EMNLP 2022

2,056 papers

Multilingual Sentence Transformer as A Multilingual Word Aligner

Weikang Wang, Guanhua Chen, Hanqing Wang, Yue Han, Yun Chen

Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization

Dongmin Hyun, Xiting Wang, Chayoung Park, Xing Xie, Hwanjo Yu

DebiasGAN: Eliminating Position Bias in News Recommendation with Adversarial Learning

Chuhan Wu, Fangzhao Wu, Xiangnan He, Yongfeng Huang

“I Know Who You Are”: Character-Based Features for Conversational Humor Recognition in Chinese

Wenbo Shang, Jiangjiang Zhao, Zezhong Wang, Binyang Li, Fangchun Yang

Mitigating Covertly Unsafe Text within Natural Language Systems

Alex Mei, Anisha Kabir, Sharon Levy, Melanie Subbiah, Emily Allaway

CheckHARD: Checking Hard Labels for Adversarial Text Detection, Prediction Correction, and Perturbed Word Suggestion

Hoang-Quoc Nguyen-Son, Huy Quang Ung, Seira Hidano, Kazuhide Fukushima, Shinsaku Kiyomoto

Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes

Kaige Xie, Sarah Wiegreffe, Mark Riedl

Towards Intelligent Clinically-Informed Language Analyses of People with Bipolar Disorder and Schizophrenia

Ankit Aich, Avery Quynh, Varsha Badal, Amy Pinkham, Philip Harvey

MANTa: Efficient Gradient-Based Tokenization for End-to-End Robust Language Modeling

Nathan Godey, Roman Castagné, Éric de la Clergerie, Benoît Sagot

Do Text-to-Text Multi-Task Learners Suffer from Task Conflict?

David Mueller, Nicholas Andrews, Mark Dredze

Accelerating Learned Sparse Indexes Via Term Impact Decomposition

Joel Mackenzie, Antonio Mallia, Alistair Moffat, Matthias Petri

Re-Examining Calibration: The Case of Question Answering

Chenglei Si, Chen Zhao, Sewon Min, Jordan Boyd-Graber

Probing for Incremental Parse States in Autoregressive Language Models

Tiwalayo Eisape, Vineet Gangireddy, Roger Levy, Yoon Kim

Is NLP Ready for Standardization?

Lauriane Aufrant

Self-training with Two-phase Self-augmentation for Few-shot Dialogue Generation

Wanyu Du, Hanjie Chen, Yangfeng Ji

SpaBERT: A Pretrained Language Model from Geographic Data for Geo-Entity Representation

Zekun Li, Jina Kim, Yao-Yi Chiang, Muhao Chen

Conditional Supervised Contrastive Learning for Fair Text Classification

Jianfeng Chi, William Shand, Yaodong Yu, Kai-Wei Chang, Han Zhao

Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity

Dennis Ulmer, Jes Frellsen, Christian Hardmeier

Few-Shot Anaphora Resolution in Scientific Protocols via Mixtures of In-Context Experts

Nghia T. Le, Fan Bai, Alan Ritter

Experimental Standards for Deep Learning in Natural Language Processing Research

Dennis Ulmer, Elisa Bassignana, Max Müller-Eberstein, Daniel Varab, Mike Zhang

The challenges of temporal alignment on Twitter during crises

Aniket Pramanick, Tilman Beck, Kevin Stowe, Iryna Gurevych

On Advances in Text Generation from Images Beyond Captioning: A Case Study in Self-Rationalization

Shruti Palaskar, Akshita Bhagia, Yonatan Bisk, Florian Metze, Alan W Black

In-Context Learning for Few-Shot Dialogue State Tracking

Yushi Hu, Chia-Hsuan Lee, Tianbao Xie, Tao Yu, Noah A. Smith

Prompt Consistency for Zero-Shot Task Generalization

Chunting Zhou, Junxian He, Xuezhe Ma, Taylor Berg-Kirkpatrick, Graham Neubig

Partially-Random Initialization: A Smoking Gun for Binarization Hypothesis of BERT

