EMNLP 2020

1,823 papers

TED-CDB: A Large-Scale Chinese Discourse Relation Dataset on TED Talks

Wanqiu Long, Bonnie Webber, Deyi Xiong

Modularized Syntactic Neural Networks for Sentence Classification

Haiyan Wu, Ying Liu, Shaoyun Shi

Discontinuous Constituent Parsing as Sequence Labeling

David Vilares, Carlos Gómez-Rodríguez

Some Languages Seem Easier to Parse Because Their Treebanks Leak

Anders Søgaard

Span-based discontinuous constituency parsing: a family of exact chart-based algorithms with time complexities from O(nˆ6) down to O(nˆ3)

Caio Corro

Parsing Gapping Constructions Based on Grammatical and Semantic Roles

Yoshihide Kato, Shigeki Matsubara

Can Automatic Post-Editing Improve NMT?

Shamil Chollampatt, Raymond Hendy Susanto, Liling Tan, Ewa Szymanska

Uncertainty-Aware Semantic Augmentation for Neural Machine Translation

Xiangpeng Wei, Heng Yu, Yue Hu, Rongxiang Weng, Luxi Xing

LNMap: Departures from Isomorphic Assumption in Bilingual Lexicon Induction Through Non-Linear Mapping in Latent Space

Tasnim Mohiuddin, M Saiful Bari, Shafiq Joty

Reusing a Pretrained Language Model on Languages with Limited Corpora for Unsupervised NMT

Alexandra Chronopoulou, Dario Stojanovski, Alexander Fraser

COMET: A Neural Framework for MT Evaluation

Ricardo Rei, Craig Stewart, Ana C Farinha, Alon Lavie

Towards Enhancing Faithfulness for Neural Machine Translation

Rongxiang Weng, Heng Yu, Xiangpeng Wei, Weihua Luo

Losing Heads in the Lottery: Pruning Transformer Attention in Neural Machine Translation

Maximiliana Behnke, Kenneth Heafield

Pre-training Multilingual Neural Machine Translation by Leveraging Alignment Information

Zehui Lin, Xiao Pan, Mingxuan Wang, Xipeng Qiu, Jiangtao Feng

Type B Reflexivization as an Unambiguous Testbed for Multilingual Multi-Task Gender Bias

Ana Valeria González, Maria Barrett, Rasmus Hvingelby, Kellie Webster, Anders Søgaard

CSP:Code-Switching Pre-training for Neural Machine Translation

Zhen Yang, Bojie Hu, Ambyera Han, Shen Huang, Qi Ju

Not Low-Resource Anymore: Aligner Ensembling, Batch Filtering, and New Datasets for Bengali-English Machine Translation

Tahmid Hasan, Abhik Bhattacharjee, Kazi Samin, Masum Hasan, Madhusudan Basak

Direct Segmentation Models for Streaming Speech Translation

Javier Iranzo-Sánchez, Adrià Giménez Pastor, Joan Albert Silvestre-Cerdà, Pau Baquero-Arnal, Jorge Civera Saiz

Translation Quality Estimation by Jointly Learning to Score and Rank

Jingyi Zhang, Josef van Genabith

Transfer Learning and Distant Supervision for Multilingual Transformer Models: A Study on African Languages

Michael A. Hedderich, David I. Adelani, Dawei Zhu, Jesujoba Alabi, Udia Markus

Towards Reasonably-Sized Character-Level Transformer NMT by Finetuning Subword Systems

Jindřich Libovický, Alexander Fraser

Self-Induced Curriculum Learning in Self-Supervised Neural Machine Translation

Dana Ruiter, Josef van Genabith, Cristina España-Bonet

Reactive Supervision: A New Method for Collecting Sarcasm Data

Boaz Shmueli, Lun-Wei Ku, Soumya Ray

HENIN: Learning Heterogeneous Neural Interaction Networks for Explainable Cyberbullying Detection on Social Media

