EMNLP 2022

2,056 papers

Modeling Context With Linear Attention for Scalable Document-Level Translation

Zhaofeng Wu, Hao Peng, Nikolaos Pappas, Noah A. Smith

Fair NLP Models with Differentially Private Text Encoders

Gaurav Maheshwari, Pascal Denis, Mikaela Keller, Aurélien Bellet

TransLIST: A Transformer-Based Linguistically Informed Sanskrit Tokenizer

Jivnesh Sandhan, Rathin Singha, Narein Rao, Suvendu Samanta, Laxmidhar Behera

Prompt-learning for Fine-grained Entity Typing

Ning Ding, Yulin Chen, Xu Han, Guangwei Xu, Xiaobin Wang

FPT: Improving Prompt Tuning Efficiency via Progressive Training

Yufei Huang, Yujia Qin, Huadong Wang, Yichun Yin, Maosong Sun

Revisiting the Roles of “Text” in Text Games

Yi Gu, Shunyu Yao, Chuang Gan, Josh Tenenbaum, Mo Yu

Sequentially Controlled Text Generation

Alexander Spangher, Yao Ming, Xinyu Hua, Nanyun Peng

WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation

Alisa Liu, Swabha Swayamdipta, Noah A. Smith, Yejin Choi

Capturing Topic Framing via Masked Language Modeling

Xiaobo Guo, Weicheng Ma, Soroush Vosoughi

Improving Few-Shot Domain Transfer for Named Entity Disambiguation with Pattern Exploitation

Philip Blair, Kfir Bar

PaCo: Preconditions Attributed to Commonsense Knowledge

Ehsan Qasemi, Filip Ilievski, Muhao Chen, Pedro Szekely

A POMDP Dialogue Policy with 3-way Grounding and Adaptive Sensing for Learning through Communication

Maryam Zare, Alan Wagner, Rebecca Passonneau

Table-To-Text generation and pre-training with TabT5

Ewa Andrejczuk, Julian Eisenschlos, Francesco Piccinno, Syrine Krichene, Yasemin Altun

Probing for Constituency Structure in Neural Language Models

David Arps, Younes Samih, Laura Kallmeyer, Hassan Sajjad

A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing

Naoki Kobayashi, Tsutomu Hirao, Hidetaka Kamigaito, Manabu Okumura, Masaaki Nagata

MBTI Personality Prediction for Fictional Characters Using Movie Scripts

Yisi Sang, Xiangyang Mou, Mo Yu, Dakuo Wang, Jing Li

EntityCS: Improving Zero-Shot Cross-lingual Transfer with Entity-Centric Code Switching

Chenxi Whitehouse, Fenia Christopoulou, Ignacio Iacobacci

MuGER2: Multi-Granularity Evidence Retrieval and Reasoning for Hybrid Question Answering

Yingyao Wang, Junwei Bao, Chaoqun Duan, Youzheng Wu, Xiaodong He

Holistic Sentence Embeddings for Better Out-of-Distribution Detection

Sishuo Chen, Xiaohan Bi, Rundong Gao, Xu Sun

P3LM: Probabilistically Permuted Prophet Language Modeling for Generative Pre-Training

Junwei Bao, Yifan Wang, Ying Jiangyong, Yeyun Gong, Jing Zhao

Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive Learning

Qingyi Si, Yuanxin Liu, Fandong Meng, Zheng Lin, Peng Fu

Subword Segmental Language Modelling for Nguni Languages

Francois Meyer, Jan Buys

Consecutive Question Generation via Dynamic Multitask Learning

Yunji Li, Sujian Li, Xing Shi

SMASH: Improving SMAll Language Models’ Few-SHot Ability with Prompt-Based Distillation

Yueqian Wang, Chang Liu, Kai Chen, Xi Wang, Dongyan Zhao

DIGAT: Modeling News Recommendation with Dual-Graph Interaction

Zhiming Mao, Jian Li, Hongru Wang, Xingshan Zeng, Kam-Fai Wong

Summarization as Indirect Supervision for Relation Extraction

Keming Lu, I-Hung Hsu, Wenxuan Zhou, Mingyu Derek Ma, Muhao Chen

Not All Errors are Equal: Learning Text Generation Metrics using Stratified Error Synthesis

