EMNLP 2022

2,056 papers

Algorithms for Weighted Pushdown Automata

Alexandra Butoi, Brian DuSell, Tim Vieira, Ryan Cotterell, David Chiang

Referee: Reference-Free Sentence Summarization with Sharper Controllability through Symbolic Knowledge Distillation

Melanie Sclar, Peter West, Sachin Kumar, Yulia Tsvetkov, Yejin Choi

Evaluating and Improving Factuality in Multimodal Abstractive Summarization

David Wan, Mohit Bansal

RobustLR: A Diagnostic Benchmark for Evaluating Logical Robustness of Deductive Reasoners

Soumya Sanyal, Zeyi Liao, Xiang Ren

MEE: A Novel Multilingual Event Extraction Dataset

Amir Pouran Ben Veyseh, Javid Ebrahimi, Franck Dernoncourt, Thien Nguyen

Debiasing Pretrained Text Encoders by Paying Attention to Paying Attention

Yacine Gaci, Boualem Benatallah, Fabio Casati, Khalid Benabdeslem

Empowering Language Models with Knowledge Graph Reasoning for Open-Domain Question Answering

Ziniu Hu, Yichong Xu, Wenhao Yu, Shuohang Wang, Ziyi Yang

DEMETR: Diagnosing Evaluation Metrics for Translation

Marzena Karpinska, Nishant Raj, Katherine Thai, Yixiao Song, Ankita Gupta

The Aligned Multimodal Movie Treebank: An audio, video, dependency-parse treebank

Adam Yaari, Jan DeWitt, Henry Hu, Bennett Stankovits, Sue Felshin

Automatic Document Selection for Efficient Encoder Pretraining

Yukun Feng, Patrick Xia, Benjamin Van Durme, João Sedoc

Perturbation Augmentation for Fairer NLP

Rebecca Qian, Candace Ross, Jude Fernandes, Eric Michael Smith, Douwe Kiela

Knowledge Transfer from Answer Ranking to Answer Generation

Matteo Gabburo, Rik Koncel-Kedziorski, Siddhant Garg, Luca Soldaini, Alessandro Moschitti

Towards Teachable Reasoning Systems: Using a Dynamic Memory of User Feedback for Continual System Improvement

Bhavana Dalvi Mishra, Oyvind Tafjord, Peter Clark

Analogical Math Word Problems Solving with Enhanced Problem-Solution Association

Zhenwen Liang, Jipeng Zhang, Xiangliang Zhang

Why Do You Feel This Way? Summarizing Triggers of Emotions in Social Media Posts

Hongli Zhan, Tiberiu Sosea, Cornelia Caragea, Junyi Jessy Li

arXivEdits: Understanding the Human Revision Process in Scientific Writing

Chao Jiang, Wei Xu, Samuel Stevens

Exploring Dual Encoder Architectures for Question Answering

Zhe Dong, Jianmo Ni, Dan Bikel, Enrique Alfonseca, Yuan Wang

Weakly-Supervised Temporal Article Grounding

Long Chen, Yulei Niu, Brian Chen, Xudong Lin, Guangxing Han

Unsupervised Entity Linking with Guided Summarization and Multiple-Choice Selection

Young Min Cho, Li Zhang, Chris Callison-Burch

Dungeons and Dragons as a Dialog Challenge for Artificial Intelligence

Chris Callison-Burch, Gaurav Singh Tomar, Lara J. Martin, Daphne Ippolito, Suma Bailis

ALFRED-L: Investigating the Role of Language for Action Learning in Interactive Visual Environments

Arjun Akula, Spandana Gella, Aishwarya Padmakumar, Mahdi Namazifar, Mohit Bansal

Don’t Copy the Teacher: Data and Model Challenges in Embodied Dialogue

So Yeon Min, Hao Zhu, Ruslan Salakhutdinov, Yonatan Bisk

Learning Cross-Task Dependencies for Joint Extraction of Entities, Events, Event Arguments, and Relations

Minh Van Nguyen, Bonan Min, Franck Dernoncourt, Thien Nguyen

A Survey of Computational Framing Analysis Approaches

Mohammad Ali, Naeemul Hassan

Entropy- and Distance-Based Predictors From GPT-2 Attention Patterns Predict Reading Times Over and Above GPT-2 Surprisal

