EMNLP 2022 Papers with Semantic Skimming

EMNLP 2022 Papers with Semantic Skimming

7 - 11 December 2022Abu Dhabi, UAE & Online2022.emnlp.org

Commonsense Knowledge Salience Evaluation with a Benchmark Dataset in E-commerce

Yincen Qu, Ningyu Zhang, Hui Chen, zelin Dai, Chengming Wang, Xiaoyu Wang, Qiang Chen, Huajun Chen

Resources and Evaluation

Findings / Regular Long Paper

Improving Semantic Matching through Dependency-Enhanced Pre-trained Model with Adaptive Fusion

Jian Song, Di Liang, Rumei Li, Yuntao Li, Sirui Wang, Minlong Peng, Wei Wu, Yongxin Yu

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

Sparse Mixers: Combining MoE and Mixing to build a more efficient BERT

James Lee-Thorp, Joshua Ainslie

Efficient Methods for NLP

Findings / Regular Long Paper

Acceptability Judgements via Examining the Topology of Attention Maps

Daniil Cherniavskii, Eduard Tulchinskii, Vladislav Mikhailov, Irina Proskurina, Laida Kushnareva, Ekaterina Artemova, Serguei Barannikov, Irina Piontkovskaya, Dmitri Piontkovski, Evgeny Burnaev

Machine Learning for NLP

Findings / Regular Long Paper

Clip-Tuning: Towards Derivative-free Prompt Learning with a Mixture of Rewards

Yekun Chai, Shuohuan Wang, Yu Sun, Hao Tian, Hua Wu, Haifeng Wang

Language Modeling and Analysis of Language Models

Findings / Regular Short Paper

Soft-Labeled Contrastive Pre-Training for Function-Level Code Representation

Xiaonan Li, Daya Guo, Yeyun Gong, Yun Lin, Yelong Shen, Xipeng Qiu, Daxin Jiang, Weizhu Chen, Nan Duan

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

Does Simultaneous Speech Translation need Simultaneous Models?

Sara Papi, Marco Gaido, Matteo Negri, Marco Turchi

Machine Translation

Findings / Regular Long Paper

Utilizing Language-Image Pretraining for Efficient and Robust Bilingual Word Alignment

Tuan Q. Dinh, Jy-yong Sohn, Shashank Rajput, Timothy Z. Ossowski, Yifei Ming, Junjie Hu, Dimitris Papailiopoulos, Kangwook Lee

Machine Learning for NLP

Findings / Regular Long Paper

Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering

Mingxuan Ju, Wenhao Yu, Tong Zhao, Chuxu Zhang, Yanfang Ye

Question Answering

Findings / Regular Long Paper

NMTScore: A Multilingual Analysis of Translation-based Text Similarity Measures

Jannis Vamvas, Rico Sennrich

Multilinguality

Findings / Regular Long Paper

Language Models Understand Us, Poorly

Findings / Regular Short Paper

Dialogue Meaning Representation for Task-Oriented Dialogue Systems

Xiangkun Hu, Junqi Dai, Hang Yan, Yi Zhang, Qipeng Guo, Xipeng Qiu, Zheng Zhang

Dialogue and Interactive Systems

Findings / Regular Long Paper

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

Yinghui Li, Shirong Ma, Qingyu Zhou, Zhongli Li, Li Yangning, Shulin Huang, Ruiyang Liu, Chao Li, Yunbo Cao, Haitao Zheng

NLP Applications

Findings / Regular Long Paper

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

Xilun Chen, Kushal Lakhotia, Barlas Oguz, Anchit Gupta, Patrick Lewis, Stan Peshterliev, Yashar Mehdad, Sonal Gupta, Wen-tau Yih

Information Retrieval and Text Mining

Findings / Regular Long Paper

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

Nils Dycke, Ilia Kuznetsov, Iryna Gurevych

Ethic Concerns:Ethics

Findings / Regular Long Paper

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

Weixian Lei, DIFEI GAO, Yuxuan Wang, Dongxing Mao, Zihan Liang, Lingmin Ran, Mike Zheng Shou

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Long Paper

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

Zhiyuan Zhang, Qi Su, Xu Sun

Machine Learning for NLP

Findings / Regular Long Paper

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

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

Machine Learning for NLP

Findings / Regular Long Paper

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

Kurt Shuster, Mojtaba Komeili, Leonard Adolphs, Stephen Roller, Arthur Szlam, Jason Weston

Dialogue and Interactive Systems

Findings / Regular Long Paper

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

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

Information Extraction

Findings / Regular Long Paper

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

Qi Shi, Qian Liu, Bei Chen, Yu Zhang, Ting Liu, Jian-Guang LOU

Dialogue and Interactive Systems

Findings / Regular Long Paper

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

Jian Yang, Shaohan Huang, Shuming Ma, Yuwei Yin, Li Dong, Dongdong Zhang, hongcheng guo, Zhoujun Li, Furu Wei

Multilinguality

Findings / Regular Long Paper

Handling and Presenting Harmful Text in NLP Research

Hannah Rose Kirk, Abeba Birhane, Bertie Vidgen, Leon Derczynski

Findings / Regular Long Paper

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

Ronghao Lin, Haifeng Hu

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Long Paper

Towards Unified Prompt Tuning for Few-shot Text Classification

Jianing Wang, Chengyu Wang, Fuli Luo, Chuanqi Tan, Minghui Qiu, Fei Yang, Qiuhui Shi, Songfang Huang, Ming Gao

Information Retrieval and Text Mining

Findings / Regular Long Paper

Can language models learn from explanations in context?

Andrew Kyle Lampinen, Ishita Dasgupta, Stephanie C.Y. Chan, Kory Mathewson, MH Tessler, Antonia Creswell, James L. McClelland, Jane X. Wang, Felix Hill

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

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, Dongyan Zhao, Rui Yan

Information Retrieval and Text Mining

Findings / Regular Long Paper

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

Shirong Ma, Yinghui Li, Rongyi Sun, Qingyu Zhou, Shulin Huang, Ding Zhang, Li Yangning, Ruiyang Liu, Zhongli Li, Yunbo Cao, Haitao Zheng, Ying Shen

Resources and Evaluation

Findings / Regular Long Paper

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

Zhen Yu, Xiaosen Wang, Wanxiang Che, Kun He

Machine Learning for NLP

Findings / Regular Long Paper

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

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

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

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

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

Machine Learning for NLP

Findings / Regular Long Paper

Representation Learning for Resource-Constrained Keyphrase Generation

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

Machine Learning for NLP

Findings / Regular Long Paper

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

Siyan Li, Riley Carlson, Christopher Potts

Linguistic Theories, Cognitive Modeling and Psycholinguistics

Findings / Regular Short Paper

CARE: Causality Reasoning for Empathetic Responses by Conditional Graph Generation

Jiashuo WANG, Yi Cheng, Wenjie Li

Dialogue and Interactive Systems

Findings / Regular Long Paper

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

Teven Le Scao, Thomas Wang, Daniel Hesslow, Stas Bekman, M Saiful Bari, Stella Biderman, Hady Elsahar, Niklas Muennighoff, Jason Phang, Ofir Press, Colin Raffel, Victor Sanh, Sheng Shen, Lintang Sutawika, Jaesung Tae, Zheng Xin Yong, Julien Launay, Iz Beltagy

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

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

Hyunsoo Cho, Choonghyun Park, Jaewook Kang, Kang Min Yoo, Taeuk Kim, Sang-goo Lee

Machine Learning for NLP

Findings / Regular Long Paper

Contrastive Demonstration Tuning for Pre-trained Language Models

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

Efficient Methods for NLP

Findings / Regular Long Paper

Influence Functions for Sequence Tagging Models

Sarthak Jain, Varun Manjunatha, Byron C. Wallace, Ani Nenkova

Interpretability, Interactivity and Analysis of Models for NLP

Findings / Regular Long Paper

Impact of Pretraining Term Frequencies on Few-Shot Numerical Reasoning

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

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

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

Xiuyu Wu, Yunfang Wu

Natural Language Generation

Findings / Regular Long Paper

Language Models Are Poor Learners of Directional Inference

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

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

Measuring and Improving Semantic Diversity of Dialogue Generation

Seungju Han, Beomsu Kim, Buru Chang

Dialogue and Interactive Systems

Findings / Regular Long Paper

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

Question Answering

Findings / Regular Long Paper

Autoregressive Structured Prediction with Language Models

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

Machine Learning for NLP

Findings / Regular Short Paper

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

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

Unsupervised and Weakly-Supervised Methods in NLP

Findings / Regular Long Paper

A Few More Examples May Be Worth Billions of Parameters

Yuval Kirstain, Patrick Lewis, Sebastian Riedel, Omer Levy

Efficient Methods for NLP

Findings / Regular Long Paper

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

Yue Dong, John Wieting, Pat Verga

Findings / Regular Long Paper

RL with KL penalties is better viewed as Bayesian inference

Tomasz Korbak, Ethan Perez, Christopher L. Buckley

Findings / Regular Short Paper

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

Wei Zhong, Jheng-Hong Yang, YUQING XIE, Jimmy Lin

Information Retrieval and Text Mining

Findings / Regular Long Paper

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

Wenqi Zhang, Yongliang Shen, Yanna Ma, Xiaoxia Cheng, Zeqi Tan, Qingpeng Nong, Weiming Lu

NLP Applications

Findings / Regular Long Paper

Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddings

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

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Long Paper

Progressive Sentiment Analysis for Code-Switched Text Data

Sudhanshu Ranjan, Dheeraj Mekala, Jingbo Shang

Multilinguality

Findings / Regular Long Paper

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

Xuanyu Zhang, Qing Yang, Dongliang Xu

Information Extraction

Findings / Regular Short Paper

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

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

Dialogue and Interactive Systems

Findings / Regular Long Paper

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

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

Dialogue and Interactive Systems

Findings / Regular Long Paper

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

Qinyuan Cheng, Linyang Li, Guofeng Quan, Feng Gao, xiaofeng mou, Xipeng Qiu

Dialogue and Interactive Systems

Findings / Regular Long Paper

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

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

Commonsense Reasoning

Findings / Regular Long Paper

Transformer Language Models without Positional Encodings Still Learn Positional Information

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

Language Modeling and Analysis of Language Models

Findings / Regular Short Paper

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

Julia El Zini, Mariette Awad

Findings / Regular Long Paper

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

Michael Hassid, Hao Peng, Daniel Rotem, Jungo Kasai, Ivan Montero, Noah A. Smith, Roy Schwartz

Interpretability, Interactivity and Analysis of Models for NLP

Findings / Regular Long Paper

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

Yifan Hou, Guoji Fu, Mrinmaya Sachan

Interpretability, Interactivity and Analysis of Models for NLP

Findings / Regular Long Paper

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

François Remy, Kris Demuynck, Thomas Demeester

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

On the Effectiveness of Automated Metrics for Text Generation Systems

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

Natural Language Generation

Findings / Regular Long Paper

N-gram Is Back: Residual Learning of Neural Text Generation with n-gram Language Model

Huayang Li, Deng Cai, Jin Xu, Taro Watanabe

Natural Language Generation

Findings / Regular Long Paper

Unsupervised Syntactically Controlled Paraphrase Generation with Abstract Meaning Representations

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

Unsupervised and Weakly-Supervised Methods in NLP

Findings / Regular Short Paper

Data Selection Curriculum for Neural Machine Translation

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

Machine Translation

Findings / Regular Long Paper

Text Editing as Imitation Game

Ning Shi, Bin Tang, Bo Yuan, Longtao Huang, Yewen Pu, Jie Fu, Zhouhan Lin

Natural Language Generation

Findings / Regular Long Paper

Seeded Hierarchical Clustering for Expert-Crafted Taxonomies

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

Unsupervised and Weakly-Supervised Methods in NLP

Findings / Regular Long Paper

Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers

Jieyu Zhao, Xuezhi Wang, Yao Qin, Jilin Chen, Kai-Wei Chang

Interpretability, Interactivity and Analysis of Models for NLP

Findings / Regular Short Paper

Adaptive Ranking-based Sample Selection for Weakly Supervised Class-imbalanced Text Classification

Linxin Song, Jieyu Zhang, Tianxiang Yang, Masayuki Goto

Unsupervised and Weakly-Supervised Methods in NLP

Findings / Regular Long Paper

ComFact: A Benchmark for Linking Contextual Commonsense Knowledge

Silin Gao, Jena D. Hwang, Saya Kanno, Hiromi Wakaki, Yuki Mitsufuji, Antoine Bosselut

Commonsense Reasoning

Findings / Regular Long Paper

Learning to Perform Complex Tasks through Compositional Fine-Tuning of Language Models

Victor Bursztyn, David Demeter, Doug Downey, Larry Birnbaum

Commonsense Reasoning

Findings / Regular Long Paper

Topic Taxonomy Expansion via Hierarchy-Aware Topic Phrase Generation

Dongha Lee, Jiaming Shen, Seonghyeon Lee, Susik Yoon, Hwanjo Yu, Jiawei Han

Information Retrieval and Text Mining

Findings / Regular Long Paper

Hyperdecoders: Instance-specific decoders for multi-task NLP

Hamish Ivison, Matthew Peters

Machine Learning for NLP

Findings / Regular Long Paper

Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding

Zhichao Yang, Shufan Wang, Bhanu Pratap Singh Rawat, Avijit Mitra, hong yu

NLP Applications

Findings / Regular Long Paper

Do Language Models Understand Measurements?

