EMNLP 2022

2,056 papers

Seeded Hierarchical Clustering for Expert-Crafted Taxonomies

Anish Saha, Amith Ananthram, Emily Allaway, Heng Ji, Kathleen McKeown

Text Editing as Imitation Game

Ning Shi, Bin Tang, Bo Yuan, Longtao Huang, Yewen Pu

Data Selection Curriculum for Neural Machine Translation

Tasnim Mohiuddin, Philipp Koehn, Vishrav Chaudhary, James Cross, Shruti Bhosale

Can AMR Assist Legal and Logical Reasoning?

Nikolaus Schrack, Ruixiang Cui, Hugo López, Daniel Hershcovich

Unsupervised Syntactically Controlled Paraphrase Generation with Abstract Meaning Representations

Kuan-Hao Huang, Varun Iyer, Anoop Kumar, Sriram Venkatapathy, Kai-Wei Chang

DiffG-RL: Leveraging Difference between Environment State and Common Sense

Tsunehiko Tanaka, Daiki Kimura, Michiaki Tatsubori

Residual Learning of Neural Text Generation with n-gram Language Model

Huayang Li, Deng Cai, Jin Xu, Taro Watanabe

On the Effectiveness of Automated Metrics for Text Generation Systems

Pius Von Däniken, Jan Deriu, Don Tuggener, Mark Cieliebak

SMSMix: Sense-Maintained Sentence Mixup for Word Sense Disambiguation

Hee Suk Yoon, Eunseop Yoon, John Harvill, Sunjae Yoon, Mark Hasegawa-Johnson

Mask More and Mask Later: Efficient Pre-training of Masked Language Models by Disentangling the [MASK] Token

Baohao Liao, David Thulke, Sanjika Hewavitharana, Hermann Ney, Christof Monz

Improving the Extraction of Supertags for Constituency Parsing with Linear Context-Free Rewriting Systems

Thomas Ruprecht

BioLORD: Learning Ontological Representations from Definitions for Biomedical Concepts and their Textual Descriptions

François Remy, Kris Demuynck, Thomas Demeester

Towards Generalized Open Information Extraction

Bowen Yu, Zhenyu Zhang, Jingyang Li, Haiyang Yu, Tingwen Liu

What Has Been Enhanced in my Knowledge-Enhanced Language Model?

Yifan Hou, Guoji Fu, Mrinmaya Sachan

How Much Does Attention Actually Attend? Questioning the Importance of Attention in Pretrained Transformers

Michael Hassid, Hao Peng, Daniel Rotem, Jungo Kasai, Ivan Montero

Beyond Model Interpretability: On the Faithfulness and Adversarial Robustness of Contrastive Textual Explanations

Julia El Zini, Mariette Awad

Transformer Language Models without Positional Encodings Still Learn Positional Information

Adi Haviv, Ori Ram, Ofir Press, Peter Izsak, Omer Levy

Controllable Factuality in Document-Grounded Dialog Systems Using a Noisy Channel Model

Nico Daheim, David Thulke, Christian Dugast, Hermann Ney

Leveraging Only the Category Name for Aspect Detection through Prompt-based Constrained Clustering

Yazheng Li, Pengyun Wang, Yasheng Wang, Yong Dai, Yadao Wang

MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge Representation

Ying Su, Zihao Wang, Tianqing Fang, Hongming Zhang, Yangqiu Song

Late Prompt Tuning: A Late Prompt Could Be Better Than Many Prompts

Xiangyang Liu, Tianxiang Sun, Xuanjing Huang, Xipeng Qiu

MiST: a Large-Scale Annotated Resource and Neural Models for Functions of Modal Verbs in English Scientific Text

Sophie Henning, Nicole Macher, Stefan Grünewald, Annemarie Friedrich

Outlier Dimensions that Disrupt Transformers are Driven by Frequency

Giovanni Puccetti, Anna Rogers, Aleksandr Drozd, Felice Dell’Orletta

Exploring Compositional Image Retrieval with Hybrid Compositional Learning and Heuristic Negative Mining

