EMNLP 2022

2,056 papers

Explainable Question Answering based on Semantic Graph by Global Differentiable Learning and Dynamic Adaptive Reasoning

Jianguo Mao, Wenbin Jiang, Xiangdong Wang, Hong Liu, Yu Xia

Abstractive Summarization Guided by Latent Hierarchical Document Structure

Yifu Qiu, Shay B. Cohen

Discrete Cross-Modal Alignment Enables Zero-Shot Speech Translation

Chen Wang, Yuchen Liu, Boxing Chen, Jiajun Zhang, Wei Luo

WeTS: A Benchmark for Translation Suggestion

Zhen Yang, Fandong Meng, Yingxue Zhang, Ernan Li, Jie Zhou

LittleBird: Efficient Faster & Longer Transformer for Question Answering

Minchul Lee, Kijong Han, Myeong Cheol Shin

Should We Ban English NLP for a Year?

Anders Søgaard

Towards Knowledge-Intensive Text-to-SQL Semantic Parsing with Formulaic Knowledge

Longxu Dou, Yan Gao, Xuqi Liu, Mingyang Pan, Dingzirui Wang

Complex Hyperbolic Knowledge Graph Embeddings with Fast Fourier Transform

Huiru Xiao, Xin Liu, Yangqiu Song, Ginny Wong, Simon See

RuCoLA: Russian Corpus of Linguistic Acceptability

Vladislav Mikhailov, Tatiana Shamardina, Max Ryabinin, Alena Pestova, Ivan Smurov

Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation

Xiaohui Song, Longtao Huang, hui xue, Songlin Hu

An Efficient Memory-Augmented Transformer for Knowledge-Intensive NLP Tasks

Yuxiang Wu, Yu Zhao, Baotian Hu, Pasquale Minervini, Pontus Stenetorp

Wider & Closer: Mixture of Short-channel Distillers for Zero-shot Cross-lingual Named Entity Recognition

Jun-Yu Ma, Beiduo Chen, Jia-Chen Gu, Zhenhua Ling, Wu Guo

BotsTalk: Machine-sourced Framework for Automatic Curation of Large-scale Multi-skill Dialogue Datasets

Minju Kim, Chaehyeong Kim, Yong Ho Song, Seung-won Hwang, Jinyoung Yeo

AEG: Argumentative Essay Generation via A Dual-Decoder Model with Content Planning

Jianzhu Bao, Yasheng Wang, Yitong Li, Fei Mi, Ruifeng Xu

DRLK: Dynamic Hierarchical Reasoning with Language Model and Knowledge Graph for Question Answering

Miao Zhang, Rufeng Dai, Ming Dong, Tingting He

MetaFill: Text Infilling for Meta-Path Generation on Heterogeneous Information Networks

Zequn Liu, Kefei Duan, Junwei Yang, Hanwen Xu, Ming Zhang

Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks

Yizhong Wang, Swaroop Mishra, Pegah Alipoormolabashi, Yeganeh Kordi, Amirreza Mirzaei

Multi-Granularity Optimization for Non-Autoregressive Translation

Yafu Li, Leyang Cui, Yongjing Yin, Yue Zhang

Contrastive Learning enhanced Author-Style Headline Generation

Hui LIU, Weidong Guo, Yige Chen, Xiangyang Li

Structural generalization is hard for sequence-to-sequence models

Yuekun Yao, Alexander Koller

Capturing Global Structural Information in Long Document Question Answering with Compressive Graph Selector Network

Yuxiang Nie, Heyan Huang, Wei Wei, Xian-Ling Mao

COPEN: Probing Conceptual Knowledge in Pre-trained Language Models

Hao Peng, Xiaozhi Wang, Shengding Hu, Hailong Jin, Lei Hou

Efficiently Tuned Parameters Are Task Embeddings

Wangchunshu Zhou, Canwen Xu, Julian McAuley

Towards Multi-Modal Sarcasm Detection via Hierarchical Congruity Modeling with Knowledge Enhancement

Hui LIU, Wenya Wang, Haoliang Li

Sentiment-Aware Word and Sentence Level Pre-training for Sentiment Analysis

Shuai Fan, CHEN LIN, Haonan Li, Zhenghao Lin, Jinsong Su

PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training

Zihui Gu, Ju Fan, Nan Tang, Preslav Nakov, Xiaoman Zhao

Competency-Aware Neural Machine Translation: Can Machine Translation Know its Own Translation Quality?

