EMNLP 2022

2,056 papers

m4 Adapter: Multilingual Multi-Domain Adaptation for Machine Translation with a Meta-Adapter

Wen Lai, Alexandra Chronopoulou, Alexander Fraser

Is anisotropy really the cause of BERT embeddings not being semantic?

Alejandro Fuster Baggetto, Víctor Fresno

Semantic Role Labeling Meets Definition Modeling: Using Natural Language to Describe Predicate-Argument Structures

Simone Conia, Edoardo Barba, Alessandro Scirè, Roberto Navigli

ZeroPrompt: Scaling Prompt-Based Pretraining to 1,000 Tasks Improves Zero-Shot Generalization

Hanwei Xu, Yujun Chen, Yulun Du, Nan Shao, Wang Yanggang

Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models

Silke Husse, Andreas Spitz

How to Do Things without Words: Modeling Semantic Drift of Emoji

Eyal Arviv, Oren Tsur

Learning From the Source Document: Unsupervised Abstractive Summarization

Haojie Zhuang, Wei Emma Zhang, Jian Yang, Congbo Ma, Yutong Qu

Multilingual Multimodal Learning with Machine Translated Text

Chen Qiu, Dan Oneata, Emanuele Bugliarello, Stella Frank, Desmond Elliott

SMiLE: Schema-augmented Multi-level Contrastive Learning for Knowledge Graph Link Prediction

Miao Peng, Ben Liu, Qianqian Xie, Wenjie Xu, Hua Wang

Graph Embeddings for Argumentation Quality Assessment

Santiago Marro, Elena Cabrio, Serena Villata

Modeling Complex Dialogue Mappings via Sentence Semantic Segmentation Guided Conditional Variational Auto-Encoder

Bin Sun, Shaoxiong Feng, Yiwei Li, Weichao Wang, Fei Mi

The Effects of Corpus Choice and Morphosyntax on Multilingual Space Induction

Vinit Ravishankar, Joakim Nivre

Mixed-modality Representation Learning and Pre-training for Joint Table-and-Text Retrieval in OpenQA

Junjie Huang, Wanjun Zhong, Qian Liu, Ming Gong, Daxin Jiang

Improving Bilingual Lexicon Induction with Cross-Encoder Reranking

Yaoyiran Li, Fangyu Liu, Ivan Vulić, Anna Korhonen

TINA: Textual Inference with Negation Augmentation

Chadi Helwe, Simon Coumes, Chloé Clavel, Fabian Suchanek

Improving Sharpness-Aware Minimization with Fisher Mask for Better Generalization on Language Models

Qihuang Zhong, Liang Ding, Li Shen, Peng Mi, Juhua Liu

Text-Only Training for Image Captioning using Noise-Injected CLIP

David Nukrai, Ron Mokady, Amir Globerson

On the Impact of Temporal Concept Drift on Model Explanations

Zhixue Zhao, George Chrysostomou, Kalina Bontcheva, Nikolaos Aletras

Towards Intention Understanding in Suicidal Risk Assessment with Natural Language Processing

Shaoxiong Ji

Learning to Revise References for Faithful Summarization

Griffin Adams, Han-Chin Shing, Qing Sun, Christopher Winestock, Kathleen McKeown

CAT-probing: A Metric-based Approach to Interpret How Pre-trained Models for Programming Language Attend Code Structure

Nuo Chen, Qiushi Sun, Renyu Zhu, Xiang Li, Xuesong Lu

You Are What You Talk About: Inducing Evaluative Topics for Personality Analysis

Josip Jukić, Iva Vukojević, Jan Šnajder

On the Role of Bidirectionality in Language Model Pre-Training

Mikel Artetxe, Jingfei Du, Naman Goyal, Luke Zettlemoyer, Veselin Stoyanov

Exploring Logographic Image for Chinese Aspect-based Sentiment Classification

Xiabing Zhou, Renjie Feng, Xiaotong Jiang, Zhongqing Wang

Parameter-free Automatically Prompting: A Latent Pseudo Label Mapping Model for Prompt-based Learning

