EMNLP 2022

2,056 papers

Boosting Natural Language Generation from Instructions with Meta-Learning

Budhaditya Deb, Ahmed Hassan Awadallah, Guoqing Zheng

Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding

Rishabh Bhardwaj, Amrita Saha, Steven C.H. Hoi, Soujanya Poria

Improving Event Coreference Resolution Using Document-level and Topic-level Information

Sheng Xu, Peifeng Li, Qiaoming Zhu

Increasing Visual Awareness in Multimodal Neural Machine Translation from an Information Theoretic Perspective

Baijun Ji, Tong Zhang, Yicheng Zou, Bojie Hu, Si Shen

Synergy with Translation Artifacts for Training and Inference in Multilingual Tasks

Jaehoon Oh, Jongwoo Ko, Se-Young Yun

Exploring Mode Connectivity for Pre-trained Language Models

Yujia Qin, Cheng Qian, Jing Yi, Weize Chen, Yankai Lin

Understanding and Improving Knowledge Distillation for Quantization Aware Training of Large Transformer Encoders

Minsoo Kim, Sihwa Lee, Suk-Jin Hong, Du-Seong Chang, Jungwook Choi

META-GUI: Towards Multi-modal Conversational Agents on Mobile GUI

Liangtai Sun, Xingyu Chen, Lu Chen, Tianle Dai, Zichen Zhu

DEER: Descriptive Knowledge Graph for Explaining Entity Relationships

Jie Huang, Kerui Zhu, Kevin Chen-Chuan Chang, Jinjun Xiong, Wen-Mei Hwu

Exploration of the Usage of Color Terms by Color-blind Participants in Online Discussion Platforms

Ella Rabinovich, Boaz Carmeli

ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts

Akari Asai, Mohammadreza Salehi, Matthew Peters, Hannaneh Hajishirzi

Reduce Catastrophic Forgetting of Dense Retrieval Training with Teleportation Negatives

Si Sun, Chenyan Xiong, Yue Yu, Arnold Overwijk, Zhiyuan Liu

Tiny-Attention Adapter: Contexts Are More Important Than the Number of Parameters

Hongyu Zhao, Hao Tan, Hongyuan Mei

Textual Manifold-based Defense Against Natural Language Adversarial Examples

Dang Nguyen Minh, Anh Tuan Luu

Towards Unifying Reference Expression Generation and Comprehension

Duo Zheng, Tao Kong, Ya Jing, Jiaan Wang, Xiaojie Wang

G-MAP: General Memory-Augmented Pre-trained Language Model for Domain Tasks

Zhongwei Wan, Yichun Yin, Wei Zhang, Jiaxin Shi, Lifeng Shang

ADDMU: Detection of Far-Boundary Adversarial Examples with Data and Model Uncertainty Estimation

Fan Yin, Yao Li, Cho-jui Hsieh, Kai-Wei Chang

Teaching Broad Reasoning Skills for Multi-Step QA by Generating Hard Contexts

Harsh Trivedi, Niranjan Balasubramanian, Tushar Khot, Ashish Sabharwal

Cascading Biases: Investigating the Effect of Heuristic Annotation Strategies on Data and Models

Chaitanya Malaviya, Sudeep Bhatia, Mark Yatskar

Title2Event: Benchmarking Open Event Extraction with a Large-scale Chinese Title Dataset

Haolin Deng, Yanan Zhang, Yangfan Zhang, Wangyang Ying, Changlong Yu

Attention and Edge-Label Guided Graph Convolutional Networks for Named Entity Recognition

Renjie Zhou, Zhongyi Xie, Jian Wan, Jilin Zhang, Yong Liao

Boundary-Driven Table-Filling for Aspect Sentiment Triplet Extraction

Yice Zhang, Yifan Yang, Yihui Li, Bin Liang, Shiwei Chen

Breaking the Representation Bottleneck of Chinese Characters: Neural Machine Translation with Stroke Sequence Modeling

Zhijun Wang, Xuebo Liu, Min Zhang

Retrofitting Multilingual Sentence Embeddings with Abstract Meaning Representation