Sungjin Park, Seungwoo Ryu, Edward Choi

Language Modeling and Analysis of Language Models

Findings / Regular Short Paper

Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity Recognition

Youcheng Huang, Wenqiang Lei, Jie Fu, Jiancheng Lv

Efficient Methods for NLP

Findings / Regular Long Paper

HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold

Ruihan Zhang, Wei Wei, Xian-Ling Mao, rui fang, Dangyang Chen

Information Extraction

Findings / Regular Long Paper

DualNER: A Dual-Teaching framework for Zero-shot Cross-lingual Named Entity Recognition

Jiali Zeng, Yufan Jiang, Yongjing Yin, Xu Wang, Binghuai Lin, Yunbo Cao

Multilinguality

Findings / Regular Short Paper

Extractive Summarization of Legal Decisions using Multi-task Learning and Maximal Marginal Relevance

Abhishek Agarwal, Shanshan Xu, Matthias Grabmair

Ethic Concerns:Summarization

Findings / Regular Long Paper

ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models

Jiannan Xiang, Zhengzhong Liu, Yucheng Zhou, Eric P. Xing, Zhiting Hu

Natural Language Generation

Findings / Regular Long Paper

FCGEC: Fine-Grained Corpus for Chinese Grammatical Error Correction

Lvxiaowei Xu, Jianwang Wu, Jiawei Peng, Jiayu Fu, Ming Cai

Resources and Evaluation

Findings / Regular Long Paper

Not Just Plain Text! Fuel Document-Level Relation Extraction with Explicit Syntax Refinement and Subsentence Modeling

Zhichao Duan, Xiuxing Li, Zhenyu Li, Zhuo Wang, Jianyong Wang

Information Extraction

Findings / Regular Long Paper

Self-supervised Rewiring of Pre-trained Speech Encoders: \\Towards Faster Fine-tuning with Less Labels in Speech Processing

Hao Yang, Jinming Zhao, Gholamreza Haffari, Ehsan Shareghi

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Short Paper

RedApt: An Adaptor for wav2vec 2 Encoding \\ Faster and Smaller Speech Translation without Quality Compromise

Jinming Zhao, Hao Yang, Gholamreza Haffari, Ehsan Shareghi

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Short Paper

How sensitive are translation systems to extra contexts? Mitigating gender bias in Neural Machine Translation models through relevant contexts.

Shanya Sharma, Manan Dey, Koustuv Sinha

Machine Translation

Findings / Regular Long Paper

Are Large Pre-Trained Language Models Leaking Your Personal Information?

Jie Huang, Hanyin Shao, Kevin Chang

Language Modeling and Analysis of Language Models

Findings / Regular Short Paper

CQR-SQL: Conversational Question Reformulation Enhanced Context-Dependent Text-to-SQL Parsers

Dongling Xiao, LinZheng Chai, Qian-Wen Zhang, Zhao Yan, Zhoujun Li, Yunbo Cao

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

Assisting the Human Fact-Checkers: Detecting All Previously Fact-Checked Claims in a Document

Shaden Shaar, Nikola Georgiev, Firoj Alam, Giovanni Da San Martino, Aisha Mohamed, Preslav Nakov

NLP Applications

Findings / Regular Long Paper

No Word Embedding Model Is Perfect: Evaluating the Representation Accuracy for Social Bias in the Media

Maximilian Spliethöver, Maximilian Keiff, Henning Wachsmuth

Computational Social Science and Cultural Analytics

Findings / Regular Long Paper

Bitext Mining Using Distilled Sentence Representations for Low-Resource Languages

Kevin Heffernan, Onur Çelebi, Holger Schwenk

Machine Translation

Findings / Regular Long Paper

Towards Generalizable and Robust Text-to-SQL Parsing

Chang Gao, Bowen Li, Wenxuan Zhang, Wai Lam, Binhua Li, Fei Huang, Luo Si, Yongbin Li

Syntax, Parsing and their Applications

Findings / Regular Long Paper

EdiT5: Semi-Autoregressive Text Editing with T5 Warm-Start

Jonathan Mallinson, Jakub Adamek, Eric Malmi, Aliaksei Severyn

Natural Language Generation

Findings / Regular Long Paper

A Neural-Symbolic Approach to Natural Language Understanding

Zhixuan Liu, Zihao Wang, Yuan Lin, Hang Li

Ethic Concerns:Efficient Methods for NLP

Findings / Regular Long Paper

Wait-info Policy: Balancing Source and Target at Information Level for Simultaneous Machine Translation

Shaolei Zhang, Shoutao Guo, Yang Feng

Machine Translation

Findings / Regular Long Paper

Turning Fixed to Adaptive: Integrating Post-Evaluation into Simultaneous Machine Translation

Shoutao Guo, Shaolei Zhang, Yang Feng

Machine Translation

Findings / Regular Long Paper

Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive Learning

Qian Li, Shafiq Joty, Daling Wang, Shi Feng, Yifei Zhang

Information Extraction

Findings / Regular Long Paper

Syntax-guided Localized Self-attention by Constituency Syntactic Distance

Shengyuan Hou, Jushi Kai, Haotian Xue, Bingyu Zhu, Bo Yuan, Longtao Huang, Xinbing Wang, Zhouhan Lin

Syntax, Parsing and their Applications

Findings / Regular Short Paper

Event-Centric Question Answering via Contrastive Learning and Invertible Event Transformation

Junru Lu, Xingwei Tan, Gabriele Pergola, Lin Gui, Yulan He

Question Answering

Findings / Regular Long Paper

Label-Driven Denoising Framework for Multi-Label Few-Shot Aspect Category Detection

Fei Zhao, Yuchen Shen, Zhen Wu, Xinyu Dai

Sentiment Analysis, Stylistic Analysis, and Argument Mining

Findings / Regular Long Paper

Visual Named Entity Linking: A New Dataset and A Baseline

Wen Xiang Sun, Yixing Fan, Jiafeng Guo, Ruqing Zhang, Xueqi Cheng

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Long Paper

MAGMA – Multimodal Augmentation of Generative Models through Adapter-based Finetuning

Constantin Eichenberg, Sidney Black, Samuel Weinbach, Letitia Parcalabescu, Anette Frank

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Long Paper

Towards Tracing Knowledge in Language Models Back to the Training Data

Ekin Akyurek, Tolga Bolukbasi, Frederick Liu, Binbin Xiong, Ian Tenney, Jacob Andreas, Kelvin Guu

Interpretability, Interactivity and Analysis of Models for NLP

Findings / Regular Long Paper

ReaRev: Adaptive Reasoning for Question Answering over Knowledge Graphs

Costas Mavromatis, George Karypis

Question Answering

Findings / Regular Long Paper

TAPE: Assessing Few-shot Russian Language Understanding

Ekaterina Taktasheva, Alena Fenogenova, Denis Shevelev, Nadezhda Katricheva, Maria Tikhonova, Albina Ramilevna Akhmetgareeva, Oleg Vadimovich Zinkevich, Anastasiia Y. Bashmakova, Svetlana V. Iordanskaia, Valentina Kurenshchikova, Alena Spiridonova, Ekaterina Artemova, Tatiana Shavrina, Vladislav Mikhailov

Resources and Evaluation

Findings / Regular Long Paper

A Hierarchical N-Gram Framework for Zero-Shot Link Prediction

Mingchen Li, Junfan Chen, Samuel Mensah, Nikolaos Aletras, Xiulong Yang, yang ye

NLP Applications

Findings / Regular Long Paper

Inferring Implicit Relations in Complex Questions with Language Models

Uri Katz, Mor Geva, Jonathan Berant

Question Answering

Findings / Regular Long Paper

In-Context Learning for Few-Shot Dialogue State Tracking

Yushi Hu, Chia-Hsuan Lee, Tianbao Xie, Tao Yu, Noah A. Smith, Mari Ostendorf

Dialogue and Interactive Systems

Findings / Regular Long Paper

On Advances in Text Generation from Images Beyond Captioning: A Case Study in Self-Rationalization

Shruti Palaskar, Akshita Bhagia, Yonatan Bisk, Florian Metze, Alan W Black, Ana Marasovic

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Long Paper

The challenges of temporal alignment on Twitter during crises

Aniket Pramanick, Tilman Beck, Kevin Stowe, Iryna Gurevych

Computational Social Science and Cultural Analytics

Findings / Regular Long Paper

Experimental Standards for Deep Learning in Natural Language Processing Research

Dennis Ulmer, Elisa Bassignana, Max Müller-Eberstein, Daniel Varab, Mike Zhang, Rob van der Goot, Christian Hardmeier, Barbara Plank

Findings / Regular Long Paper

Few-Shot Anaphora Resolution in Scientific Protocols via Mixtures of In-Context Experts

Nghia T. Le, Fan Bai, Alan Ritter

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity

Dennis Ulmer, Jes Frellsen, Christian Hardmeier

Machine Learning for NLP

Findings / Regular Long Paper

SpaBERT: A Pretrained Language Model from Geographic Data for Geo-Entity Representation

Zekun Li, Jina Kim, Yao-Yi Chiang, Muhao Chen

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

Self-training with Two-phase Self-augmentation for Few-shot Dialogue Generation

Wanyu Du, Hanjie Chen, Yangfeng Ji

Dialogue and Interactive Systems

Findings / Regular Long Paper

Probing for Incremental Parse States in Autoregressive Language Models

Tiwalayo Eisape, Vineet Gangireddy, Roger Levy, Yoon Kim

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

Re-Examining Calibration: The Case of Question Answering

Chenglei Si, Chen Zhao, Sewon Min, Jordan Boyd-Graber

Question Answering

Findings / Regular Long Paper

Mitigating Covertly Unsafe Text within Natural Language Systems

Alex Mei, Anisha Kabir, Sharon Levy, Melanie Subbiah, Emily Allaway, John N. Judge, Desmond Patton, Bruce Bimber, Kathleen McKeown, William Yang Wang

Findings / Regular Long Paper

DebiasGAN: Eliminating Position Bias in News Recommendation with Adversarial Learning

Chuhan Wu, Fangzhao Wu, Xiangnan He, Yongfeng Huang

Information Retrieval and Text Mining

Findings / Regular Short Paper

Conversation Disentanglement with Bi-Level Contrastive Learning

Chengyu Huang, Zheng Zhang, Hao Fei, Lizi Liao

Dialogue and Interactive Systems

Findings / Regular Long Paper

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

Yuxin Jiang, Linhan Zhang, Wei Wang

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

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

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

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Long Paper

InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings

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

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

Benchmarking Language Models for Code Syntax Understanding

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

Machine Learning for NLP

Findings / Regular Long Paper

Gender Bias in Meta-Embeddings

Masahiro Kaneko, Danushka Bollegala, Naoaki Okazaki

Findings / Regular Long Paper

Third-Party Aligner for Neural Word Alignments

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

Multilinguality

Findings / Regular Long Paper

Generative Prompt Tuning for Relation Classification

Jiale Han, Shuai Zhao, Bo Cheng, shengkun ma, Wei Lu

Information Extraction

Findings / Regular Long Paper

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

Haoran Meng, Zheng Xin, Tianyu Liu, Zizhen Wang, he feng, Binghuai Lin, Xuemin Zhao, Yunbo Cao, Zhifang Sui

Resources and Evaluation

Findings / Regular Long Paper

Getting the Most out of Simile Recognition

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

Sentiment Analysis, Stylistic Analysis, and Argument Mining

Findings / Regular Long Paper

A Unified Framework for Pun Generation with Humor Principles

Yufei Tian, Divyanshu Arun Sheth, Nanyun Peng

Natural Language Generation

Findings / Regular Short Paper

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

Gaurav Pandey, Danish Contractor, Sachindra Joshi

Dialogue and Interactive Systems

Findings / Regular Long Paper

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, Baeseong Park, Byeongwook Kim, Jung-Woo Ha, Nako Sung, Dongsoo Lee

Efficient Methods for NLP

Findings / Regular Long Paper

ER-Test: Evaluating Explanation Regularization Methods for Language Models

Brihi Joshi, Aaron Z. Chan, Ziyi Liu, Shaoliang Nie, Maziar Sanjabi, Hamed Firooz, Xiang Ren

Interpretability, Interactivity and Analysis of Models for NLP

Findings / Regular Long Paper

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, Xu Han, Zhiyuan Liu, Maosong Sun, Jie Zhou

Efficient Methods for NLP

Findings / Regular Long Paper

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

Kalpa Gunaratna, Vijay Srinivasan, Akhila Yerukola, Hongxia Jin

Machine Learning for NLP

Findings / Regular Long Paper

PseudoReasoner: Leveraging Pseudo Labels for Commonsense Knowledge Base Population

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

Commonsense Reasoning

Findings / Regular Long Paper

Truncation Sampling as Language Model Desmoothing

John Hewitt, Christopher Manning, Percy Liang

Natural Language Generation

Findings / Regular Long Paper

Knowledge-grounded Dialog State Tracking

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

Dialogue and Interactive Systems

Findings / Regular Short Paper

Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation

Xu Guo, Boyang Li, Han Yu

Efficient Methods for NLP

Findings / Regular Long Paper

CrossRE: A Cross-Domain Dataset for Relation Extraction

Elisa Bassignana, Barbara Plank

Resources and Evaluation

Findings / Regular Long Paper

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

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

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

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

Qingyi Si, Fandong Meng, Mingyu Zheng, Zheng Lin, Yuanxin LIU, Peng Fu, Yanan Cao, Weiping Wang, Jie Zhou

Question Answering

Findings / Regular Long Paper

Bridging the Training-Inference Gap for Dense Phrase Retrieval

Gyuwan Kim, Jinhyuk Lee, Barlas Oguz, Wenhan Xiong, Yizhe Zhang, Yashar Mehdad, William Yang Wang

Question Answering

Findings / Regular Long Paper

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

Qiming Peng, Yinxu Pan, Wenjin Wang, Bin Luo, Zhenyu Zhang, Zhengjie Huang, Yuhui Cao, Weichong Yin, Yongfeng Chen, Yin Zhang, Shikun Feng, Yu Sun, Hao Tian, Hua Wu, Haifeng Wang

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

Keep Me Updated! Memory Management in Long-term Conversations

Sanghwan Bae, Donghyun Kwak, Soyoung Kang, Min Young Lee, Sungdong Kim, Yuin Jeong, Hyeri Kim, Sang-Woo Lee, Woomyoung Park, Nako Sung