Pei Zhang, Baosong Yang, Hao-Ran Wei, Dayiheng Liu, Kai Fan

STRUDEL: Structured Dialogue Summarization for Dialogue Comprehension

Borui Wang, Chengcheng Feng, Arjun Nair, Madelyn Mao, Jai Desai

Learning Semantic Textual Similarity via Topic-informed Discrete Latent Variables

Erxin Yu, Lan Du, Yuan Jin, Zhepei Wei, Yi Chang

Exploring Representation-level Augmentation for Code Search

Haochen Li, Chunyan Miao, Cyril Leung, Yanxian Huang, Yuan Huang

Twist Decoding: Diverse Generators Guide Each Other

Jungo Kasai, Keisuke Sakaguchi, Ronan Le Bras, Hao Peng, Ximing Lu

Analyzing and Evaluating Faithfulness in Dialogue Summarization

Bin Wang, Chen Zhang, Yan Zhang, Yiming Chen, Haizhou Li

Conditional set generation using Seq2seq models

Aman Madaan, Dheeraj Rajagopal, Niket Tandon, Yiming Yang, Antoine Bosselut

Differentially Private Language Models for Secure Data Sharing

Justus Mattern, Zhijing Jin, Benjamin Weggenmann, Bernhard Schölkopf, Mrinmaya Sachan

Improving Stability of Fine-Tuning Pretrained Language Models via Component-Wise Gradient Norm Clipping

Chenghao Yang, Xuezhe Ma

Self-supervised Graph Masking Pre-training for Graph-to-Text Generation

Jiuzhou Han, Ehsan Shareghi

McQueen: a Benchmark for Multimodal Conversational Query Rewrite

Yifei Yuan, Chen Shi, Runze Wang, Liyi Chen, Feijun Jiang

Evaluating Parameter Efficient Learning for Generation

Peng Xu, Mostofa Patwary, Shrimai Prabhumoye, Virginia Adams, Ryan Prenger

Candidate Soups: Fusing Candidate Results Improves Translation Quality for Non-Autoregressive Translation

Huanran Zheng, Wei Zhu, pengfei wang, Xiaoling Wang

RelCLIP: Adapting Language-Image Pretraining for Visual Relationship Detection via Relational Contrastive Learning

Yi Zhu, Zhaoqing Zhu, Bingqian Lin, Xiaodan Liang, Feng Zhao

Towards Interactivity and Interpretability: A Rationale-based Legal Judgment Prediction Framework

Yiquan Wu, Yifei Liu, Weiming Lu, Yating Zhang, Jun Feng

A Speaker-Aware Co-Attention Framework for Medical Dialogue Information Extraction

Yuan Xia, Zhenhui Shi, Jingbo Zhou, Jiayu Xu, Chao Lu

Neural-Symbolic Inference for Robust Autoregressive Graph Parsing via Compositional Uncertainty Quantification

Zi Lin, Jeremiah Liu, Jingbo Shang

FastClass: A Time-Efficient Approach to Weakly-Supervised Text Classification

Tingyu Xia, Yue Wang, Yuan Tian, Yi Chang

Efficient Nearest Neighbor Emotion Classification with BERT-whitening

Wenbiao Yin, Lin Shang

Explicit Query Rewriting for Conversational Dense Retrieval

Hongjin Qian, Zhicheng Dou

MetaLogic: Logical Reasoning Explanations with Fine-Grained Structure

Yinya Huang, Hongming Zhang, Ruixin Hong, Xiaodan Liang, Changshui Zhang

Context Matters for Image Descriptions for Accessibility: Challenges for Referenceless Evaluation Metrics

Elisa Kreiss, Cynthia Bennett, Shayan Hooshmand, Eric Zelikman, Meredith Ringel Morris