Arash Ardakani

On the Curious Case of l2 norm of Sense Embeddings

Yi Zhou, Danushka Bollegala

Eliciting and Understanding Cross-task Skills with Task-level Mixture-of-Experts

Qinyuan Ye, Juan Zha, Xiang Ren

Inferring Implicit Relations in Complex Questions with Language Models

Uri Katz, Mor Geva, Jonathan Berant

Chaining Simultaneous Thoughts for Numerical Reasoning

Zhihong Shao, Fei Huang, Minlie Huang

BanglaRQA: A Benchmark Dataset for Under-resourced Bangla Language Reading Comprehension-based Question Answering with Diverse Question-Answer Types

Syed Mohammed Sartaj Ekram, Adham Arik Rahman, Md. Sajid Altaf, Mohammed Saidul Islam, Mehrab Mustafy Rahman

Quadapter: Adapter for GPT-2 Quantization

Minseop Park, Jaeseong You, Markus Nagel, Simyung Chang

A Hierarchical N-Gram Framework for Zero-Shot Link Prediction

Mingchen Li, Junfan Chen, Samuel Mensah, Nikolaos Aletras, Xiulong Yang

TAPE: Assessing Few-shot Russian Language Understanding

Ekaterina Taktasheva, Tatiana Shavrina, Alena Fenogenova, Denis Shevelev, Nadezhda Katricheva

Understanding Social Media Cross-Modality Discourse in Linguistic Space

Chunpu Xu, Hanzhuo Tan, Jing Li, Piji Li

ReaRev: Adaptive Reasoning for Question Answering over Knowledge Graphs

Costas Mavromatis, George Karypis

Towards Tracing Knowledge in Language Models Back to the Training Data

Ekin Akyürek, Tolga Bolukbasi, Frederick Liu, Binbin Xiong, Ian Tenney

MAGMA – Multimodal Augmentation of Generative Models through Adapter-based Finetuning

Constantin Eichenberg, Sidney Black, Samuel Weinbach, Letitia Parcalabescu, Anette Frank

Visual Named Entity Linking: A New Dataset and A Baseline

Wen Sun, Yixing Fan, Jiafeng Guo, Ruqing Zhang, Xueqi Cheng

Label-Driven Denoising Framework for Multi-Label Few-Shot Aspect Category Detection

Fei Zhao, Yuchen Shen, Zhen Wu, Xinyu Dai

Event-Centric Question Answering via Contrastive Learning and Invertible Event Transformation

Junru Lu, Xingwei Tan, Gabriele Pergola, Lin Gui, Yulan He

PAUQ: Text-to-SQL in Russian

Daria Bakshandaeva, Oleg Somov, Ekaterina Dmitrieva, Vera Davydova, Elena Tutubalina

CodeExp: Explanatory Code Document Generation

Haotian Cui, Chenglong Wang, Junjie Huang, Jeevana Priya Inala, Todd Mytkowicz

Syntax-guided Localized Self-attention by Constituency Syntactic Distance

Shengyuan Hou, Jushi Kai, Haotian Xue, Bingyu Zhu, Bo Yuan

Assessing Non-autoregressive Alignment in Neural Machine Translation via Word Reordering

Chun-Hin Tse, Ester Leung, William K. Cheung

A Multi-Modal Knowledge Graph for Classical Chinese Poetry

Yuqing Li, Yuxin Zhang, Bin Wu, Ji-Rong Wen, Ruihua Song

AutoCAD: Automatically Generate Counterfactuals for Mitigating Shortcut Learning

Jiaxin Wen, Yeshuang Zhu, Jinchao Zhang, Jie Zhou, Minlie Huang

Using Developer Discussions to Guide Fixing Bugs in Software

Sheena Panthaplackel, Milos Gligoric, Junyi Jessy Li, Raymond Mooney

Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive Learning

Qian Li, Shafiq Joty, Daling Wang, Shi Feng, Yifei Zhang

Turning Fixed to Adaptive: Integrating Post-Evaluation into Simultaneous Machine Translation

Shoutao Guo, Shaolei Zhang, Yang Feng

Wait-info Policy: Balancing Source and Target at Information Level for Simultaneous Machine Translation