Byung-Doh Oh, William Schuler

Improving Large-scale Paraphrase Acquisition and Generation

Yao Dou, Chao Jiang, Wei Xu

Overcoming Catastrophic Forgetting in Zero-Shot Cross-Lingual Generation

Tu Vu, Aditya Barua, Brian Lester, Daniel Cer, Mohit Iyyer

Calibrating Student Models for Emotion-related Tasks

Mahshid Hosseini, Cornelia Caragea

CN-AutoMIC: Distilling Chinese Commonsense Knowledge from Pretrained Language Models

Chenhao Wang, Jiachun Li, Yubo Chen, Kang Liu, Jun Zhao

Semantic Novelty Detection and Characterization in Factual Text Involving Named Entities

Nianzu Ma, Sahisnu Mazumder, Alexander Politowicz, Bing Liu, Eric Robertson

Understanding ME? Multimodal Evaluation for Fine-grained Visual Commonsense

Zhecan Wang, Haoxuan You, Yicheng He, Wenhao Li, Kai-Wei Chang

“I’m sorry to hear that”: Finding New Biases in Language Models with a Holistic Descriptor Dataset

Eric Michael Smith, Melissa Hall, Melanie Kambadur, Eleonora Presani, Adina Williams

Evaluating the Impact of Model Scale for Compositional Generalization in Semantic Parsing

Linlu Qiu, Peter Shaw, Panupong Pasupat, Tianze Shi, Jonathan Herzig

Improving Factual Consistency in Summarization with Compression-Based Post-Editing

Alex Fabbri, Prafulla Kumar Choubey, Jesse Vig, Chien-Sheng Wu, Caiming Xiong

Active Example Selection for In-Context Learning

Yiming Zhang, Shi Feng, Chenhao Tan

English Contrastive Learning Can Learn Universal Cross-lingual Sentence Embeddings

Yaushian Wang, Ashley Wu, Graham Neubig

Sequence Models for Document Structure Identification in an Undeciphered Script

Logan Born, M. Monroe, Kathryn Kelley, Anoop Sarkar

Intriguing Properties of Compression on Multilingual Models

Kelechi Ogueji, Orevaoghene Ahia, Gbemileke Onilude, Sebastian Gehrmann, Sara Hooker

Detecting Label Errors by Using Pre-Trained Language Models

Derek Chong, Jenny Hong, Christopher Manning

Are representations built from the ground up? An empirical examination of local composition in language models

Emmy Liu, Graham Neubig

Few-shot Learning with Multilingual Generative Language Models

Xi Victoria Lin, Todor Mihaylov, Mikel Artetxe, Tianlu Wang, Shuohui Chen

ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples

Yilun Zhao, Linyong Nan, Zhenting Qi, Rui Zhang, Dragomir Radev

Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking

Tim Baumgärtner, Leonardo F. R. Ribeiro, Nils Reimers, Iryna Gurevych

Towards Inter-character Relationship-driven Story Generation

Anvesh Rao Vijjini, Faeze Brahman, Snigdha Chaturvedi

A Major Obstacle for NLP Research: Let’s Talk about Time Allocation!

Katharina Kann, Shiran Dudy, Arya D. McCarthy

Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering

Jiacheng Liu, Skyler Hallinan, Ximing Lu, Pengfei He, Sean Welleck

Hierarchical Multi-Label Classification of Scientific Documents

Mobashir Sadat, Cornelia Caragea

Argument Mining for Review Helpfulness Prediction

Zaiqian Chen, Daniel Verdi do Amarante, Jenna Donaldson, Yohan Jo, Joonsuk Park

Distilled Dual-Encoder Model for Vision-Language Understanding

Zekun Wang, Wenhui Wang, Haichao Zhu, Ming Liu, Bing Qin

On Parsing as Tagging

Afra Amini, Ryan Cotterell

RAPO: An Adaptive Ranking Paradigm for Bilingual Lexicon Induction

Zhoujin Tian, Chaozhuo Li, Shuo Ren, Zhiqiang Zuo, Zengxuan Wen

Uni-Parser: Unified Semantic Parser for Question Answering on Knowledge Base and Database