Wenda Xu, Yi-Lin Tuan, Yujie Lu, Michael Saxon, Lei Li

BOOKSUM: A Collection of Datasets for Long-form Narrative Summarization

Wojciech Kryscinski, Nazneen Rajani, Divyansh Agarwal, Caiming Xiong, Dragomir Radev

Weakly Supervised Headline Dependency Parsing

Adrian Benton, Tianze Shi, Ozan Irsoy, Igor Malioutov

Controllable Fake Document Infilling for Cyber Deception

Yibo Hu, Yu Lin, Erick Skorupa Parolin, Latifur Khan, Kevin Hamlen

Improving Zero-Shot Multilingual Translation with Universal Representations and Cross-Mapping

Shuhao Gu, Yang Feng

Large-Scale Differentially Private BERT

Rohan Anil, Badih Ghazi, Vineet Gupta, Ravi Kumar, Pasin Manurangsi

ConGen: Unsupervised Control and Generalization Distillation For Sentence Representation

Peerat Limkonchotiwat, Wuttikorn Ponwitayarat, Lalita Lowphansirikul, Can Udomcharoenchaikit, Ekapol Chuangsuwanich

Forging Multiple Training Objectives for Pre-trained Language Models via Meta-Learning

Hongqiu Wu, Ruixue Ding, Hai Zhao, Boli Chen, Pengjun Xie

Multi-View Active Learning for Short Text Classification in User-Generated Data

Payam Karisani, Negin Karisani, Li Xiong

R-AT: Regularized Adversarial Training for Natural Language Understanding

Shiwen Ni, Jiawen Li, Hung-Yu Kao

Early Guessing for Dialect Identification

Vani Kanjirangat, Tanja Samardžić, Fabio Rinaldi, Ljiljana Dolamic

Model and Data Transfer for Cross-Lingual Sequence Labelling in Zero-Resource Settings

Iker García-Ferrero, Rodrigo Agerri, German Rigau

From Mimicking to Integrating: Knowledge Integration for Pre-Trained Language Models

Lei Li, Yankai Lin, Xuancheng Ren, Guangxiang Zhao, Peng Li

Trial2Vec: Zero-Shot Clinical Trial Document Similarity Search using Self-Supervision

Zifeng Wang, Jimeng Sun

Empathetic and Emotionally Positive Conversation Systems with an Emotion-specific Query-Response Memory

Zhiliang Tian, Yinliang Wang, Yiping Song, Chi Zhang, Dongkyu Lee

Status Biases in Deliberation Online: Evidence from a Randomized Experiment on ChangeMyView

Emaad Manzoor, Yohan Jo, Alan Montgomery

Entity-level Interaction via Heterogeneous Graph for Multimodal Named Entity Recognition

Gang Zhao, Guanting Dong, Yidong Shi, Haolong Yan, Weiran Xu

Entity Embedding Completion for Wide-Coverage Entity Disambiguation

Daisuke Oba, Ikuya Yamada, Naoki Yoshinaga, Masashi Toyoda

Tweet Based Reach Aware Temporal Attention Network for NFT Valuation

Ramit Sawhney, Megh Thakkar, Ritesh Soun, Atula Neerkaje, Vasu Sharma

Recurrence Boosts Diversity! Revisiting Recurrent Latent Variable in Transformer-Based Variational AutoEncoder for Diverse Text Generation

Jinyi Hu, Xiaoyuan Yi, Wenhao Li, Maosong Sun, Xing Xie

Exploring Methods for Building Dialects-Mandarin Code-Mixing Corpora: A Case Study in Taiwanese Hokkien

Sin-En Lu, Bo-Han Lu, Chao-Yi Lu, Richard Tzong-Han Tsai

VarMAE: Pre-training of Variational Masked Autoencoder for Domain-adaptive Language Understanding

Dou Hu, Xiaolong Hou, Xiyang Du, Mengyuan Zhou, Lianxin Jiang

Knowledge-Enhanced Self-Supervised Prototypical Network for Few-Shot Event Detection