Jirui Qi, Richong Zhang, Junfan Chen, Jaein Kim, Yongyi Mao

Semi-Supervised Lifelong Language Learning

Yingxiu Zhao, Yinhe Zheng, Bowen Yu, Zhiliang Tian, Dongkyu Lee

Probing Relational Knowledge in Language Models via Word Analogies

Kiamehr Rezaee, Jose Camacho-Collados

SepLL: Separating Latent Class Labels from Weak Supervision Noise

Andreas Stephan, Vasiliki Kougia, Benjamin Roth

Adapters for Enhanced Modeling of Multilingual Knowledge and Text

Yifan Hou, Wenxiang Jiao, Meizhen Liu, Carl Allen, Zhaopeng Tu

M3: Multi-level dataset for Multi-document summarisation of Medical studies

Yulia Otmakhova, Karin Verspoor, Timothy Baldwin, Antonio Jimeno Yepes, Jey Han Lau

Instance-Guided Prompt Learning for Few-Shot Text Matching

Jia Du, Xuanyu Zhang, Siyi Wang, Kai Wang, Yanquan Zhou

SYGMA: A System for Generalizable and Modular Question Answering Over Knowledge Bases

Sumit Neelam, Udit Sharma, Hima Karanam, Shajith Ikbal, Pavan Kapanipathi

On Utilizing Constituent Language Resources to Improve Downstream Tasks in Hinglish

Vishwajeet Kumar, Rudra Murthy, Tejas Dhamecha

Prompt-based Connective Prediction Method for Fine-grained Implicit Discourse Relation Recognition

Hao Zhou, Man Lan, Yuanbin Wu, YueFeng Chen, Meirong Ma

PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion

Jianhao Shen, Chenguang Wang, Ye Yuan, Jiawei Han, Heng Ji

Learning to Model Editing Processes

Machel Reid, Graham Neubig

Describing Sets of Images with Textual-PCA

Oded Hupert, Idan Schwartz, Lior Wolf

An Error-Guided Correction Model for Chinese Spelling Error Correction

Rui Sun, Xiuyu Wu, Yunfang Wu

A Unified Dialogue User Simulator for Few-shot Data Augmentation

Dazhen Wan, Zheng Zhang, Qi Zhu, Lizi Liao, Minlie Huang

Keep Me Updated! Memory Management in Long-term Conversations

Sanghwan Bae, Donghyun Kwak, Soyoung Kang, Min Young Lee, Sungdong Kim

Do Charge Prediction Models Learn Legal Theory?

Zhenwei An, Quzhe Huang, Cong Jiang, Yansong Feng, Dongyan Zhao

ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding

Qiming Peng, Yinxu Pan, Wenjin Wang, Bin Luo, Zhenyu Zhang

Beyond Counting Datasets: A Survey of Multilingual Dataset Construction and Necessary Resources

Xinyan Yu, Trina Chatterjee, Akari Asai, Junjie Hu, Eunsol Choi

Bridging the Training-Inference Gap for Dense Phrase Retrieval

Gyuwan Kim, Jinhyuk Lee, Barlas Oguz, Wenhan Xiong, Yizhe Zhang

Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA

Qingyi Si, Fandong Meng, Mingyu Zheng, Zheng Lin, Yuanxin Liu

Constructing Highly Inductive Contexts for Dialogue Safety through Controllable Reverse Generation

Zhexin Zhang, Jiale Cheng, Hao Sun, Jiawen Deng, Fei Mi

ProGen: Progressive Zero-shot Dataset Generation via In-context Feedback

Jiacheng Ye, Jiahui Gao, Zhiyong Wu, Jiangtao Feng, Tao Yu

PoeLM: A Meter- and Rhyme-Controllable Language Model for Unsupervised Poetry Generation

Aitor Ormazabal, Mikel Artetxe, Manex Agirrezabal, Aitor Soroa, Eneko Agirre

FRSUM: Towards Faithful Abstractive Summarization via Enhancing Factual Robustness

Wenhao Wu, Wei Li, Jiachen Liu, Xinyan Xiao, Ziqiang Cao

Cheater’s Bowl: Human vs. Computer Search Strategies for Open-Domain QA

Wanrong He, Andrew Mao, Jordan Boyd-Graber

LogicNMR: Probing the Non-monotonic Reasoning Ability of Pre-trained Language Models