Hsin-Yu Chen, Cheng-Te Li

Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech Datasets

Nedjma Ousidhoum, Yangqiu Song, Dit-Yan Yeung

Suicidal Risk Detection for Military Personnel

Sungjoon Park, Kiwoong Park, Jaimeen Ahn, Alice Oh

Hate-Speech and Offensive Language Detection in Roman Urdu

Hammad Rizwan, Muhammad Haroon Shakeel, Asim Karim

Improving AMR Parsing with Sequence-to-Sequence Pre-training

Dongqin Xu, Junhui Li, Muhua Zhu, Min Zhang, Guodong Zhou

XL-AMR: Enabling Cross-Lingual AMR Parsing with Transfer Learning Techniques

Rexhina Blloshmi, Rocco Tripodi, Roberto Navigli

MultiCQA: Zero-Shot Transfer of Self-Supervised Text Matching Models on a Massive Scale

Andreas Rücklé, Jonas Pfeiffer, Iryna Gurevych

Neural Deepfake Detection with Factual Structure of Text

Wanjun Zhong, Duyu Tang, Zenan Xu, Ruize Wang, Nan Duan

A Method for Building a Commonsense Inference Dataset based on Basic Events

Kazumasa Omura, Daisuke Kawahara, Sadao Kurohashi

Discern: Discourse-Aware Entailment Reasoning Network for Conversational Machine Reading

Yifan Gao, Chien-Sheng Wu, Jingjing Li, Shafiq Joty, Steven C.H. Hoi

What do Models Learn from Question Answering Datasets?

Priyanka Sen, Amir Saffari

Context-Aware Answer Extraction in Question Answering

Yeon Seonwoo, Ji-Hoon Kim, Jung-Woo Ha, Alice Oh

AnswerFact: Fact Checking in Product Question Answering

Wenxuan Zhang, Yang Deng, Jing Ma, Wai Lam

Bridging Linguistic Typology and Multilingual Machine Translation with Multi-View Language Representations

Arturo Oncevay, Barry Haddow, Alexandra Birch

The Secret is in the Spectra: Predicting Cross-lingual Task Performance with Spectral Similarity Measures

Haim Dubossarsky, Ivan Vulić, Roi Reichart, Anna Korhonen

XCOPA: A Multilingual Dataset for Causal Commonsense Reasoning

Edoardo Maria Ponti, Goran Glavaš, Olga Majewska, Qianchu Liu, Ivan Vulić

Simultaneous Machine Translation with Visual Context

Ozan Caglayan, Julia Ive, Veneta Haralampieva, Pranava Madhyastha, Loic Barrault

Position-Aware Tagging for Aspect Sentiment Triplet Extraction

Lu Xu, Hao Li, Wei Lu, Lidong Bing

Adversarial Attack and Defense of Structured Prediction Models

Wenjuan Han, Liwen Zhang, Yong Jiang, Kewei Tu

Uncertainty-Aware Label Refinement for Sequence Labeling

Tao Gui, Jiacheng Ye, Qi Zhang, Zhengyan Li, Zichu Fei

UDapter: Language Adaptation for Truly Universal Dependency Parsing

Ahmet Üstün, Arianna Bisazza, Gosse Bouma, Gertjan van Noord

Learn to Cross-lingual Transfer with Meta Graph Learning Across Heterogeneous Languages

Zheng Li, Mukul Kumar, William Headden, Bing Yin, Ying Wei

Learning Adaptive Segmentation Policy for Simultaneous Translation

Ruiqing Zhang, Chuanqiang Zhang, Zhongjun He, Hua Wu, Haifeng Wang

Pronoun-Targeted Fine-tuning for NMT with Hybrid Losses

Prathyusha Jwalapuram, Shafiq Joty, Youlin Shen

Data Rejuvenation: Exploiting Inactive Training Examples for Neural Machine Translation

Wenxiang Jiao, Xing Wang, Shilin He, Irwin King, Michael Lyu

Dynamic Context Selection for Document-level Neural Machine Translation via Reinforcement Learning

