ACL 2022

1,617 papers

Contrastive Visual Semantic Pretraining Magnifies the Semantics of Natural Language Representations

Robert Wolfe, Aylin Caliskan

Improving Event Representation via Simultaneous Weakly Supervised Contrastive Learning and Clustering

Jun Gao, Wei Wang, Changlong Yu, Huan Zhao, Wilfred Ng

Cross-Modal Discrete Representation Learning

Alexander Liu, SouYoung Jin, Cheng-I Lai, Andrew Rouditchenko, Aude Oliva

Show Me More Details: Discovering Hierarchies of Procedures from Semi-structured Web Data

Shuyan Zhou, Li Zhang, Yue Yang, Qing Lyu, Pengcheng Yin

ProtoTEx: Explaining Model Decisions with Prototype Tensors

Anubrata Das, Chitrank Gupta, Venelin Kovatchev, Matthew Lease, Junyi Jessy Li

Enhanced Multi-Channel Graph Convolutional Network for Aspect Sentiment Triplet Extraction

Hao Chen, Zepeng Zhai, Fangxiang Feng, Ruifan Li, Xiaojie Wang

A Taxonomy of Empathetic Questions in Social Dialogs

Ekaterina Svikhnushina, Iuliana Voinea, Anuradha Welivita, Pearl Pu

KenMeSH: Knowledge-enhanced End-to-end Biomedical Text Labelling

Xindi Wang, Robert Mercer, Frank Rudzicz

FIBER: Fill-in-the-Blanks as a Challenging Video Understanding Evaluation Framework

Santiago Castro, Ruoyao Wang, Pingxuan Huang, Ian Stewart, Oana Ignat

Leveraging Relaxed Equilibrium by Lazy Transition for Sequence Modeling

Xi Ai, Bin Fang

BRIO: Bringing Order to Abstractive Summarization

Yixin Liu, Pengfei Liu, Dragomir Radev, Graham Neubig

Confidence Based Bidirectional Global Context Aware Training Framework for Neural Machine Translation

Chulun Zhou, Fandong Meng, Jie Zhou, Min Zhang, Hongji Wang

CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph Completion

Guanglin Niu, Bo Li, Yongfei Zhang, Shiliang Pu

Multimodal Dialogue Response Generation

Qingfeng Sun, Yujing Wang, Can Xu, Kai Zheng, Yaming Yang

Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval

Luyu Gao, Jamie Callan

Learning to Mediate Disparities Towards Pragmatic Communication

Yuwei Bao, Sayan Ghosh, Joyce Chai

Sequence-to-Sequence Knowledge Graph Completion and Question Answering

Apoorv Saxena, Adrian Kochsiek, Rainer Gemulla

Identifying Chinese Opinion Expressions with Extremely-Noisy Crowdsourcing Annotations

Xin Zhang, Guangwei Xu, Yueheng Sun, Meishan Zhang, Xiaobin Wang

Variational Graph Autoencoding as Cheap Supervision for AMR Coreference Resolution

Irene Li, Linfeng Song, Kun Xu, Dong Yu

Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation

Chengwei Qin, Shafiq Joty

A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language Models

Woojeong Jin, Yu Cheng, Yelong Shen, Weizhu Chen, Xiang Ren

Leveraging Visual Knowledge in Language Tasks: An Empirical Study on Intermediate Pre-training for Cross-Modal Knowledge Transfer