Ye Liu, Semih Yavuz, Rui Meng, Dragomir Radev, Caiming Xiong

Extending Logic Explained Networks to Text Classification

Rishabh Jain, Gabriele Ciravegna, Pietro Barbiero, Francesco Giannini, Davide Buffelli

PromptBERT: Improving BERT Sentence Embeddings with Prompts

Ting Jiang, Jian Jiao, Shaohan Huang, Zihan Zhang, Deqing Wang

T-STAR: Truthful Style Transfer using AMR Graph as Intermediate Representation

Anubhav Jangra, Preksha Nema, Aravindan Raghuveer

Decoding a Neural Retriever’s Latent Space for Query Suggestion

Leonard Adolphs, Michelle Chen Huebscher, Christian Buck, Sertan Girgin, Olivier Bachem

ArtELingo: A Million Emotion Annotations of WikiArt with Emphasis on Diversity over Language and Culture

Youssef Mohamed, Mohamed Abdelfattah, Shyma Alhuwaider, Feifan Li, Xiangliang Zhang

Towards Opening the Black Box of Neural Machine Translation: Source and Target Interpretations of the Transformer

Javier Ferrando, Gerard I. Gállego, Belen Alastruey, Carlos Escolano, Marta R. Costa-jussà

CONDAQA: A Contrastive Reading Comprehension Dataset for Reasoning about Negation

Abhilasha Ravichander, Matt Gardner, Ana Marasović

AfriCLIRMatrix: Enabling Cross-Lingual Information Retrieval for African Languages

Odunayo Ogundepo, Xinyu Zhang, Shuo Sun, Kevin Duh, Jimmy Lin

Dealing with Abbreviations in the Slovenian Biographical Lexicon

Angel Daza, Antske Fokkens, Tomaž Erjavec

Measuring the Mixing of Contextual Information in the Transformer

Javier Ferrando, Gerard I. Gállego, Marta R. Costa-jussà

POQue: Asking Participant-specific Outcome Questions for a Deeper Understanding of Complex Events

Sai Vallurupalli, Sayontan Ghosh, Katrin Erk, Niranjan Balasubramanian, Francis Ferraro

EDIN: An End-to-end Benchmark and Pipeline for Unknown Entity Discovery and Indexing

Nora Kassner, Fabio Petroni, Mikhail Plekhanov, Sebastian Riedel, Nicola Cancedda

Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing

Nan Xu, Fei Wang, Bangzheng Li, Mingtao Dong, Muhao Chen

Disentangling Uncertainty in Machine Translation Evaluation

Chrysoula Zerva, Taisiya Glushkova, Ricardo Rei, André F. T. Martins

Bloom Library: Multimodal Datasets in 300+ Languages for a Variety of Downstream Tasks

Colin Leong, Joshua Nemecek, Jacob Mansdorfer, Anna Filighera, Abraham Owodunni

Unsupervised Opinion Summarisation in the Wasserstein Space

Jiayu Song, Iman Munire Bilal, Adam Tsakalidis, Rob Procter, Maria Liakata

Generalizing over Long Tail Concepts for Medical Term Normalization

Beatrice Portelli, Simone Scaboro, Enrico Santus, Hooman Sedghamiz, Emmanuele Chersoni

Beyond prompting: Making Pre-trained Language Models Better Zero-shot Learners by Clustering Representations

Yu Fei, Zhao Meng, Ping Nie, Roger Wattenhofer, Mrinmaya Sachan

Contrastive Learning with Expectation-Maximization for Weakly Supervised Phrase Grounding

Keqin Chen, Richong Zhang, Samuel Mensah, Yongyi Mao

Predicting Prerequisite Relations for Unseen Concepts

Yaxin Zhu, Hamed Zamani

IRRGN: An Implicit Relational Reasoning Graph Network for Multi-turn Response Selection

Jingcheng Deng, Hengwei Dai, Xuewei Guo, Yuanchen Ju, Wei Peng

TranSHER: Translating Knowledge Graph Embedding with Hyper-Ellipsoidal Restriction

