EMNLP 2022

2,056 papers

D4: a Chinese Dialogue Dataset for Depression-Diagnosis-Oriented Chat

Binwei Yao, Chao Shi, Likai Zou, Lingfeng Dai, Mengyue Wu

Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations

Kang Min Yoo, Junyeob Kim, Hyuhng Joon Kim, Hyunsoo Cho, Hwiyeol Jo

SafeText: A Benchmark for Exploring Physical Safety in Language Models

Sharon Levy, Emily Allaway, Melanie Subbiah, Lydia Chilton, Desmond Patton

A Multifaceted Framework to Evaluate Evasion, Content Preservation, and Misattribution in Authorship Obfuscation Techniques

Malik Altakrori, Thomas Scialom, Benjamin C. M. Fung, Jackie Chi Kit CHEUNG

Distill The Image to Nowhere: Inversion Knowledge Distillation for Multimodal Machine Translation

Ru Peng, Yawen Zeng, Jake Zhao

Generating Information-Seeking Conversations from Unlabeled Documents

Gangwoo Kim, Sungdong Kim, Kang Min Yoo, Jaewoo Kang

Reproducibility in Computational Linguistics: Is Source Code Enough?

Mohammad Arvan, Luís Pina, Natalie Parde

Retrieval as Attention: End-to-end Learning of Retrieval and Reading within a Single Transformer

Zhengbao Jiang, Luyu Gao, Zhiruo Wang, Jun Araki, Haibo Ding

When FLUE Meets FLANG: Benchmarks and Large Pretrained Language Model for Financial Domain

Raj Shah, Kunal Chawla, Dheeraj Eidnani, Agam Shah, Wendi Du

QA Domain Adaptation using Hidden Space Augmentation and Self-Supervised Contrastive Adaptation

Zhenrui Yue, Huimin Zeng, Bernhard Kratzwald, Stefan Feuerriegel, Dong Wang

Rich Knowledge Sources Bring Complex Knowledge Conflicts: Recalibrating Models to Reflect Conflicting Evidence

Hung-Ting Chen, Michael Zhang, Eunsol Choi

TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data

Fan Zhou, Mengkang Hu, Haoyu Dong, Zhoujun Cheng, Fan Cheng

Gradient-based Constrained Sampling from Language Models

Sachin Kumar, Biswajit Paria, Yulia Tsvetkov

Why is Winoground Hard? Investigating Failures in Visuolinguistic Compositionality

Anuj Diwan, Layne Berry, Eunsol Choi, David Harwath, Kyle Mahowald

Learning to Decompose: Hypothetical Question Decomposition Based on Comparable Texts

Ben Zhou, Kyle Richardson, Xiaodong Yu, Dan Roth

Prompt-and-Rerank: A Method for Zero-Shot and Few-Shot Arbitrary Textual Style Transfer with Small Language Models

Mirac Suzgun, Luke Melas-Kyriazi, Dan Jurafsky

Efficient Nearest Neighbor Search for Cross-Encoder Models using Matrix Factorization

Nishant Yadav, Nicholas Monath, Rico Angell, Manzil Zaheer, Andrew McCallum

Gendered Mental Health Stigma in Masked Language Models

Inna Lin, Lucille Njoo, Anjalie Field, Ashish Sharma, Katharina Reinecke

Stanceosaurus: Classifying Stance Towards Multicultural Misinformation

Jonathan Zheng, Ashutosh Baheti, Tarek Naous, Wei Xu, Alan Ritter

Are Hard Examples also Harder to Explain? A Study with Human and Model-Generated Explanations

Swarnadeep Saha, Peter Hase, Nazneen Rajani, Mohit Bansal

ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection

Badr AlKhamissi, Faisal Ladhak, Srinivasan Iyer, Veselin Stoyanov, Zornitsa Kozareva

Near-Negative Distinction: Giving a Second Life to Human Evaluation Datasets

Philippe Laban, Chien-Sheng Wu, Wenhao Liu, Caiming Xiong

Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning

Oyvind Tafjord, Bhavana Dalvi Mishra, Peter Clark

The (Undesired) Attenuation of Human Biases by Multilinguality

Cristina España-Bonet, Alberto Barrón-Cedeño

GeoMLAMA: Geo-Diverse Commonsense Probing on Multilingual Pre-Trained Language Models