Woojeong Jin, Dong-Ho Lee, Chenguang Zhu, Jay Pujara, Xiang Ren

A Meta-framework for Spatiotemporal Quantity Extraction from Text

Qiang Ning, Ben Zhou, Hao Wu, Haoruo Peng, Chuchu Fan

Efficient Hyper-parameter Search for Knowledge Graph Embedding

Yongqi Zhang, Zhanke Zhou, Quanming Yao, Yong Li

Contextual Representation Learning beyond Masked Language Modeling

Zhiyi Fu, Wangchunshu Zhou, Jingjing Xu, Hao Zhou, Lei Li

Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER

Dong-Ho Lee, Akshen Kadakia, Kangmin Tan, Mahak Agarwal, Xinyu Feng

GL-CLeF: A Global–Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding

Libo Qin, Qiguang Chen, Tianbao Xie, Qixin Li, Jian-Guang Lou

Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets

Yuxiang Wu, Matt Gardner, Pontus Stenetorp, Pradeep Dasigi

Down and Across: Introducing Crossword-Solving as a New NLP Benchmark

Saurabh Kulshreshtha, Olga Kovaleva, Namrata Shivagunde, Anna Rumshisky

On the Sensitivity and Stability of Model Interpretations in NLP

Fan Yin, Zhouxing Shi, Cho-jui Hsieh, Kai-Wei Chang

Learning Disentangled Textual Representations via Statistical Measures of Similarity

Pierre Colombo, Guillaume Staerman, Nathan Noiry, Pablo Piantanida

MSCTD: A Multimodal Sentiment Chat Translation Dataset

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

Understanding and Improving Sequence-to-Sequence Pretraining for Neural Machine Translation

Wenxuan Wang, Wenxiang Jiao, Yongchang Hao, Xing Wang, Shuming Shi

Measuring and Mitigating Name Biases in Neural Machine Translation

Jun Wang, Benjamin Rubinstein, Trevor Cohn

ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification

Yucheng Zhou, Tao Shen, Xiubo Geng, Guodong Long, Daxin Jiang

Other Roles Matter! Enhancing Role-Oriented Dialogue Summarization via Role Interactions

Haitao Lin, Junnan Zhu, Lu Xiang, Yu Zhou, Jiajun Zhang

Accelerating Code Search with Deep Hashing and Code Classification

Wenchao Gu, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han

Text-to-Table: A New Way of Information Extraction

Xueqing Wu, Jiacheng Zhang, Hang Li

Alignment-Augmented Consistent Translation for Multilingual Open Information Extraction

Keshav Kolluru, Muqeeth Mohammed, Shubham Mittal, Soumen Chakrabarti, Mausam

Hierarchical Sketch Induction for Paraphrase Generation

Tom Hosking, Hao Tang, Mirella Lapata

ExtEnD: Extractive Entity Disambiguation

Edoardo Barba, Luigi Procopio, Roberto Navigli

Modeling Dual Read/Write Paths for Simultaneous Machine Translation

Shaolei Zhang, Yang Feng

Generating Scientific Claims for Zero-Shot Scientific Fact Checking

Dustin Wright, David Wadden, Kyle Lo, Bailey Kuehl, Arman Cohan

Adversarial Soft Prompt Tuning for Cross-Domain Sentiment Analysis

Hui Wu, Xiaodong Shi

Dependency Parsing as MRC-based Span-Span Prediction

Leilei Gan, Yuxian Meng, Kun Kuang, Xiaofei Sun, Chun Fan

Redistributing Low-Frequency Words: Making the Most of Monolingual Data in Non-Autoregressive Translation

Liang Ding, Longyue Wang, Shuming Shi, Dacheng Tao, Zhaopeng Tu

Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer Networks

Songlin Yang, Kewei Tu

ClusterFormer: Neural Clustering Attention for Efficient and Effective Transformer

Ningning Wang, Guobing Gan, Peng Zhang, SHUAI ZHANG, Junqiu Wei

Conditional Bilingual Mutual Information Based Adaptive Training for Neural Machine Translation

Songming Zhang, Yijin Liu, Fandong Meng, Yufeng Chen, Jinan Xu

Things not Written in Text: Exploring Spatial Commonsense from Visual Signals

Xiao Liu, Da Yin, Yansong Feng, Dongyan Zhao

Learning Confidence for Transformer-based Neural Machine Translation

Yu Lu, Jiali Zeng, Jiajun Zhang, Shuangzhi Wu, Mu Li

Are Prompt-based Models Clueless?