Deng Cai, Xin Li, Jackie Chun-Sing Ho, Lidong Bing, Wai Lam

Video Question Answering: Datasets, Algorithms and Challenges

Yaoyao Zhong, Wei Ji, Junbin Xiao, Yicong Li, Weihong Deng

ReCo: Reliable Causal Chain Reasoning via Structural Causal Recurrent Neural Networks

Kai Xiong, Xiao Ding, Zhongyang Li, Li Du, Ting Liu

Federated Model Decomposition with Private Vocabulary for Text Classification

Zhuo Zhang, Xiangjing Hu, Lizhen Qu, Qifan Wang, Zenglin Xu

ULN: Towards Underspecified Vision-and-Language Navigation

Weixi Feng, Tsu-Jui Fu, Yujie Lu, William Yang Wang

Improving Temporal Generalization of Pre-trained Language Models with Lexical Semantic Change

Zhaochen Su, Zecheng Tang, Xinyan Guan, Lijun Wu, Min Zhang

Open-Domain Sign Language Translation Learned from Online Video

Bowen Shi, Diane Brentari, Gregory Shakhnarovich, Karen Livescu

Factorizing Content and Budget Decisions in Abstractive Summarization of Long Documents

Marcio Fonseca, Yftah Ziser, Shay B. Cohen

Just Fine-tune Twice: Selective Differential Privacy for Large Language Models

Weiyan Shi, Ryan Shea, Si Chen, Chiyuan Zhang, Ruoxi Jia

Modeling Consistency Preference via Lexical Chains for Document-level Neural Machine Translation

Xinglin Lyu, Junhui Li, Shimin Tao, Hao Yang, Ying Qin

R-TeaFor: Regularized Teacher-Forcing for Abstractive Summarization

Guan-Yu Lin, Pu-Jen Cheng

A Span-based Multimodal Variational Autoencoder for Semi-supervised Multimodal Named Entity Recognition

Baohang Zhou, Ying Zhang, Kehui Song, Wenya Guo, Guoqing Zhao

ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering

Zhiyu Chen, Shiyang Li, Charese Smiley, Zhiqiang Ma, Sameena Shah

Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation

Peiyi Wang, Yifan Song, Tianyu Liu, Binghuai Lin, Yunbo Cao

Bi-Directional Iterative Prompt-Tuning for Event Argument Extraction

Lu Dai, Bang Wang, Wei Xiang, Yijun Mo

TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models

Joel Jang, Seonghyeon Ye, Changho Lee, Sohee Yang, Joongbo Shin

Simple Questions Generate Named Entity Recognition Datasets

Hyunjae Kim, Jaehyo Yoo, Seunghyun Yoon, Jinhyuk Lee, Jaewoo Kang

CEFR-Based Sentence Difficulty Annotation and Assessment

Yuki Arase, Satoru Uchida, Tomoyuki Kajiwara

Bernice: A Multilingual Pre-trained Encoder for Twitter

Alexandra DeLucia, Shijie Wu, Aaron Mueller, Carlos Aguirre, Philip Resnik

A Survey of Active Learning for Natural Language Processing

Zhisong Zhang, Emma Strubell, Eduard Hovy

Transfer Learning with Synthetic Corpora for Spatial Role Labeling and Reasoning

Roshanak Mirzaee, Parisa Kordjamshidi

AX-MABSA: A Framework for Extremely Weakly Supervised Multi-label Aspect Based Sentiment Analysis

Sabyasachi Kamila, Walid Magdy, Sourav Dutta, MingXue Wang

Natural Logic-guided Autoregressive Multi-hop Document Retrieval for Fact Verification

Rami Aly, Andreas Vlachos

Fine-tuned Language Models are Continual Learners

Thomas Scialom, Tuhin Chakrabarty, Smaranda Muresan

Salience Allocation as Guidance for Abstractive Summarization

Fei Wang, Kaiqiang Song, Hongming Zhang, Lifeng Jin, SangWoo Cho

Leveraging Locality in Abstractive Text Summarization

Yixin Liu, Ansong Ni, Linyong Nan, Budhaditya Deb, Chenguang Zhu

BERT in Plutarch’s Shadows

Ivan P. Yamshchikov, Alexey Tikhonov, Yorgos Pantis, Charlotte Schubert, Jürgen Jost