Da Yin, Hritik Bansal, Masoud Monajatipoor, Liunian Harold Li, Kai-Wei Chang

Towards a Unified Multi-Dimensional Evaluator for Text Generation

Ming Zhong, Yang Liu, Da Yin, Yuning Mao, Yizhu Jiao

Large language models are few-shot clinical information extractors

Monica Agrawal, Stefan Hegselmann, Hunter Lang, Yoon Kim, David Sontag

EvEntS ReaLM: Event Reasoning of Entity States via Language Models

Evangelia Spiliopoulou, Artidoro Pagnoni, Yonatan Bisk, Eduard Hovy

AfroLID: A Neural Language Identification Tool for African Languages

Ife Adebara, AbdelRahim Elmadany, Muhammad Abdul-Mageed, Alcides Inciarte

Can Visual Context Improve Automatic Speech Recognition for an Embodied Agent?

Pradip Pramanick, Chayan Sarkar

A Comprehensive Comparison of Neural Networks as Cognitive Models of Inflection

Adam Wiemerslage, Shiran Dudy, Katharina Kann

Improving compositional generalization for multi-step quantitative reasoning in question answering

Armineh Nourbakhsh, Cathy Jiao, Sameena Shah, Carolyn Rose

Stop Measuring Calibration When Humans Disagree

Joris Baan, Wilker Aziz, Barbara Plank, Raquel Fernández

There Is No Standard Answer: Knowledge-Grounded Dialogue Generation with Adversarial Activated Multi-Reference Learning

Xueliang Zhao, Tingchen Fu, Chongyang Tao, Rui Yan

Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs

Wentao Ding, Hao Chen, Huayu Li, Yuzhong Qu

Linguistic Corpus Annotation for Automatic Text Simplification Evaluation

Rémi Cardon, Adrien Bibal, Rodrigo Wilkens, David Alfter, Magali Norré

Style Transfer as Data Augmentation: A Case Study on Named Entity Recognition

Shuguang Chen, Leonardo Neves, Thamar Solorio

An Empirical Analysis of Memorization in Fine-tuned Autoregressive Language Models

FatemehSadat Mireshghallah, Archit Uniyal, Tianhao Wang, David Evans, Taylor Berg-Kirkpatrick

Word Order Matters When You Increase Masking

Karim Lasri, Alessandro Lenci, Thierry Poibeau

Modeling Information Change in Science Communication with Semantically Matched Paraphrases

Dustin Wright, Jiaxin Pei, David Jurgens, Isabelle Augenstein

Robustness of Demonstration-based Learning Under Limited Data Scenario

Hongxin Zhang, Yanzhe Zhang, Ruiyi Zhang, Diyi Yang

Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference

Eric Mitchell, Joseph Noh, Siyan Li, Will Armstrong, Ananth Agarwal

StoryER: Automatic Story Evaluation via Ranking, Rating and Reasoning

Hong Chen, Duc Vo, Hiroya Takamura, Yusuke Miyao, Hideki Nakayama

Rescue Implicit and Long-tail Cases: Nearest Neighbor Relation Extraction

Zhen Wan, Qianying Liu, Zhuoyuan Mao, Fei Cheng, Sadao Kurohashi

COST-EFF: Collaborative Optimization of Spatial and Temporal Efficiency with Slenderized Multi-exit Language Models

Bowen Shen, Zheng Lin, Yuanxin Liu, Zhengxiao Liu, Lei Wang

Continual Learning of Neural Machine Translation within Low Forgetting Risk Regions

Shuhao Gu, Bojie Hu, Yang Feng

Unbiased and Efficient Sampling of Dependency Trees

Miloš Stanojević

Learning Label Modular Prompts for Text Classification in the Wild

Hailin Chen, Amrita Saha, Shafiq Joty, Steven C.H. Hoi

SpeechUT: Bridging Speech and Text with Hidden-Unit for Encoder-Decoder Based Speech-Text Pre-training

Ziqiang Zhang, Long Zhou, Junyi Ao, Shujie LIU, Lirong Dai

SQUIRE: A Sequence-to-sequence Framework for Multi-hop Knowledge Graph Reasoning

Yushi Bai, Xin Lv, Juanzi Li, Lei Hou, Yincen Qu

Counterfactual Data Augmentation via Perspective Transition for Open-Domain Dialogues

