhav Adlakha, Vibhav Vineet, Yash Goyal, Edoardo Ponti, Siva Reddy

ACL 2022 | May 2022

Publication

Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization

Meng Cao, Yue Dong, Jackie Chi Kit Cheung

ACL 2022 | May 2022

Publication

Graph Refinement for Coreference Resolution

Lesly Miculicich, James Henderson

ACL 2022 | May 2022

Publication

GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding

Libo Qin, Qiguang Chen, Tianbao Xie, Qixin Li, Jian-Guang Lou, Wanxiang Che, Min-Yen Kan

ACL 2022 | May 2022

Publication

Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets

Yuxiang Wu, Matt Gardner, Pontus Stenetorp, Pradeep Dasigi

ACL 2022 | May 2022

Publication

Finding the Dominant Winning Ticket in Pre-Trained Language Models

Zhuocheng Gong, Di He, Yelong Shen, Tie-Yan Liu, Weizhu Chen, Dongyan Zhao, Ji-Rong Wen, Rui Yan

ACL 2022 | May 2022

Publication

DialogVED: A Pre-trained Latent Variable Encoder-Decoder Model for Dialog Response Generation

Wei Chen, Yeyun Gong, Song Wang, Bolun Yao, Weizhen Qi, Zhongyu Wei, Xiaowu Hu, Bartuer Zhou, Yi Mao, Weizhu Chen, Biao Cheng, Nan Duan

ACL 2022 | May 2022

Publication

Cross-Lingual Ability of Multilingual Masked Language Models: A Study of Language Structure

Yuan Chai, Yaobo Liang, Nan Duan

ACL 2022 | May 2022

Publication

Controllable Natural Language Generation with Contrastive Prefixes

Jing Qian, Li Dong, Yelong Shen, Furu Wei, Weizhu Chen

ACL 2022 | May 2022

Publication

Computational historical linguistics and language diversity in South Asia

Aryaman Arora, Adam Farris, Samopriya Basu, Suresh Kolichala

ACL 2022 | May 2022

Publication

Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective Distillation

Xuandong Zhao, Zhiguo Yu, Ming Wu, Lei Li

ACL 2022 | May 2022

Publication

Coherence boosting: When your pretrained language model is not paying enough attention

Nikolay Malkin, Zhen Wang, Nebojsa Jojic

ACL 2022 | May 2022

Publication

CLIP Models are Few-shot Learners: Empirical Studies on VQA and Visual Entailment

Haoyu Song, Li Dong, Wei-Nan Zhang, Ting Liu, Furu Wei

ACL 2022 | May 2022

Publication

ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification

Yucheng Zhou, Tao Shen, Xiubo Geng, Guodong Long, Daxin Jiang (姜大昕)

ACL 2022 | May 2022

Publication

Characterizing Idioms: Conventionality and Contingency

Michaela Socolof, Jackie Chi Kit Cheung, Michael Wagner, Timothy J. O’Donnell

ACL 2022 | May 2022

Publication

CAMERO: Consistency Regularized Ensemble of Perturbed Language Models with Weight Sharing

Chen Liang, Pengcheng He, Yelong Shen, Weizhu Chen, Tuo Zhao

ACL 2022 | May 2022

Publication

Bridging the Generalization Gap in Text-to-SQL Parsing with Schema Expansion

Chen Zhao, Yu Su, Adam Pauls, Emmanouil Antonios Platanios

ACL 2022 | May 2022

PDF

Better Language Model with Hypernym Class Prediction

He Bai, Tong Wang, Alessandro Sordoni, Peng Shi

ACL 2022 | May 2022

Publication

Attention Temperature Matters in Abstractive Summarization Distillation

Shengqiang Zhang, Xingxing Zhang, Hangbo Bao, Furu Wei

ACL 2022 | May 2022

Publication

AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource Languages

Abteen Ebrahimi, Manuel Mager, Arturo Oncevay, Vishrav Chaudhary, Luis Chiruzzo, Angela Fan, John Ortega, Ricardo Ramos, Annette Rios, Ivan Meza-Ruiz, Gustavo A. Giménez-Lugo, Elisabeth Mager, Graham Neubig, Alexis Palmer, Rolando Coto-Solano, Thang Vu, Katharina Kann

ACL 2022 | May 2022

Publication

Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation

Kevin Yang, Olivia Deng, Charles Chen, Richard Shin, Subhro Roy, Ben Van Durme

ACL 2022 | May 2022

Publication PDF

Adaptive Testing and Debugging of NLP Models

Marco Tulio Ribeiro, Scott Lundberg

ACL 2022 | May 2022

Publication Github

Adapting Coreference Resolution Models through Active Learning

Michelle Yuan, Patrick Xia, Chandler May, Benjamin Van Durme, Jordan Boyd-Graber

ACL 2022 | May 2022

Publication

Active Evaluation: Efficient NLG Evaluation with Few Pairwise Comparisons

Akash Kumar Mohankumar, Mitesh M. Khapra

ACL 2022 | May 2022

Publication

Achieving Conversational Goals with Unsupervised Post-hoc Knowledge Injection

Bodhisattwa Prasad Majumder, Harsh Jhamtani, Taylor Berg-Kirkpatrick, Julian McAuley

ACL 2022 | May 2022

Publication

Accelerating Code Search with Deep Hashing and Code Classification

Wenchao Gu, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Michael R. Lyu

ACL 2022 | May 2022

Publication

A Meta-framework for Spatiotemporal Quantity Extraction from Text

Qiang Ning, Ben Zhou, Hao Wu, Haoruo Peng, Chuchu Fan, Matt Gardner

ACL 2022 | May 2022

Publication

CaM-Gen: Causally-aware Metric-guided Text Generation

Navita Goyal, Roodram Paneri, Ayush Agarwal, Udit Kalani, Abhilasha Sancheti, Niyati Chhaya