The Authenticity Gap in Human Evaluation

Kawin Ethayarajh, Dan Jurafsky

Adversarial Concept Erasure in Kernel Space

Shauli Ravfogel, Francisco Vargas, Yoav Goldberg, Ryan Cotterell

IsoVec: Controlling the Relative Isomorphism of Word Embedding Spaces

Kelly Marchisio, Neha Verma, Kevin Duh, Philipp Koehn

NewsClaims: A New Benchmark for Claim Detection from News with Attribute Knowledge

Revanth Gangi Reddy, Sai Chetan Chinthakindi, Zhenhailong Wang, Yi Fung, Kathryn Conger

Transformer-based Entity Typing in Knowledge Graphs

Zhiwei Hu, Víctor Gutiérrez-Basulto, Zhiliang Xiang, Ru Li, Jeff Pan

Syntactically Rich Discriminative Training: An Effective Method for Open Information Extraction

Frank Mtumbuka, Thomas Lukasiewicz

Toward the Limitation of Code-Switching in Cross-Lingual Transfer

Yukun Feng, Feng Li, Philipp Koehn

Mutual Information Alleviates Hallucinations in Abstractive Summarization

Liam Van Der Poel, Ryan Cotterell, Clara Meister

A Framework for Adapting Pre-Trained Language Models to Knowledge Graph Completion

Justin Lovelace, Carolyn Rose

Missing Counter-Evidence Renders NLP Fact-Checking Unrealistic for Misinformation

Max Glockner, Yufang Hou, Iryna Gurevych

CTRLsum: Towards Generic Controllable Text Summarization

Junxian He, Wojciech Kryscinski, Bryan McCann, Nazneen Rajani, Caiming Xiong

InforMask: Unsupervised Informative Masking for Language Model Pretraining

Nafis Sadeq, Canwen Xu, Julian McAuley

GraphQ IR: Unifying the Semantic Parsing of Graph Query Languages with One Intermediate Representation

Lunyiu Nie, Shulin Cao, Jiaxin Shi, Jiuding Sun, Qi Tian

Leveraging Affirmative Interpretations from Negation Improves Natural Language Understanding

Md Mosharaf Hossain, Eduardo Blanco

LILA: A Unified Benchmark for Mathematical Reasoning

Swaroop Mishra, Matthew Finlayson, Pan Lu, Leonard Tang, Sean Welleck

T-Modules: Translation Modules for Zero-Shot Cross-Modal Machine Translation

Paul-Ambroise Duquenne, Hongyu Gong, Benoît Sagot, Holger Schwenk

BioReader: a Retrieval-Enhanced Text-to-Text Transformer for Biomedical Literature

Giacomo Frisoni, Miki Mizutani, Gianluca Moro, Lorenzo Valgimigli

How “Multi” is Multi-Document Summarization?

Ruben Wolhandler, Arie Cattan, Ori Ernst, Ido Dagan

AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning

Yaqing Wang, Sahaj Agarwal, Subhabrata Mukherjee, Xiaodong Liu, Jing Gao

Invariant Language Modeling

Maxime Peyrard, Sarvjeet Ghotra, Martin Josifoski, Vidhan Agarwal, Barun Patra

Questioning the Validity of Summarization Datasets and Improving Their Factual Consistency

Yanzhu Guo, Chloé Clavel, Moussa Kamal Eddine, Michalis Vazirgiannis

Controlled Text Reduction

Aviv Slobodkin, Paul Roit, Eran Hirsch, Ori Ernst, Ido Dagan

Dimension Reduction for Efficient Dense Retrieval via Conditional Autoencoder

Zhenghao Liu, Han Zhang, Chenyan Xiong, Zhiyuan Liu, Yu Gu

Data-Efficient Strategies for Expanding Hate Speech Detection into Under-Resourced Languages

Paul Röttger, Debora Nozza, Federico Bianchi, Dirk Hovy

Training Language Models with Memory Augmentation

Zexuan Zhong, Tao Lei, Danqi Chen

Borrowing Human Senses: Comment-Aware Self-Training for Social Media Multimodal Classification