Pride Kavumba, Ryo Takahashi, Yusuke Oda

Beyond the Granularity: Multi-Perspective Dialogue Collaborative Selection for Dialogue State Tracking

Jinyu Guo, Kai Shuang, Jijie Li, Zihan Wang, Yixuan Liu

CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text Generation

Pei Ke, Hao Zhou, Yankai Lin, Peng Li, Jie Zhou

PLANET: Dynamic Content Planning in Autoregressive Transformers for Long-form Text Generation

Zhe Hu, Hou Pong Chan, Jiachen Liu, Xinyan Xiao, Hua Wu

IAM: A Comprehensive and Large-Scale Dataset for Integrated Argument Mining Tasks

Liying Cheng, Lidong Bing, Ruidan He, Qian Yu, Yan Zhang

Word2Box: Capturing Set-Theoretic Semantics of Words using Box Embeddings

Shib Sankar Dasgupta, Michael Boratko, Siddhartha Mishra, Shriya Atmakuri, Dhruvesh Patel

MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER

Ran Zhou, Xin Li, Ruidan He, Lidong Bing, Erik Cambria

Cross-Lingual Contrastive Learning for Fine-Grained Entity Typing for Low-Resource Languages

Xu Han, Yuqi Luo, Weize Chen, Zhiyuan Liu, Maosong Sun

Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification

Shengding Hu, Ning Ding, Huadong Wang, Zhiyuan Liu, Jingang Wang

Robust Lottery Tickets for Pre-trained Language Models

Rui Zheng, Bao Rong, Yuhao Zhou, Di Liang, Sirui Wang

Decoding Part-of-Speech from Human EEG Signals

Alex Murphy, Bernd Bohnet, Ryan Mcdonald, Uta Noppeney

Headed-Span-Based Projective Dependency Parsing

Songlin Yang, Kewei Tu

Efficient Cluster-Based k-Nearest-Neighbor Machine Translation

Dexin Wang, Kai Fan, Boxing Chen, Deyi Xiong

“You might think about slightly revising the title”: Identifying Hedges in Peer-tutoring Interactions

Yann Raphalen, Chloé Clavel, Justine Cassell

Vision-Language Pre-Training for Multimodal Aspect-Based Sentiment Analysis

Yan Ling, Jianfei Yu, Rui Xia

bert2BERT: Towards Reusable Pretrained Language Models

Cheng Chen, Yichun Yin, Lifeng Shang, Xin Jiang, Yujia Qin

OpenHands: Making Sign Language Recognition Accessible with Pose-based Pretrained Models across Languages

Prem Selvaraj, Gokul NC, Pratyush Kumar, Mitesh Khapra

On the Robustness of Question Rewriting Systems to Questions of Varying Hardness

Hai Ye, Hwee Tou Ng, Wenjuan Han

A Variational Hierarchical Model for Neural Cross-Lingual Summarization

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

Learning from Sibling Mentions with Scalable Graph Inference in Fine-Grained Entity Typing

Yi Chen, Jiayang Cheng, Haiyun Jiang, Lemao Liu, Haisong Zhang

Investigating Non-local Features for Neural Constituency Parsing

Leyang Cui, Sen Yang, Yue Zhang

Discrete Opinion Tree Induction for Aspect-based Sentiment Analysis

Chenhua Chen, Zhiyang Teng, Zhongqing Wang, Yue Zhang

Metaphors in Pre-Trained Language Models: Probing and Generalization Across Datasets and Languages

Ehsan Aghazadeh, Mohsen Fayyaz, Yadollah Yaghoobzadeh

Overcoming Catastrophic Forgetting beyond Continual Learning: Balanced Training for Neural Machine Translation

Chenze Shao, Yang Feng

Towards Robustness of Text-to-SQL Models Against Natural and Realistic Adversarial Table Perturbation

Xinyu Pi, Bing Wang, Yan Gao, Jiaqi Guo, Zhoujun Li

Divide and Denoise: Learning from Noisy Labels in Fine-Grained Entity Typing with Cluster-Wise Loss Correction