Dialogue and Interactive Systems

Findings / Regular Long Paper

Describing Sets of Images with Textual-PCA

Oded Hupert, Idan Schwartz, Lior Wolf

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Long Paper

Learning to Model Editing Processes

Machel Reid, Graham Neubig

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

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

Jianhao Shen, Chenguang Wang, Ye Yuan, Jiawei Han, Heng Ji, Koushik Sen, Ming Zhang, Dawn Song

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

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

Sumit Neelam, Udit Sharma, Hima Karanam, Shajith Ikbal, Pavan Kapanipathi, Ibrahim Abdelaziz, Nandana Mihindukulasooriya, Young-Suk Lee, Santosh Srivastava, Cezar Pendus, Saswati Dana, Dinesh Garg, Achille Fokoue, G P Shrivatsa Bhargav, Dinesh Khandelwal, Srinivas Ravishankar, Sairam Gurajada, Maria Chang, Rosario Uceda-Sosa, Salim Roukos, Alexander Gray, Guilherme Lima, Ryan Riegel, Francois Luus, L V Subramaniam

Question Answering

Findings / Regular Long Paper

Adapters for Enhanced Modeling of Multilingual Knowledge and Text

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

Multilinguality

Findings / Regular Long Paper

SepLL: Separating Latent Class Labels from Weak Supervision Noise

Andreas Stephan, Vasiliki Kougia, Benjamin Roth

Unsupervised and Weakly-Supervised Methods in NLP

Findings / Regular Long Paper

On the Role of Bidirectionality in Language Model Pre-Training

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

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

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, Ming Gao

Language Modeling and Analysis of Language Models

Findings / Regular Short Paper

Learning to Revise References for Faithful Summarization

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

Findings / Regular Long Paper

On the Impact of Temporal Concept Drift on Model Explanations

Zhixue Zhao, George Chrysostomou, Kalina Bontcheva, Nikolaos Aletras

Interpretability, Interactivity and Analysis of Models for NLP

Findings / Regular Long Paper

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

Qihuang Zhong, Liang Ding, Li Shen, Peng Mi, Juhua Liu, Bo Du, Dacheng Tao

Machine Learning for NLP

Findings / Regular Long Paper

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, Nan Duan

Information Retrieval and Text Mining

Findings / Regular Long Paper

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

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

Efficient Methods for NLP

Findings / Regular Long Paper

Multilingual Multimodal Learning with Machine Translated Text

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

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Long Paper

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

Eyal Arviv, Oren Tsur

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Short Paper

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

Silke Husse, Andreas Spitz

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

m^4 Adapter: Multilingual Multi-Domain Adaptation for Machine Translation with a Meta-Adapter

Wen Lai, Alexandra Chronopoulou, Alexander Fraser

Machine Translation

Findings / Regular Long Paper

Dialogic: Controllable Dialogue Simulation with In-Context Learning

Zekun Li, Wenhu Chen, Shiyang Li, Hong Wang, Jing Qian, Xifeng Yan

Dialogue and Interactive Systems

Findings / Regular Long Paper

Improving the Factual Correctness of Radiology Report Generation with Semantic Rewards

Jean-Benoit Delbrouck, Pierre Chambon, Christian Bluethgen, Emily Tsai, Omar Almusa, Curtis Langlotz

Natural Language Generation

Findings / Regular Long Paper

HumSet: Dataset of Multilingual Information Extraction and Classification for Humanitarian Crises Response

Selim Fekih, Nicolo' Tamagnone, Benjamin Minixhofer, Ranjan Shrestha, Ximena Contla, Ewan Oglethorpe, Navid Rekabsaz

Resources and Evaluation

Findings / Regular Short Paper

Viterbi Decoding of Directed Acyclic Transformer for Non-Autoregressive Machine Translation

Chenze Shao, Zhengrui Ma, Yang Feng

Machine Translation

Findings / Regular Short Paper

Realistic Data Augmentation Framework for Enhancing Tabular Reasoning

Dibyakanti Kumar, Vivek Gupta, Soumya Sharma, Shuo Zhang

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

The Curious Case of Absolute Position Embeddings

Koustuv Sinha, Amirhossein Kazemnejad, Siva Reddy, Joelle Pineau, Dieuwke Hupkes, Adina Williams

Language Modeling and Analysis of Language Models

Findings / Regular Short Paper

Thinking about GPT-3 In-Context Learning for Biomedical IE? Think Again

Bernal Jimenez Gutierrez, Nikolas McNeal, Clayton B. Washington, You Chen, Lang Li, Huan Sun, Yu Su

Information Extraction

Findings / Regular Long Paper

Generating Textual Adversaries with Minimal Perturbation

Xingyi Zhao, Lu Zhang, Depeng Xu, Shuhan Yuan

Machine Learning for NLP

Findings / Regular Short Paper

Empathetic Dialogue Generation via Sensitive Emotion Recognition and Sensible Knowledge Selection

Lanrui Wang, Jiangnan Li, Zheng Lin, Fandong Meng, Chenxu Yang, Weiping Wang, Jie Zhou

Natural Language Generation

Findings / Regular Long Paper

Joint Multilingual Knowledge Graph Completion and Alignment

Vinh Tong, Dat Quoc Nguyen, Trung Thanh Huynh, Tam Thanh Nguyen, Quoc Viet Hung Nguyen, Mathias Niepert

Information Extraction

Findings / Regular Long Paper

Readability Controllable Biomedical Document Summarization

Zheheng Luo, Qianqian Xie, Sophia Ananiadou

Findings / Regular Long Paper

Generalization Differences between End-to-End and Neuro-Symbolic Vision-Language Reasoning Systems

Wang Zhu, Jesse Thomason, Robin Jia

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Long Paper

Learning to Model Multimodal Semantic Alignment for Story Visualization

Bowen Li, Thomas Lukasiewicz

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Short Paper

SciFact-Open: Towards open-domain scientific claim verification

David Wadden, Kyle Lo, Bailey E. Kuehl, Arman Cohan, Iz Beltagy, Lucy Lu Wang, Hannaneh Hajishirzi

NLP Applications

Findings / Regular Long Paper

COMET-QE and Active Learning for Low-Resource Machine Translation

Everlyn Chimoto, Bruce Bassett

Machine Translation

Findings / Regular Short Paper

Learning to Infer from Unlabeled Data: A Semi-supervised Learning Approach for Robust Natural Language Inference

Mobashir Sadat, Cornelia Caragea

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

Unsupervised Text Deidentification

John Morris, Justin Chiu, Ramin Zabih, Alexander Rush

Unsupervised and Weakly-Supervised Methods in NLP

Findings / Regular Long Paper

Federated Continual Learning for Text Classification via Selective Inter-client Transfer

Yatin Chaudhary, Pranav Rai, Matthias Schubert, Hinrich Schütze, Pankaj Gupta

Machine Learning for NLP

Findings / Regular Long Paper

DOROTHIE: Spoken Dialogue for Handling Unexpected Situations in Interactive Autonomous Driving Agents

Ziqiao Ma, Benjamin VanDerPloeg, Cristian-Paul Bara, Huang Yidong, Eui-In Kim, Felix Gervits, Matthew Marge, Joyce Chai

Dialogue and Interactive Systems

Findings / Regular Long Paper

He Said, She Said: Style Transfer for Shifting the Perspective of Dialogues

Amanda Bertsch, Graham Neubig, Matthew R. Gormley

Natural Language Generation

Findings / Regular Long Paper

KPDROP: Improving Absent Keyphrase Generation

Jishnu Ray Chowdhury, Seo Yeon Park, Tuhin Kundu, Cornelia Caragea

Information Extraction

Findings / Regular Long Paper

EnDex: Evaluation of Dialogue Engagingness at Scale

Guangxuan Xu, Ruibo Liu, Fabrice Harel-Canada, Nischal Reddy Chandra, Nanyun Peng

Resources and Evaluation

Findings / Regular Short Paper

LOPS: Learning Order Inspired Pseudo-Label Selection for Weakly Supervised Text Classification

Dheeraj Mekala, Chengyu Dong, Jingbo Shang

Unsupervised and Weakly-Supervised Methods in NLP

Findings / Regular Long Paper

Train Flat, Then Compress: Sharpness-Aware Minimization Learns More Compressible Models

Clara Na, Sanket Vaibhav Mehta, Emma Strubell

Efficient Methods for NLP

Findings / Regular Long Paper

Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation

Shivanshu Gupta, Sameer Singh, Matt Gardner

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

Unsupervised Multi-Granularity Summarization

Ming Zhong, Yang Liu, Suyu Ge, Yuning Mao, Yizhu Jiao, Xingxing Zhang, Yichong Xu, Chenguang Zhu, Michael Zeng, Jiawei Han

Findings / Regular Long Paper

Distillation-Resistant Watermarking for Model Protection in NLP

Xuandong Zhao, Lei Li, Yu-Xiang Wang

Findings / Regular Long Paper

NeuroCounterfactuals: Beyond Minimal-Edit Counterfactuals for Richer Data Augmentation

Phillip Howard, Gadi Singer, Vasudev Lal, Yejin Choi, Swabha Swayamdipta

Machine Learning for NLP

Findings / Regular Long Paper

BioNLI: Generating a Biomedical NLI Dataset Using Lexico-semantic Constraints for Adversarial Examples

Mohaddeseh Bastan, Mihai Surdeanu, Niranjan Balasubramanian

Resources and Evaluation

Findings / Regular Long Paper

Finding Memo: Extractive Memorization in Constrained Sequence Generation Tasks

Vikas Raunak, Arul Menezes

Machine Translation

Findings / Regular Short Paper

SALTED: A Framework for SAlient Long-tail Translation Error Detection

Vikas Raunak, Matt Post, Arul Menezes

Machine Translation

Findings / Regular Long Paper

Discord Questions: A Computational Approach To Diversity Analysis in News Coverage

Philippe Laban, Chien-Sheng Wu, Lidiya Murakhovs'ka, Xiang Chen, Caiming Xiong

NLP Applications

Findings / Regular Long Paper

Challenges and Opportunities in Information Manipulation Detection: An Examination of Wartime Russian Media

Chan Young Park, Julia Mendelsohn, Anjalie Field, Yulia Tsvetkov

Ethic Concerns:Theme Track

Findings / Regular Long Paper

Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering

Juan Zha, Zheng Li, Ying Wei, Yu Zhang

Machine Learning for NLP

Findings / Regular Long Paper

XRICL: Cross-lingual Retrieval-Augmented In-Context Learning for Cross-lingual Text-to-SQL Semantic Parsing

Peng Shi, Rui Zhang, He Bai, Jimmy Lin

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / Regular Long Paper

Open-domain Question Answering via Chain of Reasoning over Heterogeneous Knowledge

Kaixin Ma, Hao Cheng, Xiaodong Liu, Eric Nyberg, Jianfeng Gao

Question Answering

Findings / Regular Long Paper

Detecting Languages Unintelligible to Multilingual Models through Local Structure Probes

Louis Clouatre, Prasanna Parthasarathi, Amal Zouaq, Sarath Chandar

Multilinguality

Findings / Regular Long Paper

Cards Against AI: Predicting Humor in a Fill-in-the-blank Party Game

Dan Ofer, Dafna Shahaf

Ethic Concerns:Computational Social Science and Cultural Analytics

Findings / Regular Short Paper

Open-Vocabulary Argument Role Prediction For Event Extraction

Yizhu Jiao, Sha Li, Yiqing Xie, Ming Zhong, Heng Ji, Jiawei Han

Information Extraction

Findings / Regular Long Paper

CrisisLTLSum: A Benchmark for Local Crisis Event Timeline Extraction and Summarization

Hossein Rajaby Faghihi, Bashar Alhafni, Ke Zhang, Shihao Ran, Joel Tetreault, Alejandro Jaimes

Resources and Evaluation

Findings / Regular Long Paper

Prompt-Tuning Can Be Much Better Than Fine-Tuning on Cross-lingual Understanding With Multilingual Language Models

Lifu Tu, Caiming Xiong, Yingbo Zhou

Multilinguality

Findings / Regular Short Paper

EtriCA: Event-Triggered Context-Aware Story Generation Augmented by Cross Attention

Chen Tang, Chenghua Lin, Henglin Huang, Frank Guerin, Zhihao Zhang

Natural Language Generation

Findings / Regular Long Paper

Effective Pretraining Objectives for Transformer-based Autoencoders

Luca Di Liello, Matteo Gabburo, Alessandro Moschitti

Machine Learning for NLP

Findings / Regular Long Paper

A Two-Stage Approach towards Generalization in Knowledge Base Question Answering

Srinivas Ravishankar, Dung Thai, Ibrahim Abdelaziz, Nandana Mihindukulasooriya, Tahira Naseem, Pavan Kapanipathi, Gaetano Rossiello, Achille Fokoue

Question Answering

Findings / Regular Long Paper

Data Cartography for Low-Resource Neural Machine Translation

Aquia Richburg, Marine Carpuat

Machine Translation

Findings / Regular Long Paper

Augmenting Multi-Turn Text-to-SQL Datasets with Self-Play

Qi Liu, Zihuiwen Ye, Tao Yu, Linfeng Song, Phil Blunsom

Syntax, Parsing and their Applications

Findings / Regular Long Paper

Prompt Compression and Contrastive Conditioning for Controllability and Toxicity Reduction in Language Models

David Wingate, Mohammad Shoeybi, Taylor Sorensen

Ethic Concerns:Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

NaturalAdversaries: Can Naturalistic Adversaries Be as Effective as Artificial Adversaries?