Concadia: Towards Image-Based Text Generation with a Purpose

Elisa Kreiss, Fei Fang, Noah Goodman, Christopher Potts

Retrieval-Augmented Generative Question Answering for Event Argument Extraction

Xinya Du, Heng Ji

Context-Situated Pun Generation

Jiao Sun, Anjali Narayan-Chen, Shereen Oraby, Shuyang Gao, Tagyoung Chung

SLING: Sino Linguistic Evaluation of Large Language Models

Yixiao Song, Kalpesh Krishna, Rajesh Bhatt, Mohit Iyyer

ExPUNations: Augmenting Puns with Keywords and Explanations

Jiao Sun, Anjali Narayan-Chen, Shereen Oraby, Alessandra Cervone, Tagyoung Chung

Discourse-Aware Soft Prompting for Text Generation

Marjan Ghazvininejad, Vladimir Karpukhin, Vera Gor, Asli Celikyilmaz

Is a Question Decomposition Unit All We Need?

Pruthvi Patel, Swaroop Mishra, Mihir Parmar, Chitta Baral

Less is More: Summary of Long Instructions is Better for Program Synthesis

Kirby Kuznia, Swaroop Mishra, Mihir Parmar, Chitta Baral

Continued Pretraining for Better Zero- and Few-Shot Promptability

Zhaofeng Wu, Robert L Logan IV, Pete Walsh, Akshita Bhagia, Dirk Groeneveld

Ethics consideration sections in natural language processing papers

Luciana Benotti, Patrick Blackburn

MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity Recognition

David Ifeoluwa Adelani, Graham Neubig, Sebastian Ruder, Shruti Rijhwani, Michael Beukman

Does Joint Training Really Help Cascaded Speech Translation?

Viet Anh Khoa Tran, David Thulke, Yingbo Gao, Christian Herold, Hermann Ney

Re3: Generating Longer Stories With Recursive Reprompting and Revision

Kevin Yang, Yuandong Tian, Nanyun Peng, Dan Klein

Open World Classification with Adaptive Negative Samples

Ke Bai, Guoyin Wang, Jiwei Li, Sunghyun Park, Sungjin Lee

Retrieval Augmentation for Commonsense Reasoning: A Unified Approach

Wenhao Yu, Chenguang Zhu, Zhihan Zhang, Shuohang Wang, Zhuosheng Zhang

Finding Dataset Shortcuts with Grammar Induction

Dan Friedman, Alexander Wettig, Danqi Chen

A Second Wave of UD Hebrew Treebanking and Cross-Domain Parsing

Amir Zeldes, Nick Howell, Noam Ordan, Yifat Ben Moshe

Momentum Contrastive Pre-training for Question Answering

Minda Hu, Muzhi Li, Yasheng Wang, Irwin King

On the Calibration of Massively Multilingual Language Models

Kabir Ahuja, Sunayana Sitaram, Sandipan Dandapat, Monojit Choudhury

A Span-level Bidirectional Network for Aspect Sentiment Triplet Extraction

Yuqi Chen, Chen Keming, Xian Sun, Zequn Zhang

MT-GenEval: A Counterfactual and Contextual Dataset for Evaluating Gender Accuracy in Machine Translation

Anna Currey, Maria Nǎdejde, Raghavendra Reddy Pappagari, Mia Mayer, Stanislas Lauly

Improving Chinese Spelling Check by Character Pronunciation Prediction: The Effects of Adaptivity and Granularity

Jiahao Li, Quan Wang, Zhendong Mao, Junbo Guo, Yanyan Yang

Inductive Relation Prediction with Logical Reasoning Using Contrastive Representations

Yudai Pan, Jun Liu, Lingling Zhang, Tianzhe Zhao, Qika Lin

FiE: Building a Global Probability Space by Leveraging Early Fusion in Encoder for Open-Domain Question Answering

Akhil Kedia, Mohd Abbas Zaidi, Haejun Lee

Chunk-based Nearest Neighbor Machine Translation

Pedro Henrique Martins, Zita Marinho, André F. T. Martins

Evidence > Intuition: Transferability Estimation for Encoder Selection

Elisa Bassignana, Max Müller-Eberstein, Mike Zhang, Barbara Plank

RelU-Net: Syntax-aware Graph U-Net for Relational Triple Extraction

Yunqi Zhang, Yubo Chen, Yongfeng Huang

DSM: Question Generation over Knowledge Base via Modeling Diverse Subgraphs with Meta-learner