Kunyuan Pang, Haoyu Zhang, Jie Zhou, Ting Wang

Enhancing Chinese Pre-trained Language Model via Heterogeneous Linguistics Graph

Yanzeng Li, Jiangxia Cao, Xin Cong, Zhenyu Zhang, Bowen Yu

Distributionally Robust Finetuning BERT for Covariate Drift in Spoken Language Understanding

Samuel Broscheit, Quynh Do, Judith Gaspers

BiTIIMT: A Bilingual Text-infilling Method for Interactive Machine Translation

Yanling Xiao, Lemao Liu, Guoping Huang, Qu Cui, Shujian Huang

Predicting Intervention Approval in Clinical Trials through Multi-Document Summarization

Georgios Katsimpras, Georgios Paliouras

Hybrid Semantics for Goal-Directed Natural Language Generation

Connor Baumler, Soumya Ray

Sense Embeddings are also Biased – Evaluating Social Biases in Static and Contextualised Sense Embeddings

Yi Zhou, Masahiro Kaneko, Danushka Bollegala

Enhancing Cross-lingual Natural Language Inference by Prompt-learning from Cross-lingual Templates

Kunxun Qi, Hai Wan, Jianfeng Du, Haolan Chen

Exploring and Adapting Chinese GPT to Pinyin Input Method

Minghuan Tan, Yong Dai, Duyu Tang, Zhangyin Feng, Guoping Huang

An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models

Nicholas Meade, Elinor Poole-Dayan, Siva Reddy

GPT-D: Inducing Dementia-related Linguistic Anomalies by Deliberate Degradation of Artificial Neural Language Models

Changye Li, David Knopman, Weizhe Xu, Trevor Cohen, Serguei Pakhomov

Probing Structured Pruning on Multilingual Pre-trained Models: Settings, Algorithms, and Efficiency

Yanyang Li, Fuli Luo, Runxin Xu, Songfang Huang, Fei Huang

Probing as Quantifying Inductive Bias

Alexander Immer, Lucas Torroba Hennigen, Vincent Fortuin, Ryan Cotterell

Answering Open-Domain Multi-Answer Questions via a Recall-then-Verify Framework

Zhihong Shao, Minlie Huang

Under the Morphosyntactic Lens: A Multifaceted Evaluation of Gender Bias in Speech Translation

Beatrice Savoldi, Marco Gaido, Luisa Bentivogli, Matteo Negri, Marco Turchi

Toward Annotator Group Bias in Crowdsourcing

Haochen Liu, Joseph Thekinen, Sinem Mollaoglu, Da Tang, Ji Yang

Composable Sparse Fine-Tuning for Cross-Lingual Transfer

Alan Ansell, Edoardo Ponti, Anna Korhonen, Ivan Vulić

Multi-Modal Sarcasm Detection via Cross-Modal Graph Convolutional Network

Bin Liang, Chenwei Lou, Xiang Li, Min Yang, Lin Gui

DEEP: DEnoising Entity Pre-training for Neural Machine Translation

Junjie Hu, Hiroaki Hayashi, Kyunghyun Cho, Graham Neubig

Charles Welch, Chenxi Gu, Jonathan K. Kummerfeld, Veronica Perez-Rosas, Rada Mihalcea

Fully-Semantic Parsing and Generation: the BabelNet Meaning Representation

Abelardo Carlos Martínez Lorenzo, Marco Maru, Roberto Navigli

Skill Induction and Planning with Latent Language

Pratyusha Sharma, Antonio Torralba, Jacob Andreas

Searching for fingerspelled content in American Sign Language

Bowen Shi, Diane Brentari, Greg Shakhnarovich, Karen Livescu

DYLE: Dynamic Latent Extraction for Abstractive Long-Input Summarization

Ziming Mao, Chen Henry Wu, Ansong Ni, Yusen Zhang, Rui Zhang