Kailin Zhao, Xiaolong Jin, Long Bai, Jiafeng Guo, Xueqi Cheng

A Benchmark and Dataset for Post-OCR text correction in Sanskrit

Ayush Maheshwari, Nikhil Singh, Amrith Krishna, Ganesh Ramakrishnan

Syntactically Robust Training on Partially-Observed Data for Open Information Extraction

Ji Qi, Yuxiang Chen, Lei Hou, Juanzi Li, Bin Xu

Improved Knowledge Distillation for Pre-trained Language Models via Knowledge Selection

Chenglong Wang, Yi Lu, Yongyu Mu, Yimin Hu, Tong Xiao

Con-NAT: Contrastive Non-autoregressive Neural Machine Translation

Hao Cheng, Zhihua Zhang

Semi-supervised New Slot Discovery with Incremental Clustering

Yuxia Wu, Lizi Liao, Xueming Qian, Tat-Seng Chua

ParaMac: A General Unsupervised Paraphrase Generation Framework Leveraging Semantic Constraints and Diversifying Mechanisms

Jinxin Liu, Jiaxin Shi, Ji Qi, Lei Hou, Juanzi Li

Robust Question Answering against Distribution Shifts with Test-Time Adaption: An Empirical Study

Hai Ye, Yuyang Ding, Juntao Li, Hwee Tou Ng

Code Vulnerability Detection via Nearest Neighbor Mechanism

Qianjin Du, Xiaohui Kuang, Gang Zhao

Search to Pass Messages for Temporal Knowledge Graph Completion

Zhen Wang, Haotong Du, Quanming Yao, Xuelong Li

Answer Quality Aware Aggregation for Extractive QA Crowdsourcing

Peide Zhu, Zhen Wang, Claudia Hauff, jie Yang, Avishek Anand

SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training

Hui Chen, Wei Han, Soujanya Poria

Refinement Matters: Textual Description Needs to be Refined for Zero-shot Learning

Chandan Gautam, Sethupathy Parameswaran, Vinay Verma, Suresh Sundaram, Savitha Ramasamy

Identifying Human Strategies for Generating Word-Level Adversarial Examples

Maximilian Mozes, Bennett Kleinberg, Lewis Griffin

Explore Unsupervised Structures in Pretrained Models for Relation Extraction

Xi Yang, Tao Ji, Yuanbin Wu

Semantic Dependency Parsing with Edge GNNs

Songlin Yang, Kewei Tu

Generative Aspect-Based Sentiment Analysis with Contrastive Learning and Expressive Structure

Joseph Peper, Lu Wang

Focus! Relevant and Sufficient Context Selection for News Image Captioning

Mingyang Zhou, Grace Luo, Anna Rohrbach, Zhou Yu

Code Generation From Flowcharts with Texts: A Benchmark Dataset and An Approach

Zejie Liu, Xiaoyu Hu, Deyu Zhou, Lin Li, Xu Zhang

AdaPrompt: Adaptive Model Training for Prompt-based NLP

Yulong Chen, Yang Liu, Li Dong, Shuohang Wang, Chenguang Zhu

Validity Assessment of Legal Will Statements as Natural Language Inference

Alice Kwak, Jacob Israelsen, Clayton Morrison, Derek Bambauer, Mihai Surdeanu

PcMSP: A Dataset for Scientific Action Graphs Extraction from Polycrystalline Materials Synthesis Procedure Text

Xianjun Yang, Ya Zhuo, Julia Zuo, Xinlu Zhang, Stephen Wilson

Towards Robust NLG Bias Evaluation with Syntactically-diverse Prompts

Arshiya Aggarwal, Jiao Sun, Nanyun Peng

Adaptive Graph Convolutional Network for Knowledge Graph Entity Alignment

Renbo Zhu, Xukun Luo, Meng Ma, Ping Wang

Partitioned Gradient Matching-based Data Subset Selection for Compute-Efficient Robust ASR Training

Ashish Mittal, Durga Sivasubramanian, Rishabh Iyer, Preethi Jyothi, Ganesh Ramakrishnan

Collaborative Reasoning on Multi-Modal Semantic Graphs for Video-Grounded Dialogue Generation