Chunpu Xu, Jing Li

Rethinking the Authorship Verification Experimental Setups

Florin Brad, Andrei Manolache, Elena Burceanu, Antonio Barbalau, Radu Tudor Ionescu

Discovering Low-rank Subspaces for Language-agnostic Multilingual Representations

Zhihui Xie, Handong Zhao, Tong Yu, Shuai Li

SimQA: Detecting Simultaneous MT Errors through Word-by-Word Question Answering

HyoJung Han, Marine Carpuat, Jordan Boyd-Graber

OTSeq2Set: An Optimal Transport Enhanced Sequence-to-Set Model for Extreme Multi-label Text Classification

Jie Cao, Yin Zhang

PHEE: A Dataset for Pharmacovigilance Event Extraction from Text

Zhaoyue Sun, Jiazheng Li, Gabriele Pergola, Byron Wallace, Bino John

MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text

Wenhu Chen, Hexiang Hu, Xi Chen, Pat Verga, William Cohen

GHAN: Graph-Based Hierarchical Aggregation Network for Text-Video Retrieval

Yahan Yu, Bojie Hu, Yu Li

PLOG: Table-to-Logic Pretraining for Logical Table-to-Text Generation

Ao Liu, Haoyu Dong, Naoaki Okazaki, Shi Han, Dongmei Zhang

RACE: Retrieval-augmented Commit Message Generation

Ensheng Shi, Yanlin Wang, Wei Tao, Lun Du, Hongyu Zhang

Helping the Weak Makes You Strong: Simple Multi-Task Learning Improves Non-Autoregressive Translators

Xinyou Wang, Zaixiang Zheng, Shujian Huang

Investigating the Robustness of Natural Language Generation from Logical Forms via Counterfactual Samples

Chengyuan Liu, Leilei Gan, Kun Kuang, Fei Wu

TABS: Efficient Textual Adversarial Attack for Pre-trained NL Code Model Using Semantic Beam Search

YunSeok Choi, Hyojun Kim, Jee-Hyong Lee

Tiny-NewsRec: Effective and Efficient PLM-based News Recommendation

Yang Yu, Fangzhao Wu, Chuhan Wu, Jingwei Yi, Qi Liu

Towards Robust k-Nearest-Neighbor Machine Translation

Hui Jiang, Ziyao Lu, Fandong Meng, Chulun Zhou, Jie Zhou

Rethinking Style Transformer with Energy-based Interpretation: Adversarial Unsupervised Style Transfer using a Pretrained Model

Hojun Cho, Dohee Kim, Seungwoo Ryu, ChaeHun Park, Hyungjong Noh

SEEN: Structured Event Enhancement Network for Explainable Need Detection of Information Recall Assistance

You-En Lin, An-Zi Yen, Hen-Hsen Huang, Hsin-Hsi Chen

TeleMelody: Lyric-to-Melody Generation with a Template-Based Two-Stage Method

Zeqian Ju, Peiling Lu, Xu Tan, Rui Wang, Chen Zhang

Norm-based Noisy Corpora Filtering and Refurbishing in Neural Machine Translation

Yu Lu, Jiajun Zhang

An Anchor-based Relative Position Embedding Method for Cross-Modal Tasks

Ya Wang, Xingwu Sun, Lian Fengzong, Zhanhui Kang, Chengzhong Xu Xu

Improving Machine Translation with Phrase Pair Injection and Corpus Filtering

Akshay Batheja, Pushpak Bhattacharyya

IndicNLG Benchmark: Multilingual Datasets for Diverse NLG Tasks in Indic Languages

Aman Kumar, Himani Shrotriya, Prachi Sahu, Amogh Mishra, Raj Dabre

Affective Knowledge Enhanced Multiple-Graph Fusion Networks for Aspect-based Sentiment Analysis

Siyu Tang, Heyan Chai, Ziyi Yao, Ye Ding, Cuiyun Gao

Pair-Based Joint Encoding with Relational Graph Convolutional Networks for Emotion-Cause Pair Extraction

Junlong Liu, Xichen Shang, Qianli Ma

DuReader-Retrieval: A Large-scale Chinese Benchmark for Passage Retrieval from Web Search Engine

Yifu Qiu, Hongyu Li, Yingqi Qu, Ying Chen, Qiaoqiao She