Jiao Ou, Jinchao Zhang, Yang Feng, Jie Zhou

Learning Instructions with Unlabeled Data for Zero-Shot Cross-Task Generalization

Yuxian Gu, Pei Ke, Xiaoyan Zhu, Minlie Huang

Infinite SCAN: An Infinite Model of Diachronic Semantic Change

Seiichi Inoue, Mamoru Komachi, Toshinobu Ogiso, Hiroya Takamura, Daichi Mochihashi

SubeventWriter: Iterative Sub-event Sequence Generation with Coherence Controller

Zhaowei Wang, Hongming Zhang, Tianqing Fang, Yangqiu Song, Ginny Wong

Graph-Based Multilingual Label Propagation for Low-Resource Part-of-Speech Tagging

Ayyoob Imani, Silvia Severini, Masoud Jalili Sabet, François Yvon, Hinrich Schütze

A Multilingual Perspective Towards the Evaluation of Attribution Methods in Natural Language Inference

Kerem Zaman, Yonatan Belinkov

Do Vision-and-Language Transformers Learn Grounded Predicate-Noun Dependencies?

Mitja Nikolaus, Emmanuelle Salin, Stéphane Ayache, Abdellah Fourtassi, Benoit Favre

Extracted BERT Model Leaks More Information than You Think!

Xuanli He, Lingjuan Lyu, Chen Chen, Qiongkai Xu

Watch the Neighbors: A Unified K-Nearest Neighbor Contrastive Learning Framework for OOD Intent Discovery

Yutao Mou, Keqing He, Pei Wang, Yanan Wu, Jingang Wang

On the Transformation of Latent Space in Fine-Tuned NLP Models

Nadir Durrani, Hassan Sajjad, Fahim Dalvi, Firoj Alam

Language Model Pre-Training with Sparse Latent Typing

Liliang Ren, Zixuan Zhang, Han Wang, Clare Voss, ChengXiang Zhai

COCO-DR: Combating the Distribution Shift in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning

Yue Yu, Chenyan Xiong, Si Sun, Chao Zhang, Arnold Overwijk

M3: A Multi-View Fusion and Multi-Decoding Network for Multi-Document Reading Comprehension

Liang Wen, Houfeng Wang, Yingwei Luo, Xiaolin Wang

Visual Spatial Description: Controlled Spatial-Oriented Image-to-Text Generation

Yu Zhao, Jianguo Wei, Zhichao Lin, Yueheng Sun, Meishan Zhang

Generative Multi-hop Retrieval

Hyunji Lee, Sohee Yang, Hanseok Oh, Minjoon Seo

Numerical Optimizations for Weighted Low-rank Estimation on Language Models

Ting Hua, Yen-Chang Hsu, Felicity Wang, Qian Lou, Yilin Shen

Language Models of Code are Few-Shot Commonsense Learners

Aman Madaan, Shuyan Zhou, Uri Alon, Yiming Yang, Graham Neubig

Geographic Citation Gaps in NLP Research

Mukund Rungta, Janvijay Singh, Saif M. Mohammad, Diyi Yang

How well can Text-to-Image Generative Models understand Ethical Natural Language Interventions?

Hritik Bansal, Da Yin, Masoud Monajatipoor, Kai-Wei Chang

Prompt-Based Meta-Learning For Few-shot Text Classification

Haoxing Zhang, Xiaofeng Zhang, Haibo Huang, Lei Yu

PLM-based World Models for Text-based Games

Minsoo Kim, Yeonjoon Jung, Dohyeon Lee, Seung-won Hwang

Fine-grained Category Discovery under Coarse-grained supervision with Hierarchical Weighted Self-contrastive Learning