ACL 2022 | May 2022

Publication

ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Thomas Hartvigsen, Saadia Gabriel, Hamid Palangi, Maarten Sap, Dipankar Ray, Ece Kamar

ACL 2022 | May 2022

Publication Video Github

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | May 2022

Publication Project

HeterMPC: A Heterogeneous Graph Neural Network for Response Generation in Multi-Party Conversations

Jia-chen Gu, Chao-Hong Tan,, Chongyang Tao, Zhen-Hua Ling, Huang Hu, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | May 2022

Publication

Leveraging Visual Knowledge in Language Tasks: An Empirical Study on Intermediate Pre-training for Cross-modal Knowledge Transfer

Woojeong Jin, Dong-Ho Lee, Chenguang Zhu, Jay Pujara, Xiang Ren

ACL 2022 | May 2022

Publication

Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data

Shuohang Wang, Yichong Xu, Yuwei Fang, Yang Liu, Siqi Sun, Ruochen Xu, Chenguang Zhu, Michael Zeng

ACL 2022 | May 2022

Publication

Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and Documents

Yusen Zhang, Ansong Ni, Ziming Mao, Chen Henry Wu, Chenguang Zhu, Budhaditya Deb, Ahmed Awadallah, Dragomir Radev, Rui Zhang

ACL 2022 | May 2022

Publication

MarkupLM: Pre-training of Text and Markup Language for Visually-rich Document Understanding

Junlong Li, Yiheng Xu, Lei Cui, Furu Wei

ACL 2022 | May 2022

Publication Project

DYLE: Dynamic Latent Extraction for Abstractive Long-Input Summarization

Ziming Mao, Chen Henry Wu, Ansong Ni, Yushen Zhang, Rui Zhang, Tao Yu, Budhaditya Deb, Chenguang Zhu, Ahmed Awadallah, Dragomir Radev

ACL 2022 | May 2022

Publication

Leveraging Knowledge in Multilingual Commonsense Reasoning

Yuwei Fang, Shuohang Wang, Yichong Xu, Ruochen Xu, Siqi Sun, Chenguang Zhu, Michael Zeng

ACL 2022 | May 2022

Publication

DICT-BERT: Enhancing Language Model Pre-Training with Dictionary

Wenhao Yu, Chenguang Zhu, Yuwei Fang, Donghan Yu, Shuohang Wang, Yichong Xu, Michael Zeng, Meng Jiang

ACL 2022 | May 2022

Preprint

KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering

Donghan Yu, Chenguang Zhu, Yuwei Fang, Wenhao Yu, Shuohang Wang, Yichong Xu, Xiang Ren, Yiming Yang, Michael Zeng

ACL 2022 | May 2022

Publication

FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining

Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

ACL 2022 Main Track | May 2022

Publication Project

Contextual Fine-to-Coarse Distillation for Coarse-grained Response Selection in Open-Domain Conversations

Wei Chen, Yeyun Gong, Can Xu, Huang Hu, Bolun Yao, Zhongyu Wei, Zhihao Fan, Xiaowu Hu, Bartuer Zhou, Biao Cheng, Daxin Jiang (姜大昕), Nan Duan

ACL 2022 | April 2022

Publication

TegTok: Augmenting Text Generation via Task-specific and Open-world Knowledge

Chao-Hong Tan, Jia-Chen Gu, Chongyang Tao, Zhen-Hua Ling, Can Xu, Huang Hu, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | March 2022

Publication

Multimodal Dialogue Response Generation

Qingfeng Sun, Yujing Wang, Can Xu, Kai Zheng, Yaming Yang, Huang Hu, Fei Xu, Jessica Zhang, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | February 2022

Publication

PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks

Yufei Wang, Can Xu, Qingfeng Sun, Huang Hu, Chongyang Tao, Xiubo Geng, Daxin Jiang (姜大昕)

ACL 2022 | February 2022

Publication

XLM-E: Cross-lingual Language Model Pre-training via ELECTRA

Zewen Chi, Shaohan Huang, Li Dong, Shuming Ma, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei

ACL 2022 | June 2021

Publication Project

Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text

Siyuan Wang, Wanjun Zhong, Duyu Tang, Zhongyu Wei, Zhihao Fan, Daxin Jiang (姜大昕), Ming Zhou, Nan Duan

ACL 2022 | May 2021

Publication

When to Use Multi-Task Learning vs Intermediate Fine-Tuning for Pre-Trained Encoder Transfer Learning

Orion Weller, Kevin Seppi, Matt Gardner

May 2022

THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption

Tianyu Chen, Hangbo Bao, Shaohan Huang, Li Dong, Binxing Jiao, Daxin Jiang (姜大昕), Haoyi Zhou, Jianxin Li, Furu Wei

May 2022

ProphetChat: Enhancing Dialogue Generation with Simulation of Future Conversation

Chang Liu, Xu Tan, Chongyang Tao, Zhenxin Fu, Dongyan Zhao, Tie-Yan Liu, Rui Yan

May 2022

Pre-Trained Multilingual Sequence-to-Sequence Models: A Hope for Low-Resource Language Translation?

En-Shiun Annie Lee, Sarubi Thillainathan, Shravan Nayak, Surangika Ranathunga, David Ifeoluwa Adelani, Ruisi Su, Arya D. McCarthy

May 2022

Multi Task Learning For Zero Shot Performance Prediction of Multilingual Models

Kabir Ahuja, Shanu Kumar, Sandipan Dandapat, Monojit Choudhury

May 2022

Debiasing Event Understanding for Visual Commonsense Tasks

Minji Seo, YeonJoon Jung, Seungtaek Choi, seung-won hwang, Bei Liu

May 2022