EMNLP 2021

1,847 papers

Text2Mol: Cross-Modal Molecule Retrieval with Natural Language Queries

Carl Edwards, ChengXiang Zhai, Heng Ji

Coarse2Fine: Fine-grained Text Classification on Coarsely-grained Annotated Data

Dheeraj Mekala, Varun Gangal, Jingbo Shang

Improving Sequence-to-Sequence Pre-training via Sequence Span Rewriting

Wangchunshu Zhou, Tao Ge, Canwen Xu, Ke Xu, Furu Wei

Open-domain clarification question generation without question examples

Julia White, Gabriel Poesia, Robert Hawkins, Dorsa Sadigh, Noah Goodman

Adversarial Scrubbing of Demographic Information for Text Classification

Somnath Basu Roy Chowdhury, Sayan Ghosh, Yiyuan Li, Junier Oliva, Shashank Srivastava

Mitigating Language-Dependent Ethnic Bias in BERT

Jaimeen Ahn, Alice Oh

Low Frequency Names Exhibit Bias and Overfitting in Contextualizing Language Models

Robert Wolfe, Aylin Caliskan

Multitask Semi-Supervised Learning for Class-Imbalanced Discourse Classification

Alexander Spangher, Jonathan May, Sz-Rung Shiang, Lingjia Deng

Inducing Stereotypical Character Roles from Plot Structure

Labiba Jahan, Rahul Mittal, Mark Finlayson

Event Coreference Data (Almost) for Free: Mining Hyperlinks from Online News

Michael Bugert, Iryna Gurevych

Automatically Exposing Problems with Neural Dialog Models

Dian Yu, Kenji Sagae

Graph Based Network with Contextualized Representations of Turns in Dialogue

Bongseok Lee, Yong Suk Choi

GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation

Derek Chen, Zhou Yu

Efficient Multi-Task Auxiliary Learning: Selecting Auxiliary Data by Feature Similarity

Po-Nien Kung, Sheng-Siang Yin, Yi-Cheng Chen, Tse-Hsuan Yang, Yun-Nung Chen

SOM-NCSCM : An Efficient Neural Chinese Sentence Compression Model Enhanced with Self-Organizing Map

Kangli Zi, Shi Wang, Yu Liu, Jicun Li, Yanan Cao

Few-Shot Text Generation with Natural Language Instructions

Timo Schick, Hinrich Schütze

Dynamic Knowledge Distillation for Pre-trained Language Models

Lei Li, Yankai Lin, Shuhuai Ren, Peng Li, Jie Zhou

Distilling Linguistic Context for Language Model Compression

Geondo Park, Gyeongman Kim, Eunho Yang

Latent Hatred: A Benchmark for Understanding Implicit Hate Speech

Mai ElSherief, Caleb Ziems, David Muchlinski, Vaishnavi Anupindi, Jordyn Seybolt

How Does Counterfactually Augmented Data Impact Models for Social Computing Constructs?

Indira Sen, Mattia Samory, Fabian Flöck, Claudia Wagner, Isabelle Augenstein

(Mis)alignment Between Stance Expressed in Social Media Data and Public Opinion Surveys

Kenneth Joseph, Sarah Shugars, Ryan Gallagher, Jon Green, Alexi Quintana Mathé

Narrative Theory for Computational Narrative Understanding

Andrew Piper, Richard Jean So, David Bamman

Idiosyncratic but not Arbitrary: Learning Idiolects in Online Registers Reveals Distinctive yet Consistent Individual Styles

Jian Zhu, David Jurgens

Reinforced Counterfactual Data Augmentation for Dual Sentiment Classification

Hao Chen, Rui Xia, Jianfei Yu

Progressive Self-Training with Discriminator for Aspect Term Extraction

Qianlong Wang, Zhiyuan Wen, Qin Zhao, Min Yang, Ruifeng Xu

Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training

Zhengyan Li, Yicheng Zou, Chong Zhang, Qi Zhang, zhongyu wei

Improving Multimodal fusion via Mutual Dependency Maximisation

Pierre Colombo, Emile Chapuis, Matthieu Labeau, Chloé Clavel

DILBERT: Customized Pre-Training for Domain Adaptation with Category Shift, with an Application to Aspect Extraction

Entony Lekhtman, Yftah Ziser, Roi Reichart

Beta Distribution Guided Aspect-aware Graph for Aspect Category Sentiment Analysis with Affective Knowledge

Bin Liang, Hang Su, Rongdi Yin, Lin Gui, Min Yang

TEBNER: Domain Specific Named Entity Recognition with Type Expanded Boundary-aware Network

Zheng Fang, Yanan Cao, Tai Li, Ruipeng Jia, Fang Fang

A Partition Filter Network for Joint Entity and Relation Extraction

Zhiheng Yan, Chong Zhang, Jinlan Fu, Qi Zhang, zhongyu wei

Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification

Qi SHI, Yu Zhang, Qingyu Yin, Ting Liu

Distantly Supervised Relation Extraction using Multi-Layer Revision Network and Confidence-based Multi-Instance Learning

Xiangyu Lin, Tianyi Liu, Weijia Jia, Zhiguo Gong

Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context

Xinnian Liang, Shuangzhi Wu, Mu Li, Zhoujun Li

HETFORMER: Heterogeneous Transformer with Sparse Attention for Long-Text Extractive Summarization

Ye Liu, Jianguo Zhang, Yao Wan, Congying Xia, Lifang He

A Thorough Evaluation of Task-Specific Pretraining for Summarization

Sascha Rothe, Joshua Maynez, Shashi Narayan

Multiplex Graph Neural Network for Extractive Text Summarization

Baoyu Jing, Zeyu You, Tao Yang, Wei Fan, Hanghang Tong

Decision-Focused Summarization

Chao-Chun Hsu, Chenhao Tan

Fine-grained Factual Consistency Assessment for Abstractive Summarization Models

Sen Zhang, Jianwei Niu, Chuyuan Wei

Controllable Neural Dialogue Summarization with Personal Named Entity Planning

Zhengyuan Liu, Nancy Chen

Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining

Yicheng Zou, Bolin Zhu, Xingwu Hu, Tao Gui, Qi Zhang

Towards Making the Most of Dialogue Characteristics for Neural Chat Translation

Yunlong Liang, Chulun Zhou, Fandong Meng, Jinan Xu, Yufeng Chen

Translating Headers of Tabular Data: A Pilot Study of Schema Translation

Kunrui Zhu, Yan Gao, Jiaqi Guo, Jian-Guang Lou

Cross Attention Augmented Transducer Networks for Simultaneous Translation

Dan Liu, Mengge Du, Xiaoxi Li, Ya Li, Enhong Chen

ERNIE-M: Enhanced Multilingual Representation by Aligning Cross-lingual Semantics with Monolingual Corpora

Xuan Ouyang, Shuohuan Wang, Chao Pang, Yu Sun, Hao Tian

Zero-Shot Cross-Lingual Transfer of Neural Machine Translation with Multilingual Pretrained Encoders

Guanhua Chen, Shuming Ma, Yun Chen, Li Dong, Dongdong Zhang

AligNART: Non-autoregressive Neural Machine Translation by Jointly Learning to Estimate Alignment and Translate

Jongyoon Song, Sungwon Kim, Sungroh Yoon