Shaolei Zhang, Shoutao Guo, Yang Feng

HARALD: Augmenting Hate Speech Data Sets with Real Data

Tal Ilan, Dan Vilenchik

Exploiting Labeled and Unlabeled Data via Transformer Fine-tuning for Peer-Review Score Prediction

Panitan Muangkammuen, Fumiyo Fukumoto, Jiyi Li, Yoshimi Suzuki

Snapshot-Guided Domain Adaptation for ELECTRA

Daixuan Cheng, Shaohan Huang, Jianfeng Liu, Yuefeng Zhan, Hao Sun

Summarizing Procedural Text: Data and Approach

Shen Gao, Haotong Zhang, Xiuying Chen, Rui Yan, Dongyan Zhao

Measurement Extraction with Natural Language Processing: A Review

Jan Göpfert, Patrick Kuckertz, Jann Weinand, Leander Kotzur, Detlef Stolten

SparseAdapter: An Easy Approach for Improving the Parameter-Efficiency of Adapters

Shwai He, Liang Ding, Daize Dong, Jeremy Zhang, Dacheng Tao

Social-aware Sparse Attention Network for Session-based Social Recommendation

Kai Ouyang, Xianghong Xu, Chen Tang, Wang Chen, Haitao Zheng

A Neural-Symbolic Approach to Natural Language Understanding

Zhixuan Liu, Zihao Wang, Yuan Lin, Hang Li

A Critical Reflection and Forward Perspective on Empathy and Natural Language Processing

Allison Lahnala, Charles Welch, David Jurgens, Lucie Flek

EdiT5: Semi-Autoregressive Text Editing with T5 Warm-Start

Jonathan Mallinson, Jakub Adamek, Eric Malmi, Aliaksei Severyn

Towards Generalizable and Robust Text-to-SQL Parsing

Chang Gao, Bowen Li, Wenxuan Zhang, Wai Lam, Binhua Li

Bitext Mining Using Distilled Sentence Representations for Low-Resource Languages

Kevin Heffernan, Onur Çelebi, Holger Schwenk

Scientific and Creative Analogies in Pretrained Language Models

Tamara Czinczoll, Helen Yannakoudakis, Pushkar Mishra, Ekaterina Shutova

No Word Embedding Model Is Perfect: Evaluating the Representation Accuracy for Social Bias in the Media

Maximilian Spliethöver, Maximilian Keiff, Henning Wachsmuth

Assisting the Human Fact-Checkers: Detecting All Previously Fact-Checked Claims in a Document

Shaden Shaar, Nikola Georgiev, Firoj Alam, Giovanni Da San Martino, Aisha Mohamed

CQR-SQL: Conversational Question Reformulation Enhanced Context-Dependent Text-to-SQL Parsers

Dongling Xiao, Linzheng Chai, Qian-Wen Zhang, Zhao Yan, Zhoujun Li

Self-Distillation with Meta Learning for Knowledge Graph Completion

Yunshui Li, Junhao Liu, Min Yang, Chengming Li

Are Large Pre-Trained Language Models Leaking Your Personal Information?

Jie Huang, Hanyin Shao, Kevin Chen-Chuan Chang

Can Language Models Serve as Temporal Knowledge Bases?

Ruilin Zhao, Feng Zhao, Guandong Xu, Sixiao Zhang, Hai Jin

MatRank: Text Re-ranking by Latent Preference Matrix

Jinwen Luo, Jiuding Yang, Weidong Guo, Chenglin Li, Di Niu

Long Text and Multi-Table Summarization: Dataset and Method

Shuaiqi Liu, Jiannong Cao, Ruosong Yang, Zhiyuan Wen

PM2F2N: Patient Multi-view Multi-modal Feature Fusion Networks for Clinical Outcome Prediction

Ying Zhang, Baohang Zhou, Kehui Song, Xuhui Sui, Guoqing Zhao

How sensitive are translation systems to extra contexts? Mitigating gender bias in Neural Machine Translation models through relevant contexts.