Shasha Guo, Jing Zhang, Yanling Wang, Qianyi Zhang, Cuiping Li

Information-Theoretic Text Hallucination Reduction for Video-grounded Dialogue

Sunjae Yoon, Eunseop Yoon, Hee Suk Yoon, Junyeong Kim, Chang Yoo

The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models

Eldar Kurtic, Daniel Campos, Tuan Nguyen, Elias Frantar, Mark Kurtz

Mixture of Attention Heads: Selecting Attention Heads Per Token

Xiaofeng Zhang, Yikang Shen, Zeyu Huang, Jie Zhou, Wenge Rong

Automatic Generation of Socratic Subquestions for Teaching Math Word Problems

Kumar Shridhar, Jakub Macina, Mennatallah El-Assady, Tanmay Sinha, Manu Kapur

A Unified Positive-Unlabeled Learning Framework for Document-Level Relation Extraction with Different Levels of Labeling

Ye Wang, Xinxin Liu, Wenxin Hu, Tao Zhang

Kernel-Whitening: Overcome Dataset Bias with Isotropic Sentence Embedding

Songyang Gao, Shihan Dou, Qi Zhang, Xuanjing Huang

CGoDial: A Large-Scale Benchmark for Chinese Goal-oriented Dialog Evaluation

Yinpei Dai, Wanwei He, Bowen Li, Yuchuan Wu, Zheng Cao

TRIPS: Efficient Vision-and-Language Pre-training with Text-Relevant Image Patch Selection

Chaoya Jiang, Haiyang Xu, Chenliang Li, Ming Yan, Wei Ye

Syntactic Multi-view Learning for Open Information Extraction

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

Hardness-guided domain adaptation to recognise biomedical named entities under low-resource scenarios

Ngoc Dang Nguyen, Lan Du, Wray Buntine, Changyou Chen, RIchard Beare

Scientific Paper Extractive Summarization Enhanced by Citation Graphs

Xiuying Chen, Mingzhe Li, Shen Gao, Rui Yan, Xin Gao

Semantic-aware Contrastive Learning for More Accurate Semantic Parsing

Shan Wu, Chunlei Xin, Bo Chen, Xianpei Han, Le Sun

Exploiting Global and Local Hierarchies for Hierarchical Text Classification

Ting Jiang, Deqing Wang, Leilei Sun, Zhongzhi Chen, Fuzhen Zhuang

ProsocialDialog: A Prosocial Backbone for Conversational Agents

Hyunwoo Kim, Youngjae Yu, Liwei Jiang, Ximing Lu, Daniel Khashabi

Understanding Jargon: Combining Extraction and Generation for Definition Modeling

Jie Huang, Hanyin Shao, Kevin Chen-Chuan Chang, Jinjun Xiong, Wen-Mei Hwu

MGDoc: Pre-training with Multi-granular Hierarchy for Document Image Understanding

Zilong Wang, Jiuxiang Gu, Chris Tensmeyer, Nikolaos Barmpalios, Ani Nenkova

An Empirical Study on Finding Spans

Weiwei Gu, Boyuan Zheng, Yunmo Chen, Tongfei Chen, Benjamin Van Durme

Group is better than individual: Exploiting Label Topologies and Label Relations for Joint Multiple Intent Detection and Slot Filling

Bowen Xing, Ivor Tsang

On Measuring the Intrinsic Few-Shot Hardness of Datasets

Xinran Zhao, Shikhar Murty, Christopher Manning

Mixed-effects transformers for hierarchical adaptation

Julia White, Noah Goodman, Robert Hawkins

Passage-Mask: A Learnable Regularization Strategy for Retriever-Reader Models

Shujian Zhang, Chengyue Gong, Xingchao Liu

BBTv2: Towards a Gradient-Free Future with Large Language Models

Tianxiang Sun, Zhengfu He, Hong Qian, Yunhua Zhou, Xuanjing Huang

Sparse Teachers Can Be Dense with Knowledge

Yi Yang, Chen Zhang, Dawei Song

GA-SAM: Gradient-Strength based Adaptive Sharpness-Aware Minimization for Improved Generalization

Zhiyuan Zhang, Ruixuan Luo, Qi Su, Xu Sun