ACL 2021

1,634 papers

Continual Mixed-Language Pre-Training for Extremely Low-Resource Neural Machine Translation

Zihan Liu, Genta Indra Winata, Pascale Fung

Making Flexible Use of Subtasks: A Multiplex Interaction Network for Unified Aspect-based Sentiment Analysis

Guoxin Yu, Xiang Ao, Ling Luo, Min Yang, Xiaofei Sun

Enhancing Language Generation with Effective Checkpoints of Pre-trained Language Model

Jeonghyeok Park, Hai Zhao

GrantRel: Grant Information Extraction via Joint Entity and Relation Extraction

Junyi Bian, Li Huang, Xiaodi Huang, Hong Zhou, Shanfeng Zhu

Dialogue-oriented Pre-training

Yi Xu, Hai Zhao

A Neural Edge-Editing Approach for Document-Level Relation Graph Extraction

Kohei Makino, Makoto Miwa, Yutaka Sasaki

Automatic Text Simplification for Social Good: Progress and Challenges

Sanja Štajner

Dynamic and Multi-Channel Graph Convolutional Networks for Aspect-Based Sentiment Analysis

Shiguan Pang, Yun Xue, Zehao Yan, Weihao Huang, Jinhui Feng

Paths to Relation Extraction through Semantic Structure

Jonathan Yellin, Omri Abend

Graph Relational Topic Model with Higher-order Graph Attention Auto-encoders

Qianqian Xie, Jimin Huang, Pan Du, Min Peng

GEM: A General Evaluation Benchmark for Multimodal Tasks

Lin Su, Nan Duan, Edward Cui, Lei Ji, Chenfei Wu

H-FND: Hierarchical False-Negative Denoising for Distant Supervision Relation Extraction

Jhih-wei Chen, Tsu-Jui Fu, Chen-Kang Lee, Wei-Yun Ma

Joint Multi-Decoder Framework with Hierarchical Pointer Network for Frame Semantic Parsing

Xudong Chen, Ce Zheng, Baobao Chang

Multimodal Fusion with Co-Attention Networks for Fake News Detection

Yang Wu, Pengwei Zhan, Yunjian Zhang, Liming Wang, Zhen Xu

OKGIT: Open Knowledge Graph Link Prediction with Implicit Types

Chandrahas, Partha Pratim Talukdar

AdaST: Dynamically Adapting Encoder States in the Decoder for End-to-End Speech-to-Text Translation

Wuwei Huang, Dexin Wang, Deyi Xiong

JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs

Pei Ke, Haozhe Ji, Yu Ran, Xin Cui, Liwei Wang

PLATO-2: Towards Building an Open-Domain Chatbot via Curriculum Learning

Siqi Bao, Huang He, Fan Wang, Hua Wu, Haifeng Wang

Relation Extraction with Type-aware Map Memories of Word Dependencies

Guimin Chen, Yuanhe Tian, Yan Song, Xiang Wan

REAM♯: An Enhancement Approach to Reference-based Evaluation Metrics for Open-domain Dialog Generation

Jun Gao, Wei Bi, Ruifeng Xu, Shuming Shi

Training ELECTRA Augmented with Multi-word Selection

Jiaming Shen, Jialu Liu, Tianqi Liu, Cong Yu, Jiawei Han

RealTranS: End-to-End Simultaneous Speech Translation with Convolutional Weighted-Shrinking Transformer

Xingshan Zeng, Liangyou Li, Qun Liu

A Multi-Level Attention Model for Evidence-Based Fact Checking

Canasai Kruengkrai, Junichi Yamagishi, Xin Wang

Dynamic Connected Networks for Chinese Spelling Check

Baoxin Wang, Wanxiang Che, Dayong Wu, Shijin Wang, Guoping Hu

Stylized Story Generation with Style-Guided Planning

Xiangzhe Kong, Jialiang Huang, Ziquan Tung, Jian Guan, Minlie Huang

Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection

Shirong Shen, Tongtong Wu, Guilin Qi, Yuan-Fang Li, Gholamreza Haffari

CONDA: a CONtextual Dual-Annotated dataset for in-game toxicity understanding and detection