Shanya Sharma, Manan Dey, Koustuv Sinha

RedApt: An Adaptor for wav2vec 2 EncodingFaster and Smaller Speech Translation without Quality Compromise

Jinming Zhao, Hao Yang, Gholamreza Haffari, Ehsan Shareghi

Self-supervised Rewiring of Pre-trained Speech Encoders:Towards Faster Fine-tuning with Less Labels in Speech Processing

Hao Yang, Jinming Zhao, Gholamreza Haffari, Ehsan Shareghi

Not Just Plain Text! Fuel Document-Level Relation Extraction with Explicit Syntax Refinement and Subsentence Modeling

Zhichao Duan, Xiuxing Li, Zhenyu Li, Zhuo Wang, Jianyong Wang

DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents

Puneet Mathur, Mihir Goyal, Ramit Sawhney, Ritik Mathur, Jochen Leidner

Audience-Centric Natural Language Generation via Style Infusion

Samraj Moorjani, Adit Krishnan, Hari Sundaram, Ewa Maslowska, Aravind Sankar

FCGEC: Fine-Grained Corpus for Chinese Grammatical Error Correction

Lvxiaowei Xu, Jianwang Wu, Jiawei Peng, Jiayu Fu, Ming Cai

ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models

Jiannan Xiang, Zhengzhong Liu, Yucheng Zhou, Eric Xing, Zhiting Hu

MovieUN: A Dataset for Movie Understanding and Narrating

Qi Zhang, Zihao Yue, Anwen Hu, Ziheng Wang, Qin Jin

Extractive Summarization of Legal Decisions using Multi-task Learning and Maximal Marginal Relevance

Abhishek Agarwal, Shanshan Xu, Matthias Grabmair

Knowledge-augmented Self-training of A Question Rewriter for Conversational Knowledge Base Question Answering

Xirui Ke, Jing Zhang, Xin Lv, Yiqi Xu, Shulin Cao

DualNER: A Dual-Teaching framework for Zero-shot Cross-lingual Named Entity Recognition

Jiali Zeng, Yufan Jiang, Yongjing Yin, Xu Wang, Binghuai Lin

Doc2Bot: Accessing Heterogeneous Documents via Conversational Bots

Haomin Fu, Yeqin Zhang, Haiyang Yu, Jian Sun, Fei Huang

HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold

Ruihan Zhang, Wei Wei, Xian-Ling Mao, Rui Fang, Dangyang Chen

Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity Recognition

Youcheng Huang, Wenqiang Lei, Jie Fu, Jiancheng Lv

Do Language Models Understand Measurements?

Sungjin Park, Seungwoo Ryu, Edward Choi

Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding

Zhichao Yang, Shufan Wang, Bhanu Pratap Singh Rawat, Avijit Mitra, Hong Yu

Towards Explaining Subjective Ground of Individuals on Social Media

Younghun Lee, Dan Goldwasser

Evaluating the Faithfulness of Importance Measures in NLP by Recursively Masking Allegedly Important Tokens and Retraining

Andreas Madsen, Nicholas Meade, Vaibhav Adlakha, Siva Reddy

Hyperdecoders: Instance-specific decoders for multi-task NLP

Hamish Ivison, Matthew Peters

Language as a fingerprint: Self-supervised learning of user encodings using transformers

Roberta Rocca, Tal Yarkoni

Topic Taxonomy Expansion via Hierarchy-Aware Topic Phrase Generation

Dongha Lee, Jiaming Shen, Seonghyeon Lee, Susik Yoon, Hwanjo Yu

Learning to Perform Complex Tasks through Compositional Fine-Tuning of Language Models

Victor Bursztyn, David Demeter, Doug Downey, Larry Birnbaum

ComFact: A Benchmark for Linking Contextual Commonsense Knowledge

Silin Gao, Jena D. Hwang, Saya Kanno, Hiromi Wakaki, Yuki Mitsufuji

Adaptive Ranking-based Sample Selection for Weakly Supervised Class-imbalanced Text Classification

Linxin Song, Jieyu Zhang, Tianxiang Yang, Masayuki Goto

Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers

Jieyu Zhao, Xuezhi Wang, Yao Qin, Jilin Chen, Kai-Wei Chang

DialogueGAT: A Graph Attention Network for Financial Risk Prediction by Modeling the Dialogues in Earnings Conference Calls

Yunxin Sang, Yang Bao

Knowledge Graph Generation From Text

Igor Melnyk, Pierre Dognin, Payel Das