Saadia Gabriel, Hamid Palangi, Yejin Choi

Resources and Evaluation

Findings / Regular Short Paper

Unsupervised Learning of Hierarchical Conversation Structure

Bo-Ru Lu, Yushi Hu, Hao Cheng, Noah A. Smith, Mari Ostendorf

Dialogue and Interactive Systems

Findings / Regular Long Paper

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

Zhuosheng Zhang, Shuohang Wang, Yichong Xu, Yuwei Fang, Wenhao Yu, Yang Liu, Hai Zhao, Chenguang Zhu, Michael Zeng

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

Sharpness-Aware Minimization with Dynamic Reweighting

Wenxuan Zhou, Fangyu Liu, Huan Zhang, Muhao Chen

Machine Learning for NLP

Findings / Regular Long Paper

Predicting Long-Term Citations from Short-Term Linguistic Influence

Sandeep Soni, David Bamman, Jacob Eisenstein

Computational Social Science and Cultural Analytics

Findings / Regular Long Paper

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

Suyoun Kim, Ke Li, Lucas Kabela, Ron Huang, Jiedan Zhu, Ozlem Kalinli, Duc Le

Speech, Vision, Robotics, Multimodal Grounding

Findings / Regular Short Paper

Probing Cross-modal Semantics Alignment Capability from the Textual Perspective

Zheng Ma, Shi Zong, Mianzhi Pan, Jianbing Zhang, Shujian Huang, Xinyu Dai, Jiajun CHEN

Interpretability, Interactivity and Analysis of Models for NLP

Findings / Regular Long Paper

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

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

Language Modeling and Analysis of Language Models

Findings / Regular Long Paper

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

Linguistic Theories, Cognitive Modeling and Psycholinguistics

Findings / Regular Short Paper

Keyphrase Generation Beyond the Boundaries of Title and Abstract

Krishna Garg, Jishnu Ray Chowdhury, Cornelia Caragea

Information Extraction

Findings / Regular Long Paper

Controlling Bias Exposure for Fair Interpretable Predictions

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

Findings / Regular Long Paper

Investigating the Benefits of Free-Form Rationales

Jiao Sun, Swabha Swayamdipta, Jonathan May, Xuezhe Ma

Interpretability, Interactivity and Analysis of Models for NLP

Findings / Regular Long Paper

Exploring The Landscape of Distributional Robustness for Question Answering Models

Anas Awadalla, Mitchell Wortsman, Gabriel Ilharco, Sewon Min, Ian Magnusson, Hannaneh Hajishirzi, Ludwig Schmidt

Interpretability, Interactivity and Analysis of Models for NLP

Findings / Regular Long Paper

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

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

Dialogue and Interactive Systems

Findings / Regular Long Paper

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

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

Information Extraction

Findings / Regular Long Paper

Validity Assessment of Legal Will Statements as Natural Language Inference

Alice Saebom Kwak, Jacob O. Israelsen, Clayton T. Morrison, Derek E. Bambauer, Mihai Surdeanu

Resources and Evaluation

Findings / Regular Long Paper

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

Joseph Peper, Lu Wang

Sentiment Analysis, Stylistic Analysis, and Argument Mining

Findings / Regular Short Paper

Identifying Human Strategies for Generating Word-Level Adversarial Examples

Maximilian Mozes, Bennett Kleinberg, Lewis Griffin

Interpretability, Interactivity and Analysis of Models for NLP

Findings / Regular Short Paper

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

Hui Chen, Wei Han, Soujanya Poria

Ethic Concerns:Unsupervised and Weakly-Supervised Methods in NLP

Findings / Regular Short Paper

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

Ayush Maheshwari, Nikhil Singh, Amrith Krishna, Ganesh Ramakrishnan

NLP Applications

Findings / Regular Short Paper

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

Natural Language Generation

Findings / Regular Long Paper

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

Zifeng Wang, Jimeng Sun

NLP Applications

Findings / ARR - Long Paper

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

Lei Li, Yankai Lin, Xuancheng Ren, Guangxiang Zhao, Peng Li, Jie Zhou, Xu Sun

Efficient Methods for NLP

Findings / ARR - Long Paper

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

Iker García-Ferrero, Rodrigo Agerri, German Rigau

Multilinguality

Findings / ARR - Long Paper

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

Hongqiu Wu, Ruixue Ding, Hai Zhao, Boli Chen, Pengjun Xie, Fei Huang, Min Zhang

Language Modeling and Analysis of Language Models

Findings / ARR - Long Paper

Large-Scale Differentially Private BERT

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

Efficient Methods for NLP

Findings / ARR - Long Paper

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

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

Resources and Evaluation

Findings / ARR - Long Paper

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

Wenda Xu, Yi-Lin Tuan, Yujie Lu, Michael S. Saxon, Lei Li, William Yang Wang

Resources and Evaluation

Findings / ARR - Long Paper

Summarization as Indirect Supervision for Relation Extraction

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

Information Extraction

Findings / ARR - Long Paper

DIGAT: Modeling News Recommendation with Dual-Graph Interaction

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

NLP Applications

Findings / ARR - Long Paper

Consecutive Question Generation via Dynamic Multitask Learning

Yunji Li, Sujian Li, Xing Shi

Natural Language Generation

Findings / ARR - Long Paper

Subword Segmental Language Modelling for Nguni Languages

Francois Meyer, Jan Buys

Phonology, Morphology and Word Segmentation

Findings / ARR - Long Paper

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

Qingyi Si, Yuanxin LIU, Fandong Meng, Zheng Lin, Peng Fu, Yanan Cao, Weiping Wang, Jie Zhou

Question Answering

Findings / ARR - Long Paper

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

Junwei Bao, Yifan Wang, ying jiangyong, Yeyun Gong, Jing Zhao, Youzheng Wu, Xiaodong He

Natural Language Generation

Findings / ARR - Long Paper

Holistic Sentence Embeddings for Better Out-of-Distribution Detection

Sishuo Chen, Xiaohan Bi, Rundong Gao, Xu Sun

Machine Learning for NLP

Findings / ARR - Short Paper

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

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

Question Answering

Findings / ARR - Long Paper

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

Chenxi Whitehouse, Fenia Christopoulou, Ignacio Iacobacci

Multilinguality

Findings / ARR - Long Paper

MBTI Personality Prediction for Fictional Characters Using Movie Scripts

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

Resources and Evaluation

Findings / ARR - Short Paper

Probing for Constituency Structure in Neural Language Models

David Arps, Younes Samih, Laura Kallmeyer, Hassan Sajjad

Language Modeling and Analysis of Language Models

Findings / ARR - Long Paper

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

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

Unsupervised and Weakly-Supervised Methods in NLP

Findings / ARR - Short Paper

PaCo: Preconditions Attributed to Commonsense Knowledge

Ehsan Qasemi, Filip Ilievski, Muhao Chen, Pedro Szekely

Resources and Evaluation

Findings / ARR - Long Paper

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

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

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / ARR - Long Paper

Revisiting the Roles of "Text” in Text Games

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

Resources and Evaluation

Findings / ARR - Short Paper

FPT: Improving Prompt Tuning Efficiency via Progressive Training

Yufei Huang, Yujia Qin, Huadong Wang, Yichun Yin, Maosong Sun, Zhiyuan Liu, Qun Liu

Efficient Methods for NLP

Findings / ARR - Short Paper

Prompt-learning for Fine-grained Entity Typing

Ning Ding, Yulin Chen, Xu Han, Guangwei Xu, Xiaobin Wang, Pengjun Xie, Haitao Zheng, Zhiyuan Liu, Juanzi Li, Hong-Gee Kim

Information Extraction

Findings / ARR - Long Paper

TransLIST: A Transformer-Based Linguistically Informed Sanskrit Tokenizer

Jivnesh Sandhan, Rathin Singha, Narein Rao, SUVENDU SAMANTA, Laxmidhar Behera, Pawan Goyal

Phonology, Morphology and Word Segmentation

Findings / ARR - Long Paper

Fair NLP Models with Differentially Private Text Encoders

Gaurav Maheshwari, Pascal Denis, Mikaela Keller, Aurélien Bellet

Findings / ARR - Long Paper

Modeling Context With Linear Attention for Scalable Document-Level Translation

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

Efficient Methods for NLP

Findings / ARR - Short Paper

What do Large Language Models Learn beyond Language?

Avinash Madasu, Shashank Srivastava

Language Modeling and Analysis of Language Models

Findings / ARR - Long Paper

CONSISTENT: Open-Ended Question Generation From News Articles

Tuhin Chakrabarty, Justin Lewis, Smaranda Muresan

NLP Applications

Findings / ARR - Long Paper

Efficient (Soft) Q-Learning for Text Generation with Limited Good Data

Han Guo, Bowen Tan, Zhengzhong Liu, Eric Xing, Zhiting Hu

Machine Learning for NLP

Findings / ARR - Long Paper

Inferring the Reader: Guiding Automated Story Generation with Commonsense Reasoning

Xiangyu Peng, Siyan Li, Sarah Wiegreffe, Mark Riedl

Natural Language Generation

Findings / ARR - Long Paper

Contrastive Learning with Prompt-derived Virtual Semantic Prototypes for Unsupervised Sentence Embedding

Jiali Zeng, Yongjing Yin, Yufan Jiang, Shuangzhi Wu, Yunbo Cao

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Findings / ARR - Long Paper

APEACH: Attacking Pejorative Expressions with Analysis on Crowd-Generated Hate Speech Evaluation Datasets

Kichang Yang, Wonjun Jang, Won Ik Cho

Resources and Evaluation

Findings / ARR - Long Paper

Guiding Neural Story Generation with Reader Models

Xiangyu Peng, Kaige Xie, Amal Alabdulkarim, Harshith Kayam, Samihan Dani, Mark Riedl

Natural Language Generation

Findings / ARR - Long Paper

Reason first, then respond: Modular Generation for Knowledge-infused Dialogue

Leonard Adolphs, Kurt Shuster, Jack Urbanek, Arthur Szlam, Jason Weston

Dialogue and Interactive Systems

Findings / ARR - Long Paper

Logical Fallacy Detection

Zhijing Jin, Abhinav Lalwani, Tejas Vaidhya, Xiaoyu Shen, Yiwen Ding, Zhiheng LYU, Mrinmaya Sachan, Rada Mihalcea, Bernhard Schoelkopf

NLP Applications

Findings / ARR - Long Paper

Revisiting Transformer-based Models for Long Document Classification

Xiang Dai, Ilias Chalkidis, Sune Darkner, Desmond Elliott

NLP Applications

Findings / ARR - Long Paper

Time-aware Prompting for Text Generation

Shuyang Cao, Lu Wang

Natural Language Generation

Findings / ARR - Short Paper

Improving Scheduled Sampling with Elastic Weight Consolidation for Neural Machine Translation

Michalis Korakakis, Andreas Vlachos

Machine Learning for NLP

Findings / ARR - Long Paper

Ensemble Transformer for Efficient and Accurate Ranking Tasks: an Application to Question Answering Systems

Yoshitomo Matsubara, Luca Soldaini, Eric Lind, Alessandro Moschitti

Question Answering

Findings / ARR - Long Paper

Uncertainty Quantification with Pre-trained Language Models: A Large-Scale Empirical Analysis

Yuxin Xiao, Paul Pu Liang, Umang Bhatt, Willie Neiswanger, Ruslan Salakhutdinov, Louis-Philippe Morency

Resources and Evaluation

Findings / ARR - Long Paper

HiSMatch: Historical Structure Matching based Temporal Knowledge Graph Reasoning

Zixuan Li, Zhongni Hou, Saiping Guan, Xiaolong Jin, Weihua Peng, Long Bai, Yajuan Lyu, Wei Li, Jiafeng Guo, Xueqi Cheng

Information Extraction

Findings / ARR - Long Paper

Scaling Laws Under the Microscope: Predicting Transformer Performance from Small Scale Experiments

Maor Ivgi, Yair Carmon, Jonathan Berant

Efficient Methods for NLP

Findings / ARR - Long Paper

Analyzing the Limits of Self-Supervision in Handling Bias in Language

Lisa Bauer, Karthik Gopalakrishnan, Spandana Gella, Yang Liu, Mohit Bansal, Dilek Hakkani-Tur

Language Modeling and Analysis of Language Models

Findings / ARR - Long Paper

Generative Knowledge Graph Construction: A Review

Hongbin Ye, Ningyu Zhang, Hui Chen, Huajun Chen

Information Extraction

Oral / Regular Long Paper

CDConv: A Benchmark for Contradiction Detection in Chinese Conversations

Chujie Zheng, Jinfeng Zhou, Yinhe Zheng, Libiao Peng, Zhen Guo, Wenquan Wu, Zheng-Yu Niu, Hua Wu, Minlie Huang

Dialogue and Interactive Systems

Oral / Regular Long Paper

Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary Space

Mor Geva, Avi Caciularu, Kevin Wang, Yoav Goldberg

Interpretability, Interactivity and Analysis of Models for NLP

Oral / Regular Long Paper

Backdoor Attacks in Federated Learning by Rare Embeddings and Gradient Ensembling

Ki Yoon Yoo, Nojun Kwak

Machine Learning for NLP

Oral / Regular Long Paper

Generating Natural Language Proofs with Verifier-Guided Search

Kaiyu Yang, Jia Deng, Danqi Chen

Question Answering

Oral / Regular Long Paper

The Geometry of Multilingual Language Model Representations

Tyler Chang, Zhuowen Tu, Benjamin Bergen

Language Modeling and Analysis of Language Models

Oral / Regular Long Paper

Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs

Bowen Xing, Ivor Tsang

Dialogue and Interactive Systems

Oral / Regular Long Paper

The Importance of Being Parameters: An Intra-Distillation Method for Serious Gains

Haoran Xu, Philipp Koehn, Kenton Murray

Machine Translation

Oral / Regular Long Paper

Interpreting Language Models with Contrastive Explanations

Kayo Yin, Graham Neubig

Interpretability, Interactivity and Analysis of Models for NLP

Oral / Regular Long Paper

RankGen: Improving Text Generation with Large Ranking Models

Kalpesh Krishna, Yapei Chang, John Wieting, Mohit Iyyer

Natural Language Generation

Oral / Regular Long Paper

Learning a Grammar Inducer from Massive Uncurated Instructional Videos

Songyang Zhang, Linfeng Song, Lifeng Jin, Haitao Mi, Kun Xu, Dong Yu, Jiebo Luo

Syntax, Parsing and their Applications

Oral / Regular Long Paper

Estimating Soft Labels for Out-of-Domain Intent Detection

Hao Lang, Yinhe Zheng, Jian Sun, Fei Huang, Luo Si, Yongbin Li

Dialogue and Interactive Systems

Oral / Regular Long Paper

Tomayto, Tomahto. Beyond Token-level Answer Equivalence for Question Answering Evaluation