Xiaomian Kang, Yang Zhao, Jiajun Zhang, Chengqing Zong

Masking as an Efficient Alternative to Finetuning for Pretrained Language Models

Mengjie Zhao, Tao LIN, Fei Mi, Martin Jaggi, Hinrich Schütze

Exploring Logically Dependent Multi-task Learning with Causal Inference

Wenqing Chen, Jidong Tian, Liqiang Xiao, Hao He, Yaohui Jin

Is the Best Better? Bayesian Statistical Model Comparison for Natural Language Processing

Piotr Szymański, Kyle Gorman

Understanding the Mechanics of SPIGOT: Surrogate Gradients for Latent Structure Learning

Tsvetomila Mihaylova, Vlad Niculae, André F. T. Martins

If beam search is the answer, what was the question?

Clara Meister, Ryan Cotterell, Tim Vieira

Lightweight, Dynamic Graph Convolutional Networks for AMR-to-Text Generation

Yan Zhang, Zhijiang Guo, Zhiyang Teng, Wei Lu, Shay B. Cohen

Retrofitting Structure-aware Transformer Language Model for End Tasks

Hao Fei, Yafeng Ren, Donghong Ji

A Predicate-Function-Argument Annotation of Natural Language for Open-Domain Information eXpression

Mingming Sun, Wenyue Hua, Zoey Liu, Xin Wang, Kangjie Zheng

Multimodal Joint Attribute Prediction and Value Extraction for E-commerce Product

Tiangang Zhu, Yue Wang, Haoran Li, Youzheng Wu, Xiaodong He

FedED: Federated Learning via Ensemble Distillation for Medical Relation Extraction

Dianbo Sui, Yubo Chen, Jun Zhao, Yantao Jia, Yuantao Xie

Enhancing Aspect Term Extraction with Soft Prototypes

Zhuang Chen, Tieyun Qian

Detecting Cross-Modal Inconsistency to Defend Against Neural Fake News

Reuben Tan, Bryan Plummer, Kate Saenko

Vokenization: Improving Language Understanding with Contextualized, Visual-Grounded Supervision

Hao Tan, Mohit Bansal

HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training

Linjie Li, Yen-Chun Chen, Yu Cheng, Zhe Gan, Licheng Yu

Domain-Specific Lexical Grounding in Noisy Visual-Textual Documents

Gregory Yauney, Jack Hessel, David Mimno

MAF: Multimodal Alignment Framework for Weakly-Supervised Phrase Grounding

Qinxin Wang, Hao Tan, Sheng Shen, Michael Mahoney, Zhewei Yao

Visually Grounded Continual Learning of Compositional Phrases

Xisen Jin, Junyi Du, Arka Sadhu, Ram Nevatia, Xiang Ren

Detecting Independent Pronoun Bias with Partially-Synthetic Data Generation

Robert Munro, Alex (Carmen) Morrison

RNNs can generate bounded hierarchical languages with optimal memory

John Hewitt, Michael Hahn, Surya Ganguli, Percy Liang, Christopher D. Manning

LOGAN: Local Group Bias Detection by Clustering

Jieyu Zhao, Kai-Wei Chang

CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models

Nikita Nangia, Clara Vania, Rasika Bhalerao, Samuel R. Bowman

An Information Bottleneck Approach for Controlling Conciseness in Rationale Extraction

Bhargavi Paranjape, Mandar Joshi, John Thickstun, Hannaneh Hajishirzi, Luke Zettlemoyer

SlotRefine: A Fast Non-Autoregressive Model for Joint Intent Detection and Slot Filling

Di Wu, Liang Ding, Fan Lu, jian xie

Parallel Interactive Networks for Multi-Domain Dialogue State Generation

Junfan Chen, Richong Zhang, Yongyi Mao, Jie Xu

Multi-turn Response Selection using Dialogue Dependency Relations

Qi Jia, Yizhu Liu, Siyu Ren, Kenny Zhu, Haifeng Tang

Cross Copy Network for Dialogue Generation

Changzhen Ji, Xin Zhou, Yating Zhang, Xiaozhong Liu, Changlong Sun

Structured Attention for Unsupervised Dialogue Structure Induction

Liang Qiu, Yizhou Zhao, Weiyan Shi, Yuan Liang, Feng Shi

GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue Systems

Shiquan Yang, Rui Zhang, Sarah Erfani

UniConv: A Unified Conversational Neural Architecture for Multi-domain Task-oriented Dialogues