Chao Wang, Ehsan Nezhadarya, Tanmana Sadhu, Shengdong Zhang

Translating Hanja Historical Documents to Contemporary Korean and English

Juhee Son, Jiho Jin, Haneul Yoo, JinYeong Bak, Kyunghyun Cho

Is MultiWOZ a Solved Task? An Interactive TOD Evaluation Framework with User Simulator

Qinyuan Cheng, Linyang Li, Guofeng Quan, Feng Gao, Xiaofeng Mou

STAR: SQL Guided Pre-Training for Context-dependent Text-to-SQL Parsing

Zefeng Cai, Xiangyu Li, Binyuan Hui, Min Yang, Bowen Li

Robust Task-Oriented Dialogue Generation with Contrastive Pre-training and Adversarial Filtering

Shiquan Yang, Xinting Huang, Jey Han Lau, Sarah Erfani

Sequential Topic Selection Model with Latent Variable for Topic-Grounded Dialogue

Xiao-Fei Wen, Wei Wei, Xian-Ling Mao

TranS: Transition-based Knowledge Graph Embedding with Synthetic Relation Representation

Xuanyu Zhang, Qing Yang, Dongliang Xu

Extracting Trigger-sharing Events via an Event Matrix

Jun Xu, Weidi Xu, Mengshu Sun, Taifeng Wang, Wei Chu

WSpeller: Robust Word Segmentation for Enhancing Chinese Spelling Check

Fangfang Li, Youran Shan, Junwen Duan, Xingliang Mao, Minlie Huang

Knowledge Stimulated Contrastive Prompting for Low-Resource Stance Detection

Kai Zheng, Qingfeng Sun, Yaming Yang, Fei Xu

Progressive Sentiment Analysis for Code-Switched Text Data

Sudhanshu Ranjan, Dheeraj Mekala, Jingbo Shang

Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddings

Jian Zhu, Zuoyu Tian, Yadong Liu, Cong Zhang, Chia-Wen Lo

Few-shot initializing of Active Learner via Meta-Learning

Zi Long Zhu, Vikrant Yadav, Zubair Afzal, George Tsatsaronis

Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem

Wenqi Zhang, Yongliang Shen, Yanna Ma, Xiaoxia Cheng, Zeqi Tan

Evaluating Token-Level and Passage-Level Dense Retrieval Models for Math Information Retrieval

Wei Zhong, Jheng-Hong Yang, Yuqing Xie, Jimmy Lin

RL with KL penalties is better viewed as Bayesian inference

Tomasz Korbak, Ethan Perez, Christopher Buckley

Faithful to the Document or to the World? Mitigating Hallucinations via Entity-Linked Knowledge in Abstractive Summarization

Yue Dong, John Wieting, Pat Verga

You Truly Understand What I Need : Intellectual and Friendly Dialog Agents grounding Persona and Knowledge

Jungwoo Lim, Myunghoon Kang, Yuna Hur, Seungwon Jeong, JINSUNG KIM

ExpertPLM: Pre-training Expert Representation for Expert Finding

Qiyao Peng, Hongtao Liu

MCP: Self-supervised Pre-training for Personalized Chatbots with Multi-level Contrastive Sampling

Zhaoheng Huang, Zhicheng Dou, Yutao Zhu, Zhengyi Ma

A Few More Examples May Be Worth Billions of Parameters

Yuval Kirstain, Patrick Lewis, Sebastian Riedel, Omer Levy

XDoc: Unified Pre-training for Cross-Format Document Understanding

Jingye Chen, Tengchao Lv, Lei Cui, Cha Zhang, Furu Wei

Autoregressive Structured Prediction with Language Models

Tianyu Liu, Yuchen Eleanor Jiang, Nicholas Monath, Ryan Cotterell, Mrinmaya Sachan

Subword-Delimited Downsampling for Better Character-Level Translation

Lukas Edman, Antonio Toral, Gertjan van Noord

TSGP: Two-Stage Generative Prompting for Unsupervised Commonsense Question Answering

Yueqing Sun, Yu Zhang, Le Qi, Qi SHI

Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero Training

Anthony Meng Huat Tiong, Junnan Li, Boyang Li, Silvio Savarese, Steven C.H. Hoi

Measuring and Improving Semantic Diversity of Dialogue Generation

Seungju Han, Beomsu Kim, Buru Chang

Wish I Can Feel What You Feel: A Neural Approach for Empathetic Response Generation