Yeliang Xiu, Zhanhao Xiao, Yongmei Liu

Probing Structural Knowledge from Pre-trained Language Model for Argumentation Relation Classification

Yang Sun, Bin Liang, Jianzhu Bao, Min Yang, Ruifeng Xu

CrossRE: A Cross-Domain Dataset for Relation Extraction

Elisa Bassignana, Barbara Plank

Towards Identifying Social Bias in Dialog Systems: Framework, Dataset, and Benchmark

Jingyan Zhou, Jiawen Deng, Fei Mi, Yitong Li, Yasheng Wang

Narrate Dialogues for Better Summarization

Ruochen Xu, Chenguang Zhu, Michael Zeng

CANarEx: Contextually Aware Narrative Extraction for Semantically Rich Text-as-data Applications

Nandini Anantharama, Simon Angus, Lachlan O’Neill

McPhraSy: Multi-Context Phrase Similarity and Clustering

Amir Cohen, Hila Gonen, Ori Shapira, Ran Levy, Yoav Goldberg

Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation

Xu Guo, Boyang Li, Han Yu

Lexical Entailment with Hierarchy Representations by Deep Metric Learning

Naomi Sato, Masaru Isonuma, Kimitaka Asatani, Shoya Ishizuka, Aori Shimizu

RoChBert: Towards Robust BERT Fine-tuning for Chinese

Zihan Zhang, Jinfeng Li, Ning Shi, Bo Yuan, Xiangyu Liu

Few-Shot Out-of-Domain Transfer Learning of Natural Language Explanations in a Label-Abundant Setup

Yordan Yordanov, Vid Kocijan, Thomas Lukasiewicz, Oana-Maria Camburu

Explicit Role Interaction Network for Event Argument Extraction

Nan Ding, Chunming Hu, Kai Sun, Samuel Mensah, Richong Zhang

DORE: Document Ordered Relation Extraction based on Generative Framework

Qipeng Guo, Yuqing Yang, Hang Yan, Xipeng Qiu, Zheng Zhang

Simple but Challenging: Natural Language Inference Models Fail on Simple Sentences

Cheng Luo, Wei Liu, Jieyu Lin, Jiajie Zou, Ming Xiang

Context-aware Information-theoretic Causal De-biasing for Interactive Sequence Labeling

Junda Wu, Rui Wang, Tong Yu, Ruiyi Zhang, Handong Zhao

Knowledge-grounded Dialog State Tracking

Dian Yu, Mingqiu Wang, Yuan Cao, Laurent El Shafey, Izhak Shafran

Truncation Sampling as Language Model Desmoothing

John Hewitt, Christopher Manning, Percy Liang

Guiding Abstractive Dialogue Summarization with Content Planning

Ye Wang, Xiaojun Wan, Zhiping Cai

History-Aware Hierarchical Transformer for Multi-session Open-domain Dialogue System

Tong Zhang, Yong Liu, Boyang Li, Zhiwei Zeng, Pengwei Wang

PseudoReasoner: Leveraging Pseudo Labels for Commonsense Knowledge Base Population

Tianqing Fang, Quyet V. Do, Hongming Zhang, Yangqiu Song, Ginny Y. Wong

Explainable Slot Type Attentions to Improve Joint Intent Detection and Slot Filling

Kalpa Gunaratna, Vijay Srinivasan, Akhila Yerukola, Hongxia Jin

Different Tunes Played with Equal Skill: Exploring a Unified Optimization Subspace for Parameter-Efficient Tuning

Jing Yi, Weize Chen, Yujia Qin, Yankai Lin, Ning Ding

Learning Cooperative Interactions for Multi-Overlap Aspect Sentiment Triplet Extraction

Shiman Zhao, Wei Chen, Tengjiao Wang

ER-Test: Evaluating Explanation Regularization Methods for Language Models

Brihi Joshi, Aaron Chan, Ziyi Liu, Shaoliang Nie, Maziar Sanjabi

Learning Invariant Representation Improves Robustness for MRC Models

Yu Hai, Liang Wen, Haoran Meng, Tianyu Liu, Houfeng Wang

AlphaTuning: Quantization-Aware Parameter-Efficient Adaptation of Large-Scale Pre-Trained Language Models