Yizhi Li, Wei Fan, Chao Liu, Chenghua Lin, Jiang Qian

Multimodal Robustness for Neural Machine Translation

Yuting Zhao, Ioan Calapodescu

Towards Summary Candidates Fusion

Mathieu Ravaut, Shafiq Joty, Nancy Chen

Revisiting DocRED - Addressing the False Negative Problem in Relation Extraction

Qingyu Tan, Lu Xu, Lidong Bing, Hwee Tou Ng, Sharifah Mahani Aljunied

ACENet: Attention Guided Commonsense Reasoning on Hybrid Knowledge Graph

Chuzhan Hao, Minghui Xie, Peng Zhang

A Sequential Flow Control Framework for Multi-hop Knowledge Base Question Answering

Minghui Xie, Chuzhan Hao, Peng Zhang

ConNER: Consistency Training for Cross-lingual Named Entity Recognition

Ran Zhou, Xin Li, Lidong Bing, Erik Cambria, Luo Si

IELM: An Open Information Extraction Benchmark for Pre-Trained Language Models

Chenguang Wang, Xiao Liu, Dawn Song

Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection

Pantea Haghighatkhah, Antske Fokkens, Pia Sommerauer, Bettina Speckmann, Kevin Verbeek

ConsistTL: Modeling Consistency in Transfer Learning for Low-Resource Neural Machine Translation

Zhaocong Li, Xuebo Liu, Derek F. Wong, Lidia S. Chao, Min Zhang

Learning to Explain Selectively: A Case Study on Question Answering

Shi Feng, Jordan Boyd-Graber

TextFusion: Privacy-Preserving Pre-trained Model Inference via Token Fusion

Xin Zhou, Jinzhu Lu, Tao Gui, Ruotian Ma, Zichu Fei

SMaLL-100: Introducing Shallow Multilingual Machine Translation Model for Low-Resource Languages

Alireza Mohammadshahi, Vassilina Nikoulina, Alexandre Berard, Caroline Brun, James Henderson

Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks

FatemehSadat Mireshghallah, Kartik Goyal, Archit Uniyal, Taylor Berg-Kirkpatrick, Reza Shokri

Efficient Adversarial Training with Robust Early-Bird Tickets

Zhiheng Xi, Rui Zheng, Tao Gui, Qi Zhang, Xuanjing Huang

Towards Better Document-level Relation Extraction via Iterative Inference

Liang Zhang, Jinsong Su, Yidong Chen, Zhongjian Miao, Min Zijun

Algorithms for Acyclic Weighted Finite-State Automata with Failure Arcs

Anej Svete, Benjamin Dayan, Ryan Cotterell, Tim Vieira, Jason Eisner

ASQA: Factoid Questions Meet Long-Form Answers

Ivan Stelmakh, Yi Luan, Bhuwan Dhingra, Ming-Wei Chang

Character-centric Story Visualization via Visual Planning and Token Alignment

Hong Chen, Rujun Han, Te-Lin Wu, Hideki Nakayama, Nanyun Peng

Natural Language Deduction with Incomplete Information

Zayne Sprague, Kaj Bostrom, Swarat Chaudhuri, Greg Durrett

Hierarchical Phrase-Based Sequence-to-Sequence Learning

bailin wang, Ivan Titov, Jacob Andreas, Yoon Kim

Towards Table-to-Text Generation with Pretrained Language Model: A Table Structure Understanding and Text Deliberating Approach

Miao Chen, Xinjiang Lu, Tong Xu, Yanyan Li, Zhou Jingbo

Rethinking Multi-Modal Alignment in Multi-Choice VideoQA from Feature and Sample Perspectives

Shaoning Xiao, Long Chen, Kaifeng Gao, Zhao Wang, Yi Yang

Multitask Instruction-based Prompting for Fallacy Recognition

Tariq Alhindi, Tuhin Chakrabarty, Elena Musi, Smaranda Muresan

GPS: Genetic Prompt Search for Efficient Few-Shot Learning

Hanwei Xu, Yujun Chen, Yulun Du, Nan Shao, Wang Yanggang

Generate, Discriminate and Contrast: A Semi-Supervised Sentence Representation Learning Framework

Yiming Chen, Yan Zhang, Bin Wang, Zuozhu Liu, Haizhou Li

FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information

Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han