Yangbin Chen, Chunfeng Liang

Language Models Are Poor Learners of Directional Inference

Tianyi Li, Mohammad Javad Hosseini, Sabine Weber, Mark Steedman

From Spelling to Grammar: A New Framework for Chinese Grammatical Error Correction

Xiuyu Wu, Yunfang Wu

ARTIST: A Transformer-based Chinese Text-to-Image Synthesizer Digesting Linguistic and World Knowledge

Tingting Liu, Chengyu Wang, Xiangru Zhu, Lei Li, Minghui Qiu

Knowledge-Rich Self-Supervision for Biomedical Entity Linking

Sheng Zhang, Hao Cheng, Shikhar Vashishth, Cliff Wong, Jinfeng Xiao

Syntactic and Semantic Uniformity for Semantic Parsing and Task-Oriented Dialogue Systems

Bowen Chen, Yusuke Miyao

Impact of Pretraining Term Frequencies on Few-Shot Numerical Reasoning

Yasaman Razeghi, Robert L Logan IV, Matt Gardner, Sameer Singh

Influence Functions for Sequence Tagging Models

Sarthak Jain, Varun Manjunatha, Byron Wallace, Ani Nenkova

Detect-Localize-Repair: A Unified Framework for Learning to Debug with CodeT5

Nghi Bui, Yue Wang, Steven C.H. Hoi

Contrastive Demonstration Tuning for Pre-trained Language Models

Xiaozhuan Liang, Ningyu Zhang, Siyuan Cheng, Zhenru Zhang, Chuanqi Tan

Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble

Hyunsoo Cho, Choonghyun Park, Jaewook Kang, Kang Min Yoo, Taeuk Kim

What Language Model to Train if You Have One Million GPU Hours?

Teven Le Scao, Thomas Wang, Daniel Hesslow, Stas Bekman, M Saiful Bari

BARLE: Background-Aware Representation Learning for Background Shift Out-of-Distribution Detection

Hanyu Duan, Yi Yang, Ahmed Abbasi, Kar Yan Tam

TransAdv: A Translation-based Adversarial Learning Framework for Zero-Resource Cross-Lingual Named Entity Recognition

Yichun Zhao, Jintao Du, Gongshen Liu, Huijia Zhu

CARE: Causality Reasoning for Empathetic Responses by Conditional Graph Generation

Jiashuo WANG, Yi Cheng, Wenjie Li

Systematicity in GPT-3’s Interpretation of Novel English Noun Compounds

Siyan Li, Riley Carlson, Christopher Potts

Representation Learning for Resource-Constrained Keyphrase Generation

Di Wu, Wasi Ahmad, Sunipa Dev, Kai-Wei Chang

Diving Deep into Modes of Fact Hallucinations in Dialogue Systems

Souvik Das, Sougata Saha, Rohini Srihari

Expose Backdoors on the Way: A Feature-Based Efficient Defense against Textual Backdoor Attacks

Sishuo Chen, Wenkai Yang, Zhiyuan Zhang, Xiaohan Bi, Xu Sun

It’s Better to Teach Fishing than Giving a Fish: An Auto-Augmented Structure-aware Generative Model for Metaphor Detection

Huawen Feng, Qianli Ma

Visualizing the Obvious: A Concreteness-based Ensemble Model for Noun Property Prediction

Yue Yang, Artemis Panagopoulou, Marianna Apidianaki, Mark Yatskar, Chris Callison-Burch

TextHacker: Learning based Hybrid Local Search Algorithm for Text Hard-label Adversarial Attack

Zhen Yu, Xiaosen Wang, Wanxiang Che, Kun He

Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation

Kai Zhang, Yu Wang, Hongyi Wang, Lifu Huang, Carl Yang

System 1 + System 2 = Better World: Neural-Symbolic Chain of Logic Reasoning

Wenyue Hua, Yongfeng Zhang

Rethinking the Video Sampling and Reasoning Strategies for Temporal Sentence Grounding

Jiahao Zhu, Daizong Liu, Pan Zhou, Xing Di, Yu Cheng

Linguistic Rules-Based Corpus Generation for Native Chinese Grammatical Error Correction

Shirong Ma, Yinghui Li, Rongyi Sun, Qingyu Zhou, Shulin Huang

GNN-encoder: Learning a Dual-encoder Architecture via Graph Neural Networks for Dense Passage Retrieval

Jiduan Liu, Jiahao Liu, Yang Yang, Jingang Wang, Wei Wu

Can language models learn from explanations in context?