Jannis Bulian, Christian Buck, Wojciech Gajewski, Benjamin Börschinger, Tal Schuster

Resources and Evaluation

Oral / Regular Long Paper

Certified Error Control of Candidate Set Pruning for Two-Stage Relevance Ranking

Minghan Li, Xinyu Zhang, Ji Xin, Hongyang Zhang, Jimmy Lin

Information Retrieval and Text Mining

Oral / Regular Long Paper

Linearizing Transformer with Key-Value Memory

Yizhe Zhang, Deng Cai

Natural Language Generation

Oral / Regular Long Paper

Robustness of Fusion-based Multimodal Classifiers to Cross-Modal Content Dilutions

Gaurav Verma, Vishwa Vinay, Ryan Rossi, Srijan Kumar

Speech, Vision, Robotics, Multimodal Grounding

Oral / Regular Long Paper

Translation between Molecules and Natural Language

Carl Edwards, Tuan M. Lai, Kevin Ros, Garrett Honke, Kyunghyun Cho, Heng Ji

NLP Applications

Oral / Regular Long Paper

What Makes Instruction Learning Hard? An Investigation and a New Challenge in a Synthetic Environment

Matthew Finlayson, Kyle Richardson, Ashish Sabharwal, Peter Clark

Language Modeling and Analysis of Language Models

Oral / Regular Long Paper

InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning

Prakhar Gupta, Cathy Jiao, Yi-Ting Yeh, Shikib Mehri, Maxine Eskenazi, Jeffrey P. Bigham

Dialogue and Interactive Systems

Oral / Regular Long Paper

Unsupervised Boundary-Aware Language Model Pretraining for Chinese Sequence Labeling

Peijie Jiang, Dingkun Long, Yanzhao Zhang, Pengjun Xie, Meishan Zhang, Min Zhang

Phonology, Morphology and Word Segmentation

Oral / Regular Long Paper

RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder

Shitao Xiao, Zheng Liu, Yingxia Shao, Zhao Cao

Information Retrieval and Text Mining

Oral / Regular Long Paper

Aligning Recommendation and Conversation via Dual Imitation

Jinfeng Zhou, Bo Wang, Minlie Huang, Dongming Zhao, Kun Huang, Ruifang He, Yuexian Hou

Dialogue and Interactive Systems

Oral / Regular Long Paper

QRelScore: Better Evaluating Generated Questions with Deeper Understanding of Context-aware Relevance

Xiaoqiang Wang, Bang Liu, Siliang Tang, Lingfei Wu

Resources and Evaluation

Oral / Regular Long Paper

UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models

Tianbao Xie, Chen Henry Wu, Peng Shi, Ruiqi Zhong, Torsten Scholak, Michihiro Yasunaga, Chien-Sheng Wu, Ming Zhong, Pengcheng Yin, Sida I. Wang, Victor Zhong, Bailin Wang, Chengzu Li, Connor Boyle, Ansong Ni, Ziyu Yao, Dragomir Radev, Caiming Xiong, Lingpeng Kong, Rui Zhang, Noah A. Smith, Luke Zettlemoyer, Tao Yu

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Oral / Regular Long Paper

Generative Language Models for Paragraph-Level Question Generation

Asahi Ushio, Fernando Alva-Manchego, Jose Camacho-Collados

Resources and Evaluation

Oral / Regular Long Paper

A Unified Encoder-Decoder Framework with Entity Memory

Zhihan Zhang, Wenhao Yu, Chenguang Zhu, Meng Jiang

Natural Language Generation

Oral / Regular Long Paper

Segmenting Numerical Substitution Ciphers

Nada Aldarrab, Jonathan May

NLP Applications

Oral / Regular Long Paper

Crossmodal-3600: A Massively Multilingual Multimodal Evaluation Dataset

Ashish V. Thapliyal, Jordi Pont Tuset, Xi Chen, Radu Soricut

Multilinguality

Oral / Regular Long Paper

ReSel: N-ary Relation Extraction from Scientific Text and Tables by Learning to Retrieve and Select

Yuchen Zhuang, Yinghao Li, Junyang Zhang, Yue Yu, Yingjun Mou, Xiang Chen, Le Song, Chao Zhang

Information Extraction

Oral / Regular Long Paper

GammaE: Gamma Embeddings for Logical Queries on Knowledge Graphs

Dong Yang, QING PEIJUN, Yang Li, Haonan Lu, xiaodong lin

Machine Learning for NLP

Oral / Regular Long Paper

Reasoning Like Program Executors

Xinyu Pi, Qian Liu, Bei Chen, Morteza Ziyadi, Zeqi Lin, Qiang Fu, Yan Gao, Jian-Guang LOU, Weizhu Chen

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Oral / Regular Long Paper

Inducer-tuning: Connecting Prefix-tuning and Adapter-tuning

Yifan Chen, Devamanyu Hazarika, Mahdi Namazifar, Yang Liu, Di Jin, Dilek Hakkani-Tur

Machine Learning for NLP

Oral / Regular Long Paper

Metric-guided Distillation: Distilling Knowledge from the Metric to Ranker and Retriever for Generative Commonsense Reasoning

Xingwei He, Yeyun Gong, A-Long Jin, Weizhen Qi, Hang Zhang, Jian Jiao, Bartuer Zhou, Biao Cheng, SM Yiu, Nan Duan

Commonsense Reasoning

Oral / Regular Long Paper

Efficient Document Retrieval by End-to-End Refining and Quantizing BERT Embedding with Contrastive Product Quantization

Zexuan Qiu, Qinliang Su, Jianxing Yu, Shijing Si

Information Retrieval and Text Mining

Oral / Regular Long Paper

Cross-document Event Coreference Search: Task, Dataset and Modeling

Alon Eirew, Avi Caciularu, Ido Dagan

Resources and Evaluation

Oral / Regular Long Paper

MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subevent Relation Extraction

Xiaozhi Wang, Yulin Chen, Ning Ding, Hao Peng, Zimu Wang, Yankai Lin, Xu Han, Lei Hou, Juanzi Li, Zhiyuan Liu, Peng Li, Jie Zhou

Information Extraction

Oral / Regular Long Paper

How Large Language Models are Transforming Machine-Paraphrase Plagiarism

Jan Philip Wahle, Terry Ruas, Frederic Kirstein, Bela Gipp

NLP Applications

Oral / Regular Long Paper

M2D2: A Massively Multi-Domain Language Modeling Dataset

Machel Reid, Victor Zhong, Suchin Gururangan, Luke Zettlemoyer

Resources and Evaluation

Oral / Regular Long Paper

"Will You Find These Shortcuts?" A Protocol for Evaluating the Faithfulness of Input Salience Methods for Text Classification

Jasmijn Bastings, Sebastian Ebert, Polina Zablotskaia, Anders Sandholm, Katja Filippova

Interpretability, Interactivity and Analysis of Models for NLP

Oral / Regular Long Paper

A Distributional Lens for Multi-Aspect Controllable Text Generation

Yuxuan Gu, Xiaocheng Feng, Sicheng Ma, Lingyuan Zhang, Heng Gong, Bing Qin

Natural Language Generation

Oral / Regular Long Paper

Multilingual Relation Classification via Efficient and Effective Prompting

Yuxuan Chen, David Harbecke, Leonhard Hennig

Information Extraction

Oral / Regular Long Paper

Fine-grained Contrastive Learning for Relation Extraction

William Hogan, Jiacheng Li, Jingbo Shang

Information Extraction

Oral / Regular Long Paper

Deconfounding Legal Judgment Prediction for European Court of Human Rights Cases Towards Better Alignment with Experts

T.Y.S.S Santosh, Shanshan Xu, Oana Ichim, Matthias Grabmair

NLP Applications

Oral / Regular Long Paper

SQuALITY: Building a Long-Document Summarization Dataset the Hard Way

Alex Wang, Richard Yuanzhe Pang, Angelica Chen, Jason Phang, Samuel R. Bowman

Oral / Regular Long Paper

MetaASSIST: Robust Dialogue State Tracking with Meta Learning

Fanghua Ye, xi wang, Jie Huang, Shenghui Li, Samuel Stern, Emine Yilmaz

Dialogue and Interactive Systems

Oral / Regular Long Paper

Multilingual Machine Translation with Hyper-Adapters

Christos Baziotis, Mikel Artetxe, James Cross, Shruti Bhosale

Machine Translation

Oral / Regular Long Paper

Z-LaVI: Zero-Shot Language Solver Fueled by Visual Imagination

Yue Yang, Wenlin Yao, Hongming Zhang, Xiaoyang Wang, Dong Yu, Jianshu Chen

Speech, Vision, Robotics, Multimodal Grounding

Oral / Regular Long Paper

Affective Idiosyncratic Responses to Music

Sky CH-Wang, Evan Li, Oliver Li, Smaranda Muresan, Zhou Yu

Computational Social Science and Cultural Analytics

Oral / Regular Long Paper

Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations

Jaehun Jung, Lianhui Qin, Sean Welleck, Faeze Brahman, Chandra Bhagavatula, Ronan Le Bras, Yejin Choi

Commonsense Reasoning

Oral / Regular Long Paper

DANLI: Deliberative Agent for Following Natural Language Instructions

Yichi Zhang, Jianing Yang, Jiayi Pan, Shane Storks, Nikhil Devraj, Ziqiao Ma, Keunwoo Peter Yu, Yuwei Bao, Joyce Chai

Speech, Vision, Robotics, Multimodal Grounding

Oral / Regular Long Paper

Fine-grained Category Discovery under Coarse-grained supervision with Hierarchical Weighted Self-contrastive Learning

Wenbin An, Feng Tian, Ping Chen, Siliang Tang, Qinghua Zheng, QianYing Wang

Unsupervised and Weakly-Supervised Methods in NLP

Oral / Regular Long Paper

How well can Text-to-Image Generative Models understand Ethical Natural Language Interventions?

Hritik Bansal, Da Yin, Masoud Monajatipoor, Kai-Wei Chang

Ethic Concerns:Speech, Vision, Robotics, Multimodal Grounding

Oral / Regular Short Paper

Geographic Citation Gaps in NLP Research

Mukund Rungta, Janvijay Singh, Saif M. Mohammad, Diyi Yang

Oral / Regular Long Paper

Language Models of Code are Few-Shot Commonsense Learners

Aman Madaan, Shuyan Zhou, Uri Alon, Yiming Yang, Graham Neubig

Commonsense Reasoning

Oral / Regular Long Paper

Numerical Optimizations for Weighted Low-rank Estimation on Language Models

Ting Hua, Yen-Chang Hsu, Felicity Wang, Qian Lou, Yilin Shen, Hongxia Jin

Machine Learning for NLP

Oral / Regular Long Paper

Generative Multi-hop Retrieval

Hyunji Lee, Sohee Yang, Hanseok Oh, Minjoon Seo

Information Retrieval and Text Mining

Oral / Regular Long Paper

Visual Spatial Description: Controlled Spatial-Oriented Image-to-Text Generation

Yu Zhao, Jianguo Wei, ZhiChao Lin, Yueheng Sun, Meishan Zhang, Min Zhang

Natural Language Generation

Oral / Regular Long Paper

On the Transformation of Latent Space in Fine-Tuned NLP Models

Nadir Durrani, Hassan Sajjad, Fahim Dalvi, Firoj Alam

Interpretability, Interactivity and Analysis of Models for NLP

Oral / Regular Long Paper

Watch the Neighbors: A Unified K-Nearest Neighbor Contrastive Learning Framework for OOD Intent Discovery

Yutao Mou, Keqing He, Pei Wang, Yanan Wu, Jingang Wang, Wei Wu, Weiran Xu

Dialogue and Interactive Systems

Oral / Regular Long Paper

Do Vision-and-Language Transformers Learn Grounded Predicate-Noun Dependencies?

Mitja Nikolaus, Emmanuelle Salin, Stephane Ayache, Abdellah Fourtassi, Benoit Favre

Ethic Concerns:Speech, Vision, Robotics, Multimodal Grounding

Oral / Regular Long Paper

A Multilingual Perspective Towards the Evaluation of Attribution Methods in Natural Language Inference

Kerem Zaman, Yonatan Belinkov

Interpretability, Interactivity and Analysis of Models for NLP

Oral / Regular Long Paper

SubeventWriter: Iterative Sub-event Sequence Generation with Coherence Controller

Zhaowei Wang, Hongming Zhang, Tianqing Fang, Yangqiu Song, Ginny Y. Wong, Simon See

Natural Language Generation

Oral / Regular Long Paper

Learning Instructions with Unlabeled Data for Zero-Shot Cross-Task Generalization

Yuxian Gu, Pei Ke, Xiaoyan Zhu, Minlie Huang

Unsupervised and Weakly-Supervised Methods in NLP

Oral / Regular Long Paper

SpeechUT: Bridging Speech and Text with Hidden-Unit for Encoder-Decoder Based Speech-Text Pre-training

Ziqiang Zhang, Long Zhou, Junyi Ao, Shujie Liu, Lirong Dai, Jinyu Li, Furu Wei

Speech, Vision, Robotics, Multimodal Grounding

Oral / Regular Long Paper

Continual Learning of Neural Machine Translation within Low Forgetting Risk Regions

Shuhao Gu, Bojie Hu, Yang Feng

Machine Translation

Oral / Regular Long Paper

COST-EFF: Collaborative Optimization of Spatial and Temporal Efficiency with Slenderized Multi-exit Language Models

Bowen Shen, Zheng Lin, Yuanxin LIU, Zhengxiao Liu, Lei Wang, Weiping Wang

Efficient Methods for NLP

Oral / Regular Long Paper

Rescue Implicit and Long-tail Cases: Nearest Neighbor Relation Extraction

Zhen Wan, Qianying Liu, Zhuoyuan Mao, Fei Cheng, Sadao Kurohashi, Jiwei Li

Information Extraction

Oral / Regular Short Paper

Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference

Eric A. Mitchell, Joseph Noh, Siyan Li, Will Armstrong, Ananth Agarwal, Patrick Liu, Chelsea B. Finn, Christopher D. Manning

Commonsense Reasoning

Oral / Regular Long Paper

Robustness of Demonstration-based Learning Under Limited Data Scenario

Hongxin Zhang, Yanzhe Zhang, Ruiyi Zhang, Diyi Yang

Interpretability, Interactivity and Analysis of Models for NLP

Oral / Regular Long Paper

Modeling Information Change in Science Communication with Semantically Matched Paraphrases

Dustin Wright, Jiaxin Pei, David Jurgens, Isabelle Augenstein

Computational Social Science and Cultural Analytics

Oral / Regular Long Paper

Word Order Matters When You Increase Masking

Karim Lasri, Alessandro Lenci, Thierry Poibeau

Interpretability, Interactivity and Analysis of Models for NLP

Oral / Regular Short Paper

Style Transfer as Data Augmentation: A Case Study on Named Entity Recognition

Shuguang Chen, Leonardo Neves, Thamar Solorio

Information Extraction

Oral / Regular Long Paper

Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs

Wentao Ding, Hao Chen, Huayu Li, Yuzhong Qu

Question Answering

Oral / Regular Long Paper

There Is No Standard Answer: Knowledge-Grounded Dialogue Generation with Adversarial Activated Multi-Reference Learning

Xueliang Zhao, Tingchen Fu, Chongyang Tao, Rui Yan

Dialogue and Interactive Systems

Oral / Regular Long Paper

A Comprehensive Comparison of Neural Networks as Cognitive Models of Inflection

Adam Wiemerslage, Shiran Dudy, Katharina Kann

Linguistic Theories, Cognitive Modeling and Psycholinguistics

Oral / Regular Long Paper

Can Visual Context Improve Automatic Speech Recognition for an Embodied Agent?