Henry Weld, Guanghao Huang, Jean Lee, Tongshu Zhang, Kunze Wang

Zero-shot Medical Entity Retrieval without Annotation: Learning From Rich Knowledge Graph Semantics

Luyang Kong, Christopher Winestock, Parminder Bhatia

Event Extraction from Historical Texts: A New Dataset for Black Rebellions

Viet Dac Lai, Minh Van Nguyen, Heidi Kaufman, Thien Huu Nguyen

DocOIE: A Document-level Context-Aware Dataset for OpenIE

Kuicai Dong, Zhao Yilin, Aixin Sun, Jung-jae Kim, Xiaoli Li

WIND: Weighting Instances Differentially for Model-Agnostic Domain Adaptation

Xiang Chen, Yue Cao, Xiaojun Wan

P-Stance: A Large Dataset for Stance Detection in Political Domain

Yingjie Li, Tiberiu Sosea, Aditya Sawant, Ajith Jayaraman Nair, Diana Inkpen

A Closer Look into the Robustness of Neural Dependency Parsers Using Better Adversarial Examples

Yuxuan Wang, Wanxiang Che, Ivan Titov, Shay B. Cohen, Zhilin Lei

MA-BERT: Learning Representation by Incorporating Multi-Attribute Knowledge in Transformers

You Zhang, Jin Wang, Liang-Chih Yu, Xuejie Zhang

Confidence-Aware Scheduled Sampling for Neural Machine Translation

Yijin Liu, Fandong Meng, Yufeng Chen, Jinan Xu, Jie Zhou

A Multi-Task Learning Framework for Multi-Target Stance Detection

Yingjie Li, Cornelia Caragea

Leveraging Argumentation Knowledge Graph for Interactive Argument Pair Identification

Jian Yuan, zhongyu wei, Donghua Zhao, Qi Zhang, Changjian Jiang

Lifelong Learning of Topics and Domain-Specific Word Embeddings

Xiaorui Qin, Yuyin Lu, Yufu Chen, Yanghui Rao

On the Interplay Between Fine-tuning and Composition in Transformers

Lang Yu, Allyson Ettinger

Structure-Aware Pre-Training for Table-to-Text Generation

Xinyu Xing, Xiaojun Wan

Multi-Lingual Question Generation with Language Agnostic Language Model

Bingning Wang, Ting Yao, Weipeng Chen, Jingfang Xu, Xiaochuan Wang

Correcting Chinese Spelling Errors with Phonetic Pre-training

Ruiqing Zhang, Chao Pang, Chuanqiang Zhang, Shuohuan Wang, Zhongjun He

Knowledge-Empowered Representation Learning for Chinese Medical Reading Comprehension: Task, Model and Resources

Taolin Zhang, Chengyu Wang, Minghui Qiu, Bite Yang, Zerui Cai

Empowering Language Understanding with Counterfactual Reasoning

Fuli Feng, Jizhi Zhang, Xiangnan He, Hanwang Zhang, Tat-Seng Chua

Learning Shared Semantic Space for Speech-to-Text Translation

Chi Han, Mingxuan Wang, Heng Ji, Lei Li

Neural Combinatory Constituency Parsing

Zhousi Chen, Longtu Zhang, Aizhan Imankulova, Mamoru Komachi

Assessing Dialogue Systems with Distribution Distances

Jiannan Xiang, Yahui Liu, Deng Cai, Huayang Li, Defu Lian

Is Human Scoring the Best Criteria for Summary Evaluation?