Xueliang Zhao, Yuxuan Wang, Chongyang Tao, Chenshuo Wang, Dongyan Zhao

Exploring The Landscape of Distributional Robustness for Question Answering Models

Anas Awadalla, Mitchell Wortsman, Gabriel Ilharco, Sewon Min, Ian Magnusson

WordTies: Measuring Word Associations in Language Models via Constrained Sampling

Peiran Yao, Tobias Renwick, Denilson Barbosa

MCPG: A Flexible Multi-Level Controllable Framework for Unsupervised Paraphrase Generation

Yi Chen, Haiyun Jiang, Lemao Liu, Rui Wang, Shuming Shi

Calibrating Factual Knowledge in Pretrained Language Models

Qingxiu Dong, Damai Dai, Yifan Song, Jingjing Xu, Zhifang Sui

Named Entity and Relation Extraction with Multi-Modal Retrieval

Xinyu Wang, Jiong Cai, Yong Jiang, Pengjun Xie, Kewei Tu

Learning Action-Effect Dynamics for Hypothetical Vision-Language Reasoning Task

Shailaja Keyur Sampat, Pratyay Banerjee, Yezhou Yang, Chitta Baral

Foiling Training-Time Attacks on Neural Machine Translation Systems

Jun Wang, Xuanli He, Benjamin Rubinstein, Trevor Cohn

Unsupervised Domain Adaptation for Joint Information Extraction

Nghia Ngo, Bonan Min, Thien Nguyen

Data-Efficient Concept Extraction from Pre-trained Language Models for Commonsense Explanation Generation

Yanbo Fang, Yongfeng Zhang

Investigating the Benefits of Free-Form Rationales

Jiao Sun, Swabha Swayamdipta, Jonathan May, Xuezhe Ma

Controlling Bias Exposure for Fair Interpretable Predictions

Zexue He, Yu Wang, Julian McAuley, Bodhisattwa Prasad Majumder

G3: Geolocation via Guidebook Grounding

Grace Luo, Giscard Biamby, Trevor Darrell, Daniel Fried, Anna Rohrbach

CDGP: Automatic Cloze Distractor Generation based on Pre-trained Language Model

Shang-Hsuan Chiang, Ssu-Cheng Wang, Yao-Chung Fan

Composition, Attention, or Both?

Ryo Yoshida, Yohei Oseki

Keyphrase Generation Beyond the Boundaries of Title and Abstract

Krishna Garg, Jishnu Ray Chowdhury, Cornelia Caragea

Learning to Detect Noisy Labels Using Model-Based Features

Zhihao Wang, Zongyu Lin, Junjie Wen, Xianxin Chen, Peiqi Liu

Leveraging Open Data and Task Augmentation to Automated Behavioral Coding of Psychotherapy Conversations in Low-Resource Scenarios

Zhuohao Chen, Nikolaos Flemotomos, Zac Imel, David Atkins, Shrikanth Narayanan

Combinatory Grammar Tells Underlying Relevance among Entities

Yuanhe Tian, Yan Song

Language Models as Agent Models

Jacob Andreas

Hidden State Variability of Pretrained Language Models Can Guide Computation Reduction for Transfer Learning

Shuo Xie, Jiahao Qiu, Ankita Pasad, Li Du, Qing Qu

Probing Cross-modal Semantics Alignment Capability from the Textual Perspective

Zheng Ma, Shi Zong, Mianzhi Pan, Jianbing Zhang, Shujian Huang

TyDiP: A Dataset for Politeness Classification in Nine Typologically Diverse Languages

Anirudh Srinivasan, Eunsol Choi

Joint Audio/Text Training for Transformer Rescorer of Streaming Speech Recognition

Suyoun Kim, Ke Li, Lucas Kabela, Ron Huang, Jiedan Zhu

Predicting Long-Term Citations from Short-Term Linguistic Influence

Sandeep Soni, David Bamman, Jacob Eisenstein

Sharpness-Aware Minimization with Dynamic Reweighting

Wenxuan Zhou, Fangyu Liu, Huan Zhang, Muhao Chen

Task Compass: Scaling Multi-task Pre-training with Task Prefix

Zhuosheng Zhang, Shuohang Wang, Yichong Xu, Yuwei Fang, Wenhao Yu