Wenbin An, Feng Tian, Ping Chen, Siliang Tang, Qinghua Zheng

Tracing Semantic Variation in Slang

Zhewei Sun, Yang Xu

DANLI: Deliberative Agent for Following Natural Language Instructions

Yichi Zhang, Jianing Yang, Jiayi Pan, Shane Storks, Nikhil Devraj

Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations

Jaehun Jung, LIANHUI Qin, Sean Welleck, Faeze Brahman, Chandra Bhagavatula

Successive Prompting for Decomposing Complex Questions

Dheeru Dua, Shivanshu Gupta, Sameer Singh, Matt Gardner

Affective Idiosyncratic Responses to Music

Sky CH-Wang, Evan Li, Oliver Li, Smaranda Muresan, Zhou Yu

Using Commonsense Knowledge to Answer Why-Questions

Yash Kumar Lal, Niket Tandon, Tanvi Aggarwal, Horace Liu, Nathanael Chambers

Z-LaVI: Zero-Shot Language Solver Fueled by Visual Imagination

Yue Yang, Wenlin Yao, Hongming Zhang, Xiaoyang Wang, Dong Yu

Multilingual Machine Translation with Hyper-Adapters

Christos Baziotis, Mikel Artetxe, James Cross, Shruti Bhosale

MetaASSIST: Robust Dialogue State Tracking with Meta Learning

Fanghua Ye, Xi Wang, Jie Huang, Shenghui Li, Samuel Stern

SQuALITY: Building a Long-Document Summarization Dataset the Hard Way

Alex Wang, Richard Yuanzhe Pang, Angelica Chen, Jason Phang, Samuel R. Bowman

Deconfounding Legal Judgment Prediction for European Court of Human Rights Cases Towards Better Alignment with Experts

Santosh T.y.s.s, Shanshan Xu, Oana Ichim, Matthias Grabmair

Zero-Shot Text Classification with Self-Training

Ariel Gera, Alon Halfon, Eyal Shnarch, Yotam Perlitz, Liat Ein-Dor

Curriculum Prompt Learning with Self-Training for Abstractive Dialogue Summarization

Changqun Li, Linlin Wang, Xin lin, Gerard de Melo, Liang He

Fine-grained Contrastive Learning for Relation Extraction

William Hogan, Jiacheng Li, Jingbo Shang

Topic-Regularized Authorship Representation Learning

Jitkapat Sawatphol, Nonthakit Chaiwong, Can Udomcharoenchaikit, Sarana Nutanong

Multilingual Relation Classification via Efficient and Effective Prompting

Yuxuan Chen, David Harbecke, Leonhard Hennig

ELMER: A Non-Autoregressive Pre-trained Language Model for Efficient and Effective Text Generation

Junyi Li, Tianyi Tang, Wayne Xin Zhao, Jian-Yun Nie, Ji-Rong Wen

A Distributional Lens for Multi-Aspect Controllable Text Generation

Yuxuan Gu, Xiaocheng Feng, Sicheng Ma, Lingyuan Zhang, Heng Gong

Learning to Adapt to Low-Resource Paraphrase Generation

Zhigen Li, Yanmeng Wang, Rizhao Fan, Ye Wang, Jianfeng Li

Information-Transport-based Policy for Simultaneous Translation

Shaolei Zhang, Yang Feng

“Will You Find These Shortcuts?” A Protocol for Evaluating the Faithfulness of Input Salience Methods for Text Classification

Jasmijn Bastings, Sebastian Ebert, Polina Zablotskaia, Anders Sandholm, Katja Filippova

M2D2: A Massively Multi-Domain Language Modeling Dataset

Machel Reid, Victor Zhong, Suchin Gururangan, Luke Zettlemoyer

How Large Language Models are Transforming Machine-Paraphrase Plagiarism

Jan Philip Wahle, Terry Ruas, Frederic Kirstein, Bela Gipp

Entity Extraction in Low Resource Domains with Selective Pre-training of Large Language Models

Aniruddha Mahapatra, Sharmila Reddy Nangi, Aparna Garimella, Anandhavelu N

MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subevent Relation Extraction

Xiaozhi Wang, Yulin Chen, Ning Ding, Hao Peng, Zimu Wang

VIRT: Improving Representation-based Text Matching via Virtual Interaction

Dan Li, Yang Yang, Hongyin Tang, Jiahao Liu, Qifan Wang

Cross-document Event Coreference Search: Task, Dataset and Modeling

Alon Eirew, Avi Caciularu, Ido Dagan

DropMix: A Textual Data Augmentation Combining Dropout with Mixup

Fanshuang Kong, Richong Zhang, Xiaohui Guo, Samuel Mensah, Yongyi Mao