Pradip Pramanick, Chayan Sarkar

Speech, Vision, Robotics, Multimodal Grounding

Oral / Regular Long Paper

AfroLID: A Neural Language Identification Tool for African Languages

Ife Adebara, AbdelRahim Elmadany, Muhammad Abdul-Mageed, Alcides Alcoba Inciarte

Multilinguality

Oral / Regular Long Paper

EvEntS ReaLM: Event Reasoning of Entity States via Language Models

Evangelia Spiliopoulou, Artidoro Pagnoni, Yonatan Bisk, Eduard Hovy

Commonsense Reasoning

Oral / Regular Long Paper

Towards a Unified Multi-Dimensional Evaluator for Text Generation

Ming Zhong, Yang Liu, Da Yin, Yuning Mao, Yizhu Jiao, Pengfei Liu, Chenguang Zhu, Heng Ji, Jiawei Han

Natural Language Generation

Oral / Regular Long Paper

Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning

Oyvind Tafjord, Bhavana Dalvi Mishra, Peter Clark

Interpretability, Interactivity and Analysis of Models for NLP

Oral / Regular Long Paper

Near-Negative Distinction: Giving a Second Life to Human Evaluation Datasets

Philippe Laban, Chien-Sheng Wu, Wenhao Liu, Caiming Xiong

Resources and Evaluation

Oral / Regular Long Paper

ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection

Badr AlKhamissi, Faisal Ladhak, Srinivasan Iyer, Veselin Stoyanov, Zornitsa Kozareva, Xian Li, Pascale Fung, Lambert Mathias, Asli Celikyilmaz, Mona Diab

NLP Applications

Oral / Regular Long Paper

Are Hard Examples also Harder to Explain? A Study with Human and Model-Generated Explanations

Swarnadeep Saha, Peter Hase, Nazneen Rajani, Mohit Bansal

Interpretability, Interactivity and Analysis of Models for NLP

Oral / Regular Short Paper

Gendered Mental Health Stigma in Masked Language Models

Wanyin Lin, Lucille Njoo, Anjalie Field, Ashish Sharma, Katharina Reinecke, Tim Althoff, Yulia Tsvetkov

Oral / Regular Long Paper

Efficient Nearest Neighbor Search for Cross-Encoder Models using Matrix Factorization

Nishant Yadav, Nicholas Monath, Rico Angell, Manzil Zaheer, Andrew McCallum

Machine Learning for NLP

Oral / Regular Long Paper

Prompt-and-Rerank: A Method for Zero-Shot and Few-Shot Arbitrary Textual Style Transfer with Small Language Models

Mirac Suzgun, Luke Melas-Kyriazi, Dan Jurafsky

Natural Language Generation

Oral / Regular Long Paper

Gradient-based Constrained Sampling from Language Models

Sachin Kumar, Biswajit Paria, Yulia Tsvetkov

Natural Language Generation

Oral / Regular Long Paper

TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data

Fan Zhou, Mengkang Hu, Haoyu Dong, zhoujun cheng, Fan Cheng, Shi Han, Dongmei Zhang

Question Answering

Oral / Regular Long Paper

Rich Knowledge Sources Bring Complex Knowledge Conflicts: Recalibrating Models to Reflect Conflicting Evidence

Hung-Ting Chen, Michael Zhang, Eunsol Choi

Question Answering

Oral / Regular Long Paper

QA Domain Adaptation using Hidden Space Augmentation and Self-Supervised Contrastive Adaptation

Zhenrui Yue, Huimin Zeng, Bernhard Kratzwald, Stefan Feuerriegel, Dong Wang

Question Answering

Oral / Regular Long Paper

Generating Information-Seeking Conversations from Unlabeled Documents

Gangwoo Kim, Sungdong Kim, Kang Min Yoo, Jaewoo Kang

Question Answering

Oral / Regular Long Paper

Distill The Image to Nowhere: Inversion Knowledge Distillation for Multimodal Machine Translation

RU Peng, Yawen Zeng, Jake Zhao

Machine Translation

Oral / Regular Long Paper

SafeText: A Benchmark for Exploring Physical Safety in Language Models

Sharon Levy, Emily Allaway, Melanie Subbiah, Lydia Chilton, Desmond Patton, Kathleen McKeown, William Yang Wang

Oral / Regular Long Paper

Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations

Kang Min Yoo, Junyeob Kim, Hyuhng Joon Kim, Hyunsoo Cho, Hwiyeol Jo, Sang-Woo Lee, Sang-goo Lee, Taeuk Kim

Language Modeling and Analysis of Language Models

Oral / Regular Long Paper

D4: a Chinese Dialogue Dataset for Depression-Diagnosis-Oriented Chat

Binwei Yao, Chao Shi, Likai Zou, Lingfeng Dai, Mengyue Wu, Lu Chen, Zhen Wang, Kai Yu

Ethic Concerns:Dialogue and Interactive Systems

Oral / Regular Long Paper

Towards Climate Awareness in NLP Research

Daniel Hershcovich, Nicolas Webersinke, Mathias Kraus, Julia Bingler, Markus Leippold

Oral / ARR - Long Paper

Navigating Connected Memories with a Task-oriented Dialog System

Satwik Kottur, Seungwhan Moon, Alborz Geramifard, Babak Damavandi

Dialogue and Interactive Systems

Oral / ARR - Long Paper

Language Model Decomposition: Quantifying the Dependency and Correlation of Language Models

Language Modeling and Analysis of Language Models

Oral / ARR - Short Paper

Varifocal Question Generation for Fact-checking

Nedjma Djouhra Ousidhoum, Zhangdie Yuan, Andreas Vlachos

NLP Applications

Oral / ARR - Long Paper

Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport

Kelly Marchisio, Ali Saad-Eldin, Kevin Duh, carey e. priebe, Philipp Koehn

Unsupervised and Weakly-Supervised Methods in NLP

Oral / ARR - Long Paper

Whose Language Counts as High Quality? Measuring Language Ideologies in Text Data Selection

Suchin Gururangan, Dallas Card, Sarah K. Dreier, Emily K. Gade, Leroy Zhifei Wang, Zeyu Wang, Luke Zettlemoyer, Noah A. Smith

Oral / ARR - Long Paper

ConReader: Exploring Implicit Relations in Contracts for Contract Clause Extraction

Weiwen Xu, Yang Deng, Wenqiang Lei, Wenlong ZHAO, Tat-Seng Chua, Wai Lam

NLP Applications

Oral / ARR - Long Paper

Revisiting Parameter-Efficient Tuning: Are We Really There Yet?

Guanzheng Chen, Fangyu Liu, Zaiqiao Meng, Shangsong Liang

Interpretability, Interactivity and Analysis of Models for NLP

Oral / ARR - Long Paper

Measuring Context-Word Biases in Lexical Semantic Datasets

Qianchu Liu, Diana McCarthy, Anna Korhonen

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Oral / ARR - Long Paper

Iteratively Prompt Pre-trained Language Models for Chain of Thought

Boshi Wang, Xiang Deng, Huan Sun

Language Modeling and Analysis of Language Models

Oral / ARR - Long Paper

Unobserved Local Structures Make Compositional Generalization Hard

Ben Bogin, Shivanshu Gupta, Jonathan Berant

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Oral / ARR - Long Paper

Back to the Future: Bidirectional Information Decoupling Network for Multi-turn Dialogue Modeling

Yiyang Li, Hai Zhao, Zhuosheng Zhang

Dialogue and Interactive Systems

Poster / Regular Long Paper

Calibration Meets Explanation: A Simple and Effective Approach for Model Confidence Estimates

Dongfang Li, Baotian Hu, Qingcai Chen

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Short Paper

Non-Autoregressive Neural Machine Translation: A Call for Clarity

Robin M. Schmidt, Telmo Pires, Stephan Peitz, Jonas Lööf

Machine Translation

Poster / Regular Short Paper

RED-ACE: Robust Error Detection for ASR using Confidence Embeddings

Zorik Gekhman, Dina Zverinski, Jonathan Mallinson, Genady Beryozkin

NLP Applications

Poster / Regular Short Paper

Fast-R2D2: A Pretrained Recursive Neural Network based on Pruned CKY for Grammar Induction and Text Representation

Xiang Hu, Haitao Mi, Liang Li, Gerard de Melo

Unsupervised and Weakly-Supervised Methods in NLP

Poster / Regular Long Paper

PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt Learning

Zifeng Wang, Jimeng Sun

NLP Applications

Poster / Regular Long Paper

ROSE: Robust Selective Fine-tuning for Pre-trained Language Models

Lan Jiang, Hao Zhou, Yankai Lin, Peng Li, Jie Zhou, Rui Jiang

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

Improving Multi-turn Emotional Support Dialogue Generation with Lookahead Strategy Planning

Yi Cheng, Wenge Liu, Wenjie Li, Jiashuo WANG, Ruihui Zhao, Bang Liu, Xiaodan Liang, Yefeng Zheng

Dialogue and Interactive Systems

Poster / Regular Long Paper

Conformal Predictor for Improving Zero-Shot Text Classification Efficiency

Prafulla Kumar Choubey, Yu Bai, Chien-Sheng Wu, Wenhao Liu, Nazneen Rajani

Machine Learning for NLP

Poster / Regular Short Paper

Effective and Efficient Query-aware Snippet Extraction for Web Search

Jingwei Yi, Fangzhao Wu, Chuhan Wu, Xiaolong Huang, Binxing Jiao, Guangzhong Sun, Xing Xie

Poster / Regular Long Paper

Generative Entity Typing with Curriculum Learning

Siyu Yuan, Deqing Yang, Jiaqing Liang, Zhixu Li, Jinxi Liu, Jingyue Huang, Yanghua Xiao

Information Retrieval and Text Mining

Poster / Regular Long Paper

Multi-level Distillation of Semantic Knowledge for Pre-training Multilingual Language Model

Mingqi Li, Fei Ding, Dan Zhang, Long Cheng, Hongxin Hu, feng luo

Multilinguality

Poster / Regular Long Paper

Revisiting Pre-trained Language Models and their Evaluation for Arabic Natural Language Processing

Abbas Ghaddar, Yimeng Wu, Sunyam Bagga, Ahmad Rashid, Khalil Bibi, Mehdi Rezagholizadeh, Chao Xing, Yasheng Wang, Xinyu Duan, Zhefeng Wang, baoxing Huai, Xin Jiang, Qun Liu, Phillippe Langlais

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering

Jianing Wang, Chengyu Wang, Minghui Qiu, Qiuhui Shi, Hongbin Wang, jun huang, Ming Gao

Question Answering

Poster / Regular Long Paper

Knowledge Prompting in Pre-trained Language Model for Natural Language Understanding

Jianing Wang, Wenkang Huang, Minghui Qiu, Qiuhui Shi, Hongbin Wang, Xiang Li, Ming Gao

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

On the Evaluation Metrics for Paraphrase Generation

Lingfeng Shen, Lemao Liu, Haiyun Jiang, Shuming Shi

Resources and Evaluation

Poster / Regular Long Paper

RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL

Jiexing Qi, Jingyao Tang, Ziwei He, Xiangpeng Wan, Yu Cheng, Chenghu Zhou, Xinbing Wang, Quanshi Zhang, Zhouhan Lin

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

Robots-Dont-Cry: Understanding Falsely Anthropomorphic Utterances in Dialog Systems

David Gros, Yu Li, Zhou Yu

Dialogue and Interactive Systems

Poster / Regular Long Paper

Making Pretrained Language Models Good Long-tailed Learners

Chen Zhang, Lei Ren, Jingang Wang, Wei Wu, Dawei Song

Machine Learning for NLP

Poster / Regular Long Paper

RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning

Mingkai Deng, Jianyu Wang, Cheng-Ping Hsieh, Yihan Wang, Han Guo, Tianmin Shu, Meng Song, Eric Xing, Zhiting Hu

Machine Learning for NLP

Poster / Regular Long Paper

DisCup: Discriminator Cooperative Unlikelihood Prompt-tuning for Controllable Text Generation