Se Jung Kwon, Jeonghoon Kim, Jeongin Bae, Kang Min Yoo, Jin-Hwa Kim

Mix-and-Match: Scalable Dialog Response Retrieval using Gaussian Mixture Embeddings

Gaurav Pandey, Danish Contractor, Sachindra Joshi

Improving English-Arabic Transliteration with Phonemic Memories

Yuanhe Tian, Renze Lou, Xiangyu Pang, Lianxi Wang, Shengyi Jiang

A Unified Framework for Pun Generation with Humor Principles

Yufei Tian, Divyanshu Sheth, Nanyun Peng

Getting the Most out of Simile Recognition

Xiaoyue Wang, Linfeng Song, Xin Liu, Chulun Zhou, Hualin Zeng

Low-resource Interactive Active Labeling for Fine-tuning Language Models

Seiji Maekawa, Dan Zhang, Hannah Kim, Sajjadur Rahman, Estevam Hruschka

DialogUSR: Complex Dialogue Utterance Splitting and Reformulation for Multiple Intent Detection

Haoran Meng, Xin Zheng, Tianyu Liu, Zizhen Wang, He Feng

Masked Language Models Know Which are Popular: A Simple Ranking Strategy for Commonsense Question Answering

Xuan Luo, Chuang Fan, Yice Zhang, Wanguo Jiang, Bing Qin

Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity Recognition

Zihan Wang, Kewen Zhao, Zilong Wang, Jingbo Shang

Generative Prompt Tuning for Relation Classification

Jiale Han, Shuai Zhao, Bo Cheng, Shengkun Ma, Wei Lu

Multimodal Knowledge Learning for Named Entity Disambiguation

Zhang Dongjie, Longtao Huang

QaDialMoE: Question-answering Dialogue based Fact Verification with Mixture of Experts

Longzheng Wang, Peng Zhang, Xiaoyu Lu, Lei Zhang, Chaoyang Yan

Third-Party Aligner for Neural Word Alignments

Jinpeng Zhang, Chuanqi Dong, Xiangyu Duan, Yuqi Zhang, Min Zhang

Gender Bias in Meta-Embeddings

Masahiro Kaneko, Danushka Bollegala, Naoaki Okazaki

Think Beyond Words: Exploring Context-Relevant Visual Commonsense for Diverse Dialogue Generation

Yiting Liu, Liang Li, Beichen Zhang, Qingming Huang

Learning When and What to Quote: A Quotation Recommender System with Mutual Promotion of Recommendation and Generation

Lingzhi Wang, Xingshan Zeng, Kam-Fai Wong

Benchmarking Language Models for Code Syntax Understanding

Da Shen, Xinyun Chen, Chenguang Wang, Koushik Sen, Dawn Song

InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings

Xing Wu, Chaochen Gao, Zijia Lin, Jizhong Han, Zhongyuan Wang

FCGCL: Fine- and Coarse-Granularity Contrastive Learning for Speech Translation

Hao Zhang, Nianwen Si, Yaqi Chen, Zhen Li, Tong Niu

RaP: Redundancy-aware Video-language Pre-training for Text-Video Retrieval

Xing Wu, Chaochen Gao, Zijia Lin, Zhongyuan Wang, Jizhong Han

Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning

Yuxin Jiang, Linhan Zhang, Wei Wang

StuBot: Learning by Teaching a Conversational Agent Through Machine Reading Comprehension

Nayoung Jin, Hana Lee

You can’t pick your neighbors, or can you? When and How to Rely on Retrieval in the kNN-LM

Andrew Drozdov, Shufan Wang, Razieh Rahimi, Andrew McCallum, Hamed Zamani

Conversation Disentanglement with Bi-Level Contrastive Learning

Chengyu Huang, Zheng Zhang, Hao Fei, Lizi Liao

CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation

Tanay Dixit, Bhargavi Paranjape, Hannaneh Hajishirzi, Luke Zettlemoyer