Andrew Lampinen, Ishita Dasgupta, Stephanie Chan, Kory Mathewson, Mh Tessler

Towards Unified Prompt Tuning for Few-shot Text Classification

Jianing Wang, Chengyu Wang, Fuli Luo, Chuanqi Tan, Minghui Qiu

Multimodal Contrastive Learning via Uni-Modal Coding and Cross-Modal Prediction for Multimodal Sentiment Analysis

Ronghao Lin, Haifeng Hu

Handling and Presenting Harmful Text in NLP Research

Hannah Kirk, Abeba Birhane, Bertie Vidgen, Leon Derczynski

CROP: Zero-shot Cross-lingual Named Entity Recognition with Multilingual Labeled Sequence Translation

Jian Yang, Shaohan Huang, Shuming Ma, Yuwei Yin, Li Dong

LEMON: Language-Based Environment Manipulation via Execution-Guided Pre-training

Qi SHI, Qian Liu, Bei Chen, Yu Zhang, Ting Liu

Improve Interpretability of Neural Networks via Sparse Contrastive Coding

Junhong Liu, Yijie Lin, Liang Jiang, Jia Liu, Zujie Wen

Lexicon-Enhanced Self-Supervised Training for Multilingual Dense Retrieval

Houxing Ren, Linjun Shou, Jian Pei, Ning Wu, Ming Gong

CLLE: A Benchmark for Continual Language Learning Evaluation in Multilingual Machine Translation

Han Zhang, Sheng Zhang, Yang Xiang, Bin Liang, Jinsong Su

Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study

Xin Xu, Xiang Chen, Ningyu Zhang, Xin Xie, Xi Chen

Stretching Sentence-pair NLI Models to Reason over Long Documents and Clusters

Tal Schuster, Sihao Chen, Senaka Buthpitiya, Alex Fabrikant, Donald Metzler

Language Models that Seek for Knowledge: Modular Search & Generation for Dialogue and Prompt Completion

Kurt Shuster, Mojtaba Komeili, Leonard Adolphs, Stephen Roller, arthur szlam

Fine-mixing: Mitigating Backdoors in Fine-tuned Language Models

Zhiyuan Zhang, Lingjuan Lyu, Xingjun Ma, Chenguang Wang, Xu Sun

Dim-Krum: Backdoor-Resistant Federated Learning for NLP with Dimension-wise Krum-Based Aggregation

Zhiyuan Zhang, Qi Su, Xu Sun

AssistSR: Task-oriented Video Segment Retrieval for Personal AI Assistant

Weixian Lei, Difei Gao, Yuxuan Wang, Dongxing Mao, Zihan Liang

Yes-Yes-Yes: Proactive Data Collection for ACL Rolling Review and Beyond

Nils Dycke, Ilia Kuznetsov, Iryna Gurevych

Cross-Domain Sentiment Classification using Semantic Representation

Shichen Li, Zhongqing Wang, Xiaotong Jiang, Guodong Zhou

When Language Model Meets Private Library

Daoguang Zan, Bei Chen, Zeqi Lin, Bei Guan, Wang Yongji

SMARTAVE: Structured Multimodal Transformer for Product Attribute Value Extraction

Qifan Wang, Li Yang, Jingang Wang, Jitin Krishnan, Bo Dai

Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One?

Xilun Chen, Kushal Lakhotia, Barlas Oguz, Anchit Gupta, Patrick Lewis

Learning from the Dictionary: Heterogeneous Knowledge Guided Fine-tuning for Chinese Spell Checking

Yinghui Li, Shirong Ma, Qingyu Zhou, Zhongli Li, Li Yangning

Dialogue Meaning Representation for Task-Oriented Dialogue Systems

Xiangkun Hu, Junqi Dai, Hang Yan, Yi Zhang, Qipeng Guo

Language Models Understand Us, Poorly

Jared Moore