Hung Le, Doyen Sahoo, Chenghao Liu, Nancy Chen, Steven C.H. Hoi

BiST: Bi-directional Spatio-Temporal Reasoning for Video-Grounded Dialogues

Hung Le, Doyen Sahoo, Nancy Chen, Steven C.H. Hoi

Multistage Fusion with Forget Gate for Multimodal Summarization in Open-Domain Videos

Nayu Liu, Xian Sun, Hongfeng Yu, Wenkai Zhang, Guangluan Xu

Multimodal Routing: Improving Local and Global Interpretability of Multimodal Language Analysis

Yao-Hung Hubert Tsai, Martin Ma, Muqiao Yang, Ruslan Salakhutdinov, Louis-Philippe Morency

Combining Self-Training and Self-Supervised Learning for Unsupervised Disfluency Detection

Shaolei Wang, Zhongyuan Wang, Wanxiang Che, Ting Liu

CMU-MOSEAS: A Multimodal Language Dataset for Spanish, Portuguese, German and French

AmirAli Bagher Zadeh, Yansheng Cao, Simon Hessner, Paul Pu Liang, Soujanya Poria

Incorporating Multimodal Information in Open-Domain Web Keyphrase Extraction

Yansen Wang, Zhen Fan, Carolyn Rose

Querying Across Genres for Medical Claims in News

Chaoyuan Zuo, Narayan Acharya, Ritwik Banerjee

Short Text Topic Modeling with Topic Distribution Quantization and Negative Sampling Decoder

Xiaobao Wu, Chunping Li, Yan Zhu, Yishu Miao

Improving Neural Topic Models using Knowledge Distillation

Alexander Hoyle, Pranav Goel, Philip Resnik

Multi-document Summarization with Maximal Marginal Relevance-guided Reinforcement Learning

Yuning Mao, Yanru Qu, Yiqing Xie, Xiang Ren, Jiawei Han

Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too!

Suzanna Sia, Ayush Dalmia, Sabrina J. Mielke

Beyond [CLS] through Ranking by Generation

Cicero Nogueira dos Santos, Xiaofei Ma, Ramesh Nallapati, Zhiheng Huang, Bing Xiang

Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders

Jue Wang, Wei Lu

Pre-training Entity Relation Encoder with Intra-span and Inter-span Information

Yijun Wang, Changzhi Sun, Yuanbin Wu, Junchi Yan, peng gao

Adaptive Attentional Network for Few-Shot Knowledge Graph Completion

Jiawei Sheng, Shu Guo, Zhenyu Chen, Juwei Yue, Lihong Wang

Knowledge Graph Alignment with Entity-Pair Embedding

Zhichun Wang, Jinjian Yang, Xiaoju Ye

MAVEN: A Massive General Domain Event Detection Dataset

Xiaozhi Wang, Ziqi Wang, Xu Han, Wangyi Jiang, Rong Han

Event Extraction as Machine Reading Comprehension

Jian Liu, Yubo Chen, Kang Liu, Wei Bi, Xiaojiang Liu

Double Graph Based Reasoning for Document-level Relation Extraction

Shuang Zeng, Runxin Xu, Baobao Chang, Lei Li

Table Fact Verification with Structure-Aware Transformer

Hongzhi Zhang, Yingyao Wang, Sirui Wang, Xuezhi Cao, Fuzheng Zhang

Compositional Phrase Alignment and Beyond

Yuki Arase, Jun’ichi Tsujii

An Unsupervised Sentence Embedding Method by Mutual Information Maximization

Yan Zhang, Ruidan He, Zuozhu Liu, Kwan Hui Lim, Lidong Bing