Hanqing Zhang, Dawei Song

Natural Language Generation

Poster / Regular Long Paper

CPL: Counterfactual Prompt Learning for Vision and Language Models

Xuehai He, Diji Yang, Weixi Feng, Tsu-Jui Fu, Arjun Akula, Varun Jampani, Pradyumna Narayana, Sugato Basu, William Yang Wang, Xin Eric Wang

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

Red Teaming Language Models with Language Models

Ethan Perez, Saffron Huang, Francis Song, Trevor Cai, Roman Ring, John Aslanides, Amelia Glaese, Nat McAleese, Geoffrey Irving

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

CapOnImage: Context-driven Dense-Captioning on Image

Yiqi Gao, Xinglin Hou, Yuanmeng Zhang, Tiezheng Ge, Yuning Jiang, peng wang

Natural Language Generation

Poster / Regular Long Paper

Discovering Differences in the Representation of People using Contextualized Semantic Axes

Li Lucy, Divya Tadimeti, David Bamman

Computational Social Science and Cultural Analytics

Poster / Regular Long Paper

Machine Translation Robustness to Natural Asemantic Variation

Jacob Bremerman, Xiang Ren, Jonathan May

Machine Translation

Poster / Regular Long Paper

Life is a Circus and We are the Clowns: Automatically Finding Analogies between Situations and Processes

Oren Sultan, Dafna Shahaf

NLP Applications

Poster / Regular Long Paper

Analyzing the Mono- and Cross-Lingual Pretraining Dynamics of Multilingual Language Models

Terra Blevins, Hila Gonen, Luke Zettlemoyer

Multilinguality

Poster / Regular Long Paper

Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition

Junhao Zheng, Zhanxian Liang, Haibin Chen, Qianli Ma

NLP Applications

Poster / Regular Long Paper

Unsupervised Tokenization Learning

Anton Kolonin, Vignav Ramesh

Unsupervised and Weakly-Supervised Methods in NLP

Poster / Regular Long Paper

A Template-based Method for Constrained Neural Machine Translation

Shuo Wang, Peng Li, Zhixing Tan, Zhaopeng Tu, Maosong Sun, Yang Liu

Machine Translation

Poster / Regular Long Paper

PATS: Sensitivity-aware Noisy Learning for Pretrained Language Models

Yupeng Zhang, Hongzhi Zhang, Sirui Wang, Wei Wu, Zhoujun Li

Machine Learning for NLP

Poster / Regular Short Paper

Cross-Align: Modeling Deep Cross-lingual Interactions for Word Alignment

Siyu Lai, Zhen Yang, Fandong Meng, Yufeng Chen, Jinan Xu, Jie Zhou

Multilinguality

Poster / Regular Long Paper

BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation

Tianxiang Sun, Junliang He, Xipeng Qiu, Xuanjing Huang

Poster / Regular Long Paper

HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification

Zihan Wang, Peiyi Wang, Tianyu Liu, Binghuai Lin, Yunbo Cao, Zhifang Sui, Houfeng Wang

Machine Learning for NLP

Poster / Regular Long Paper

Neural Theory-of-Mind? On the Limits of Social Intelligence in Large LMs

Maarten Sap, Ronan Le Bras, Daniel Fried, Yejin Choi

Poster / Regular Long Paper

MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Zifeng Wang, Zhenbang Wu, Dinesh Agarwal, Jimeng Sun

NLP Applications

Poster / Regular Long Paper

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

Zhiyuan Zhang, Ruixuan Luo, Qi Su, Xu Sun

Machine Learning for NLP

Poster / Regular Long Paper

Sparse Teachers Can Be Dense with Knowledge

Yi Yang, Chen Zhang, Dawei Song

Efficient Methods for NLP

Poster / Regular Long Paper

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

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

Machine Learning for NLP

Poster / Regular Long Paper

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

Shujian Zhang, Chengyue Gong, Xingchao Liu

Machine Learning for NLP

Poster / Regular Long Paper

Mixed-effects transformers for hierarchical adaptation

Julia White, Noah Goodman, Robert Hawkins

Language Modeling and Analysis of Language Models

Poster / Regular Short Paper

On Measuring the Intrinsic Few-Shot Hardness of Datasets

Xinran Zhao, Shikhar Murty, Christopher D. Manning

Machine Learning for NLP

Poster / Regular Short Paper

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

Bowen Xing, Ivor Tsang

Dialogue and Interactive Systems

Poster / Regular Long Paper

An Empirical Study on Finding Spans

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

Information Extraction

Poster / Regular Short Paper

Understanding Jargon: Combining Extraction and Generation for Definition Modeling

Jie Huang, Hanyin Shao, Kevin Chang, Jinjun Xiong, Wen-mei Hwu

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

ProsocialDialog: A Prosocial Backbone for Conversational Agents

Hyunwoo Kim, Youngjae Yu, Liwei Jiang, Ximing Lu, Daniel Khashabi, Gunhee Kim, Yejin Choi, Maarten Sap

Dialogue and Interactive Systems

Poster / Regular Long Paper

Exploiting Global and Local Hierarchies for Hierarchical Text Classification

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

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

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

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

Efficient Methods for NLP

Poster / Regular Short Paper

Kernel-Whitening: Overcome Dataset Bias with Isotropic Sentence Embedding

SongYang Gao, Shihan Dou, Qi Zhang, Xuanjing Huang

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

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

Ye Wang, Xinxin Liu, Wenxin Hu, Tao Zhang

Information Extraction

Poster / Regular Long Paper

Mixture of Attention Heads: Selecting Attention Heads Per Token

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

Machine Learning for NLP

Poster / Regular Long Paper

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

Eldar Kurtic, Daniel Campos, Tuan A. Nguyen, Elias Frantar, Mark John Kurtz, Benjamin Fineran, Michael J. Goin, Dan Alistarh

Efficient Methods for NLP

Poster / Regular Long Paper

Evidence > Intuition: Transferability Estimation for Encoder Selection

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

Language Modeling and Analysis of Language Models

Poster / Regular Short Paper

Chunk-based Nearest Neighbor Machine Translation

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

Machine Translation

Poster / Regular Long Paper

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

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

NLP Applications

Poster / Regular Long Paper

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

Anna Currey, Maria Nadejde, Raghavendra Reddy Pappagari, Mia Mayer, Stanislas Lauly, Xing Niu, Benjamin Hsu, Georgiana Dinu

Machine Translation

Poster / Regular Long Paper

A Span-level Bidirectional Network for Aspect Sentiment Triplet Extraction

Yuqi Chen, Chen Keming, Xian Sun, Zequn Zhang

Sentiment Analysis, Stylistic Analysis, and Argument Mining

Poster / Regular Long Paper

On the Calibration of Massively Multilingual Language Models

Kabir Ahuja, Sunayana Sitaram, Sandipan Dandapat, Monojit Choudhury

Multilinguality

Poster / Regular Short Paper

Finding Dataset Shortcuts with Grammar Induction

Dan Friedman, Alexander Wettig, Danqi Chen

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

Retrieval Augmentation for Commonsense Reasoning: A Unified Approach

Wenhao Yu, Chenguang Zhu, Zhihan Zhang, Shuohang Wang, Zhuosheng Zhang, Yuwei Fang, Meng Jiang

Commonsense Reasoning

Poster / Regular Long Paper

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

David Ifeoluwa Adelani, Graham Neubig, Sebastian Ruder, Shruti Rijhwani, Michael Coenraad Beukman, Chester Palen-Michel, Constantine Lignos, Jesujoba Alabi, Shamsuddeen Hassan Muhammad, Peter Nabende, Cheikh M. Bamba Dione, Andiswa Bukula, Rooweither Mabuya, Bonaventure F. P. Dossou, Blessing Sibanda, Happy Buzaaba, Jonathan Mukiibi, Godson K. KALIPE, Derguene Mbaye, Amelia Taylor, Fatoumata Ouoba Kabore, Chris Chinenye Emezue, Anuoluwapo Aremu, Perez Ogayo, Catherine Gitau, Edwin Munkoh-Buabeng, victoire Memdjokam Koagne, Allahsera Auguste Tapo, Tebogo Macucwa, Vukosi Marivate, MBONING TCHIAZE Elvis, Tajuddeen Gwadabe, Tosin Adewumi, Orevaoghene Ahia, Joyce Nakatumba-Nabende, Neo Lerato Mokono, Ignatius Ezeani, Chiamaka Chukwuneke, Mofetoluwa Oluwaseun Adeyemi, Gilles Quentin HACHEME, Idris Abdulmumin, Odunayo Ogundepo, Oreen Yousuf, Tatiana Moteu, Dietrich Klakow

Resources and Evaluation

Poster / Regular Long Paper

Continued Pretraining for Better Zero- and Few-Shot Promptability

Zhaofeng Wu, Robert L Logan IV, Pete Walsh, Akshita Bhagia, Dirk Groeneveld, Sameer Singh, Iz Beltagy

Machine Learning for NLP

Poster / Regular Short Paper

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

Kirby Kuznia, Swaroop Mishra, Mihir Parmar, Chitta Baral

Efficient Methods for NLP

Poster / Regular Short Paper

Is a Question Decomposition Unit All We Need?

Pruthvi Jayeshkumar Patel, Swaroop Mishra, Mihir Parmar, Chitta Baral

Efficient Methods for NLP

Poster / Regular Short Paper

Discourse-Aware Soft Prompting for Text Generation

Marjan Ghazvininejad, Vladimir Karpukhin, Vera Gor, Asli Celikyilmaz

Natural Language Generation

Poster / Regular Long Paper

ExPUNations: Augmenting Puns with Keywords and Explanations

Jiao Sun, Anjali Narayan-Chen, Shereen Oraby, Alessandra Cervone, Tagyoung Chung, Jing Huang, Yang Liu, Nanyun Peng

Resources and Evaluation

Poster / Regular Long Paper

SLING: Sino Linguistic Evaluation of Large Language Models

Yixiao Song, Kalpesh Krishna, Rajesh Bhatt, Mohit Iyyer

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

Context-Situated Pun Generation

Jiao Sun, Anjali Narayan-Chen, Shereen Oraby, Shuyang Gao, Tagyoung Chung, Jing Huang, Yang Liu, Nanyun Peng

Natural Language Generation

Poster / Regular Long Paper

Retrieval-Augmented Generative Question Answering for Event Argument Extraction

Xinya Du, Heng Ji

Information Extraction

Poster / Regular Long Paper

MetaLogic: Logical Reasoning Explanations with Fine-Grained Structure

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

Resources and Evaluation

Poster / Regular Long Paper

Evaluating Parameter Efficient Learning for Generation

Peng Xu, Mostofa Patwary, Shrimai Prabhumoye, Virginia Adams, Ryan J. Prenger, Wei Ping, Nayeon Lee, Mohammad Shoeybi, Bryan Catanzaro

Natural Language Generation

Poster / Regular Short Paper

McQueen: a Benchmark for Multimodal Conversational Query Rewrite

Yifei Yuan, Chen Shi, Runze Wang, Liyi Chen, Feijun Jiang, Yuan You, Wai Lam

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

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

Jiuzhou Han, Ehsan Shareghi

Natural Language Generation

Poster / Regular Short Paper

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

Chenghao Yang, Xuezhe Ma

Machine Learning for NLP

Poster / Regular Short Paper

Differentially Private Language Models for Secure Data Sharing

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

Natural Language Generation

Poster / Regular Long Paper

Conditional set generation using Seq2seq models

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

Natural Language Generation

Poster / Regular Long Paper

Analyzing and Evaluating Faithfulness in Dialogue Summarization

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

Poster / Regular Long Paper

Exploring Representation-level Augmentation for Code Search

Haochen Li, Chunyan Miao, Cyril Leung, Yanxian Huang, Yuan Huang, Hongyu Zhang, Yanlin Wang

Information Retrieval and Text Mining

Poster / Regular Long Paper

Learning Semantic Textual Similarity via Topic-informed Discrete Latent Variables

Erxin Yu, Lan Du, YUAN JIN, Zhepei Wei, Yi Chang

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

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

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

Unsupervised and Weakly-Supervised Methods in NLP

Poster / Regular Long Paper

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

Hui Liu, Wenya Wang, Haoliang Li

NLP Applications

Poster / Regular Long Paper

Efficiently Tuned Parameters Are Task Embeddings

Wangchunshu Zhou, Canwen Xu, Julian McAuley

Machine Learning for NLP

Poster / Regular Short Paper

COPEN: Probing Conceptual Knowledge in Pre-trained Language Models

Hao Peng, Xiaozhi Wang, Shengding Hu, Hailong Jin, Lei Hou, Juanzi Li, Zhiyuan Liu, Qun Liu

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

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

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

Question Answering

Poster / Regular Long Paper

Structural generalization is hard for sequence-to-sequence models

Yuekun Yao, Alexander Koller

Poster / Regular Long Paper

Contrastive Learning enhanced Author-Style Headline Generation

Hui Liu, Weidong Guo, Yige Chen, Xiangyang Li

Natural Language Generation

Poster / Regular Long Paper

Multi-Granularity Optimization for Non-Autoregressive Translation

Yafu Li, Leyang Cui, Yongjing Yin, Yue Zhang

Machine Translation

Poster / Regular Long Paper

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

Yizhong Wang, Swaroop Mishra, Pegah Alipoormolabashi, Yeganeh Kordi, Amirreza Mirzaei, Atharva Naik, Arjun Ashok, Arut Selvan Dhanasekaran, Anjana Arunkumar, David Stap, Eshaan Pathak, Giannis Karamanolakis, Haizhi Gary Lai, Ishan Virendrabhai Purohit, Ishani Mondal, Jacob William Anderson, Kirby C. Kuznia, Krima Doshi, Kuntal Kumar Pal, Maitreya Patel, Mehrad Moradshahi, Mihir Parmar, Mirali Purohit, Neeraj Varshney, Phani Rohitha Kaza, Pulkit Verma, Ravsehaj Singh Puri, rushang karia, Savan Doshi, Shailaja Keyur Sampat, Siddhartha Mishra, Sujan Reddy A, Sumanta Patro, Tanay Dixit, Xudong Shen, Chitta Baral, Yejin Choi, Noah A. Smith, Hannaneh Hajishirzi, Daniel Khashabi