Oleg Vasilyev, John Bohannon

PAIR: Leveraging Passage-Centric Similarity Relation for Improving Dense Passage Retrieval

Ruiyang Ren, Shangwen Lv, Yingqi Qu, Jing Liu, Wayne Xin Zhao

Improving Event Causality Identification via Self-Supervised Representation Learning on External Causal Statement

Xinyu Zuo, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao

Attending via both Fine-tuning and Compressing

Jie Zhou, Yuanbin Wu, Qin Chen, Xuanjing Huang, Liang He

MiniLMv2: Multi-Head Self-Attention Relation Distillation for Compressing Pretrained Transformers

Wenhui Wang, Hangbo Bao, Shaohan Huang, Li Dong, Furu Wei

Language-based General Action Template for Reinforcement Learning Agents

Ryosuke Kohita, Akifumi Wachi, Daiki Kimura, Subhajit Chaudhury, Michiaki Tatsubori

Trade the Event: Corporate Events Detection for News-Based Event-Driven Trading

Zhihan Zhou, Liqian Ma, Han Liu

Automatic Document Sketching: Generating Drafts from Analogous Texts

Zeqiu Wu, Michel Galley, Chris Brockett, Yizhe Zhang, Bill Dolan

Fusion: Towards Automated ICD Coding via Feature Compression

Junyu Luo, Cao Xiao, Lucas Glass, Jimeng Sun, Fenglong Ma

RetroGAN: A Cyclic Post-Specialization System for Improving Out-of-Knowledge and Rare Word Representations

Pedro Colon-Hernandez, Yida Xin, Henry Lieberman, Catherine Havasi, Cynthia Breazeal

GRICE: A Grammar-based Dataset for Recovering Implicature and Conversational rEasoning

Zilong Zheng, Shuwen Qiu, Lifeng Fan, Yixin Zhu, Song-chun Zhu

Are Rotten Apples Edible? Challenging Commonsense Inference Ability with Exceptions

Nam Do, Ellie Pavlick

Entheos: A Multimodal Dataset for Studying Enthusiasm

Carla Viegas, Malihe Alikhani

Language-Mediated, Object-Centric Representation Learning

Ruocheng Wang, Jiayuan Mao, Samuel Gershman, Jiajun Wu

Pipeline Signed Japanese Translation Focusing on a Post-positional Particle Complement and Conjugation in a Low-resource Setting

Ken Yano, Akira Utsumi

Exploring Cross-Lingual Transfer Learning with Unsupervised Machine Translation

Chao Wang, Judith Gaspers, Thi Ngoc Quynh Do, Hui Jiang

Annotation and Evaluation of Coreference Resolution in Screenplays

Sabyasachee Baruah, Sandeep Nallan Chakravarthula, Shrikanth Narayanan

Attention-based Contextual Language Model Adaptation for Speech Recognition

Richard Diehl Martinez, Scott Novotney, Ivan Bulyko, Ariya Rastrow, Andreas Stolcke

Evaluating Word Embeddings with Categorical Modularity

Sílvia Casacuberta, Karina Halevy, Damián E. Blasi

Enhancing Metaphor Detection by Gloss-based Interpretations

Hai Wan, Jinxia Lin, Jianfeng Du, Dawei Shen, Manrong Zhang

Knowing More About Questions Can Help: Improving Calibration in Question Answering

Shujian Zhang, Chengyue Gong, Eunsol Choi

Injecting Knowledge Base Information into End-to-End Joint Entity and Relation Extraction and Coreference Resolution

Severine Verlinden, Klim Zaporojets, Johannes Deleu, Thomas Demeester, Chris Develder

An Evaluation of Disentangled Representation Learning for Texts

Krishnapriya Vishnubhotla, Graeme Hirst, Frank Rudzicz

A Mixed-Method Design Approach for Empirically Based Selection of Unbiased Data Annotators

Gautam Thakur, Janna Caspersen, Drahomira Herrmannova, Bryan Eaton, Jordan Burdette

End-to-End Self-Debiasing Framework for Robust NLU Training

Abbas Ghaddar, Phillippe Langlais, Mehdi Rezagholizadeh, Ahmad Rashid

Studying the Evolution of Scientific Topics and their Relationships

Ana Sabina Uban, Cornelia Caragea, Liviu P. Dinu

Deciphering Implicit Hate: Evaluating Automated Detection Algorithms for Multimodal Hate

Austin Botelho, Scott A. Hale, Bertie Vidgen

End-to-End Construction of NLP Knowledge Graph

Ishani Mondal, Yufang Hou, Charles Jochim

Structured Refinement for Sequential Labeling

Yiran Wang, Hiroyuki Shindo, Yuji Matsumoto, Taro Watanabe

High-Quality Dialogue Diversification by Intermittent Short Extension Ensembles

Zhiwen Tang, Hrishikesh Kulkarni, Grace Hui Yang

“Does it Matter When I Think You Are Lying?” Improving Deception Detection by Integrating Interlocutor’s Judgements in Conversations

Huang-Cheng Chou, Woan-Shiuan Chien, Da-Cheng Juan, Chi-Chun Lee

Template-Based Named Entity Recognition Using BART

Leyang Cui, Yu Wu, Jian Liu, Sen Yang, Yue Zhang

Alternated Training with Synthetic and Authentic Data for Neural Machine Translation

Rui Jiao, Zonghan Yang, Maosong Sun, Yang Liu

Counter-Argument Generation by Attacking Weak Premises

Milad Alshomary, Shahbaz Syed, Arkajit Dhar, Martin Potthast, Henning Wachsmuth

Cross-Lingual Cross-Domain Nested Named Entity Evaluation on English Web Texts

Barbara Plank

CiteWorth: Cite-Worthiness Detection for Improved Scientific Document Understanding

Dustin Wright, Isabelle Augenstein

Gaussian Process based Deep Dyna-Q approach for Dialogue Policy Learning

Guanlin Wu, Wenqi Fang, Ji Wang, Jiang Cao, Weidong Bao

How Reliable are Model Diagnostics?

Vamsi Aribandi, Yi Tay, Donald Metzler

A Query-Driven Topic Model

Zheng Fang, Yulan He, Rob Procter

KACC: A Multi-task Benchmark for Knowledge Abstraction, Concretization and Completion

Jie Zhou, Shengding Hu, Xin Lv, Cheng Yang, Zhiyuan Liu

Fusing Label Embedding into BERT: An Efficient Improvement for Text Classification

Yijin Xiong, Yukun Feng, Hao Wu, Hidetaka Kamigaito, Manabu Okumura

Bi-Granularity Contrastive Learning for Post-Training in Few-Shot Scene

Ruikun Luo, Guanhuan Huang, Xiaojun Quan

A Comparison between Pre-training and Large-scale Back-translation for Neural Machine Translation

Dandan Huang, Kun Wang, Yue Zhang

Multi-Granularity Contrasting for Cross-Lingual Pre-Training

Shicheng Li, Pengcheng Yang, Fuli Luo, jun xie

Improving Gradient-based Adversarial Training for Text Classification by Contrastive Learning and Auto-Encoder

Yao Qiu, Jinchao Zhang, Jie Zhou

Improving Unsupervised Extractive Summarization with Facet-Aware Modeling

Xinnian Liang, Shuangzhi Wu, Mu Li, Zhoujun Li

Documents Representation via Generalized Coupled Tensor Chain with the Rotation Group constraint

Igor Vorona, Anh-Huy Phan, Alexander Panchenko, Andrzej Cichocki

Meta-Learning Adversarial Domain Adaptation Network for Few-Shot Text Classification

Chengcheng Han, Zeqiu Fan, Dongxiang Zhang, Minghui Qiu, Ming Gao

Discriminative Reasoning for Document-level Relation Extraction

Wang Xu, Kehai Chen, Tiejun Zhao

Toward Fully Exploiting Heterogeneous Corpus:A Decoupled Named Entity Recognition Model with Two-stage Training

Yun Hu, Yeshuang Zhu, Jinchao Zhang, Changwen Zheng, Jie Zhou

Event Detection as Graph Parsing

Jianye Xie, Haotong Sun, Junsheng Zhou, Weiguang Qu, Xinyu Dai

BERT-Defense: A Probabilistic Model Based on BERT to Combat Cognitively Inspired Orthographic Adversarial Attacks

Yannik Keller, Jan Mackensen, Steffen Eger

Target-oriented Fine-tuning for Zero-Resource Named Entity Recognition

Ying Zhang, Fandong Meng, Yufeng Chen, Jinan Xu, Jie Zhou