Resources and Evaluation

Poster / Regular Long Paper

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

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

NLP Applications

Poster / Regular Long Paper

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

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

Dialogue and Interactive Systems

Poster / Regular Long Paper

Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation

Xiaohui Song, Longtao Huang, Hui Xue, Songlin Hu

Dialogue and Interactive Systems

Poster / Regular Long Paper

RuCoLA: Russian Corpus of Linguistic Acceptability

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

Resources and Evaluation

Poster / Regular Long Paper

Complex Hyperbolic Knowledge Graph Embeddings with Fast Fourier Transform

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

Machine Learning for NLP

Poster / Regular Long Paper

LittleBird: Efficient Faster & Longer Transformer for Question Answering

Minchul Lee, Kijong Han, Myeong Cheol Shin

Efficient Methods for NLP

Poster / Regular Long Paper

WeTS: A Benchmark for Translation Suggestion

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

Machine Translation

Poster / Regular Long Paper

Discrete Cross-Modal Alignment Enables Zero-Shot Speech Translation

Chen Wang, Yuchen Liu, Boxing Chen, Jiajun Zhang, Wei Luo, Zhongqiang Huang, Chengqing Zong

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

Abstractive Summarization Guided by Latent Hierarchical Document Structure

Yifu Qiu, Shay B. Cohen

Poster / Regular Long Paper

DuReader-Retrieval: A Large-scale Chinese Benchmark for Passage Retrieval from Web Search Engine

Yifu Qiu, Hongyu Li, Yingqi Qu, Ying Chen, QiaoQiao She, Jing Liu, Hua Wu, Haifeng Wang

Information Retrieval and Text Mining

Poster / Regular Long Paper

TeleMelody: Lyric-to-Melody Generation with a Template-Based Two-Stage Method

Zeqian Ju, Peiling Lu, Xu Tan, Rui Wang, Chen Zhang, Songruoyao Wu, Kejun Zhang, Xiang-Yang Li, Tao Qin, Tie-Yan Liu

NLP Applications

Poster / Regular Long Paper

Towards Robust k-Nearest-Neighbor Machine Translation

Hui Jiang, Ziyao Lu, Fandong Meng, Chulun Zhou, Jie Zhou, Degen Huang, Jinsong Su

Machine Translation

Poster / Regular Long Paper

Tiny-NewsRec: Effective and Efficient PLM-based News Recommendation

Yang Yu, Fangzhao Wu, Chuhan Wu, Jingwei Yi, Qi Liu

NLP Applications

Poster / Regular Long Paper

Investigating the Robustness of Natural Language Generation from Logical Forms via Counterfactual Samples

Chengyuan Liu, Leilei Gan, Kun Kuang, Fei Wu

Natural Language Generation

Poster / Regular Long Paper

Helping the Weak Makes You Strong: Simple Multi-Task Learning Improves Non-Autoregressive Translators

Xinyou Wang, Zaixiang Zheng, Shujian Huang

Machine Translation

Poster / Regular Short Paper

RACE: Retrieval-augmented Commit Message Generation

Ensheng Shi, Yanlin Wang, Wei Tao, Lun Du, hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun

Poster / Regular Long Paper

PLOG: Table-to-Logic Pretraining for Logical Table-to-Text Generation

Ao Liu, Haoyu Dong, Naoaki Okazaki, Shi Han, Dongmei Zhang

Natural Language Generation

Poster / Regular Long Paper

MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text

Wenhu Chen, Hexiang Hu, Xi Chen, Pat Verga, William Cohen

Ethic Concerns:Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

PHEE: A Dataset for Pharmacovigilance Event Extraction from Text

Zhaoyue Sun, Jiazheng Li, Gabriele Pergola, Byron C. Wallace, Bino John, Nigel Greene, Joseph Kim, Yulan He

Resources and Evaluation

Poster / Regular Long Paper

OTSeq2Set: An Optimal Transport Enhanced Sequence-to-Set Model for Extreme Multi-label Text Classification

Jie Cao, Yin Zhang

Information Retrieval and Text Mining

Poster / Regular Long Paper

Rethinking the Authorship Verification Experimental Setups

Florin Brad, Andrei Manolache, Elena Burceanu, Antonio Barbalau, Radu Tudor Ionescu, Marius Popescu

Resources and Evaluation

Poster / Regular Short Paper

Data-Efficient Strategies for Expanding Hate Speech Detection into Under-Resourced Languages

Paul Röttger, Debora Nozza, Federico Bianchi, Dirk Hovy

Multilinguality

Poster / Regular Long Paper

Dimension Reduction for Efficient Dense Retrieval via Conditional Autoencoder

Zhenghao Liu, Han Zhang, Chenyan Xiong, Zhiyuan Liu, Yu Gu, Xiaohua Li

Information Retrieval and Text Mining

Poster / Regular Short Paper

Controlled Text Reduction

Aviv Slobodkin, Paul Roit, Eran Hirsch, Ori Ernst, Ido Dagan

Natural Language Generation

Poster / Regular Long Paper

Invariant Language Modeling

Maxime Peyrard, Sarvjeet Singh Ghotra, Martin Josifoski, Vidhan Agarwal, Barun Patra, Dean Carignan, Emre Kiciman, Saurabh Tiwary, Robert West

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

How "Multi" is Multi-Document Summarization?

Ruben Wolhandler, Arie Cattan, Ori Ernst, Ido Dagan

Poster / Regular Short Paper

T-Modules: Translation Modules for Zero-Shot Cross-Modal Machine Translation

Paul-Ambroise Duquenne, Hongyu Gong, Benoît Sagot, Holger Schwenk

Multilinguality

Poster / Regular Long Paper

Leveraging Affirmative Interpretations from Negation Improves Natural Language Understanding

Md Mosharaf Hossain, Eduardo Blanco

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

GraphQ IR: Unifying the Semantic Parsing of Graph Query Languages with One Intermediate Representation

Lunyiu Nie, Shulin Cao, Jiaxin Shi, Jiuding Sun, Qi Tian, Lei Hou, Juanzi Li, Jidong Zhai

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

InforMask: Unsupervised Informative Masking for Language Model Pretraining

Nafis Sadeq, Canwen Xu, Julian McAuley

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

CTRLsum: Towards Generic Controllable Text Summarization

Junxian He, Wojciech Kryscinski, Bryan McCann, Nazneen Rajani, Caiming Xiong

Poster / Regular Long Paper

Missing Counter-Evidence Renders NLP Fact-Checking Unrealistic for Misinformation

Max Glockner, Yufang Hou, Iryna Gurevych

Poster / Regular Long Paper

Transformer-based Entity Typing in Knowledge Graphs

Zhiwei Hu, Victor Gutierrez-Basulto, Zhiliang Xiang, Ru Li, Jeff Z. Pan

Machine Learning for NLP

Poster / Regular Long Paper

IsoVec: Controlling the Relative Isomorphism of Word Embedding Spaces

Kelly Marchisio, Neha Verma, Kevin Duh, Philipp Koehn

Unsupervised and Weakly-Supervised Methods in NLP

Poster / Regular Long Paper

Kernelized Concept Erasure

Shauli Ravfogel, Francisco Vargas‬, Yoav Goldberg, Ryan Cotterell

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

The Authenticity Gap in Human Evaluation

Kawin Ethayarajh, Dan Jurafsky

Poster / Regular Long Paper

BERT in Plutarch's Shadows

Ivan Yamshchikov, Alexey Tikhonov, Yorgos Pantis, Charlotte Schubert, Jürgen Jost

NLP Applications

Poster / Regular Long Paper

Leveraging Locality in Abstractive Text Summarization

Yixin Liu, Ansong Ni, Linyong Nan, Budhaditya Deb, Chenguang Zhu, Ahmed Hassan Awadallah, Dragomir Radev

Poster / Regular Long Paper

Salience Allocation as Guidance for Abstractive Summarization

Fei Wang, Kaiqiang Song, Hongming Zhang, Lifeng Jin, Sangwoo Cho, Wenlin Yao, Xiaoyang Wang, Muhao Chen, Dong Yu

Poster / Regular Long Paper

AX-MABSA: A Framework for Extremely Weakly Supervised Multi-label Aspect Based Sentiment Analysis

Sabyasachi Kamila, Walid Magdy, Sourav Dutta, MingXue Wang

Sentiment Analysis, Stylistic Analysis, and Argument Mining

Poster / Regular Long Paper

Transfer Learning with Synthetic Corpora for Spatial Role Labeling and Reasoning

Roshanak Mirzaee, Parisa Kordjamshidi

Resources and Evaluation

Poster / Regular Long Paper

A Survey of Active Learning for Natural Language Processing

Zhisong Zhang, Emma Strubell, Eduard Hovy

Machine Learning for NLP

Poster / Regular Long Paper

CEFR-Based Sentence Difficulty Annotation and Assessment

Yuki Arase, Satoru Uchida, Tomoyuki Kajiwara

Resources and Evaluation

Poster / Regular Long Paper

Simple Questions Generate Named Entity Recognition Datasets

Hyunjae Kim, jaehyo yoo, Seunghyun Yoon, Jinhyuk Lee, Jaewoo Kang

Information Extraction

Poster / Regular Long Paper

TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models

Joel Jang, Seonghyeon Ye, Changho Lee, Sohee Yang, Joongbo Shin, Janghoon Han, Gyeonghun Kim, Minjoon Seo

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation

Peiyi Wang, Yifan Song, Tianyu Liu, Binghuai Lin, Yunbo Cao, Sujian Li, Zhifang Sui

Information Extraction

Poster / Regular Long Paper

ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering

Zhiyu Chen, Shiyang Li, Charese Smiley, Zhiqiang Ma, Sameena Shah, William Yang Wang

Question Answering

Poster / Regular Long Paper

Just Fine-tune Twice: Selective Differential Privacy for Large Language Models

Weiyan Shi, Ryan Patrick Shea, Si Chen, Chiyuan Zhang, Ruoxi Jia, Zhou Yu

Poster / Regular Long Paper

Open-Domain Sign Language Translation Learned from Online Video

Bowen Shi, Diane K. Brentari, Gregory Shakhnarovich, Karen Livescu

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

ULN: Towards Underspecified Vision-and-Language Navigation

Weixi Feng, Tsu-Jui Fu, Yujie Lu, William Yang Wang

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

Video Question Answering: Datasets, Algorithms and Challenges

Yaoyao Zhong, Wei Ji, Junbin Xiao, Yicong Li, Weihong Deng, Tat-Seng Chua

Question Answering

Poster / Regular Long Paper

Retrofitting Multilingual Sentence Embeddings with Abstract Meaning Representation

Deng Cai, Xin Li, Jackie Chun-Sing Ho, Lidong Bing, Wai Lam

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

Title2Event: Benchmarking Open Event Extraction with a Large-scale Chinese Title Dataset

Haolin Deng, Yanan Zhang, Yangfan Zhang, Wangyang Ying, Changlong Yu, Jun Gao, Wei Wang, Xiaoling Bai, Nan Yang, Jin Ma, xiang chen, tianhua zhou

Resources and Evaluation

Poster / Regular Long Paper

Cascading Biases: Investigating the Effect of Heuristic Annotation Strategies on Data and Models

Chaitanya Malaviya, Sudeep Bhatia, Mark Yatskar

Linguistic Theories, Cognitive Modeling and Psycholinguistics

Poster / Regular Long Paper

Teaching Broad Reasoning Skills for Multi-Step QA by Generating Hard Contexts

Harsh Trivedi, Niranjan Balasubramanian, Tushar Khot, Ashish Sabharwal

Question Answering

Poster / Regular Long Paper

ADDMU: Detection of Far-Boundary Adversarial Examples with Data and Model Uncertainty Estimation

Fan Yin, Yao Li, Cho-Jui Hsieh, Kai-Wei Chang

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

Towards Unifying Reference Expression Generation and Comprehension

Duo Zheng, Tao Kong, Ya Jing, Jiaan Wang, Xiaojie WANG

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

Textual Manifold-based Defense Against Natural Language Adversarial Examples

Dang Nguyen Minh, Anh Tuan Luu

Machine Learning for NLP

Poster / Regular Long Paper

Tiny-Attention Adapter: Contexts Are More Important Than the Number of Parameters

Hongyu Zhao, Hao Tan, Hongyuan Mei

Efficient Methods for NLP

Poster / Regular Short Paper

DEER: Descriptive Knowledge Graph for Explaining Entity Relationships

Jie Huang, Kerui Zhu, Kevin Chang, Jinjun Xiong, Wen-mei Hwu

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

Exploring Mode Connectivity for Pre-trained Language Models

Yujia Qin, Cheng Qian, Jing Yi, Weize Chen, Yankai Lin, Xu Han, Zhiyuan Liu, Maosong Sun, Jie Zhou

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

Synergy with Translation Artifacts for Training and Inference in Multilingual Tasks

Jaehoon Oh, Jongwoo Ko, Se-Young Yun

Multilinguality

Poster / Regular Short Paper

Increasing Visual Awareness in Multimodal Neural Machine Translation from an Information Theoretic Perspective

Baijun Ji, Tong Zhang, Yicheng Zou, Bojie Hu, si shen

Machine Translation

Poster / Regular Long Paper

Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding

Rishabh Bhardwaj, Amrita Saha, Steven C.H. Hoi, Soujanya Poria

Efficient Methods for NLP

Poster / Regular Long Paper

Boosting Natural Language Generation from Instructions with Meta-Learning

Budhaditya Deb, Ahmed Hassan Awadallah, Guoqing Zheng

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

Topical Segmentation of Spoken Narratives: A Test Case on Holocaust Survivor Testimonies

Eitan Wagner, Renana Keydar, Amit Pinchevski, Omri Abend

NLP Applications

Poster / Regular Long Paper

Unifying the Convergences in Multilingual Neural Machine Translation

yichong huang, Xiaocheng Feng, Xinwei Geng, Bing Qin

Machine Translation

Poster / Regular Long Paper

Help me write a Poem - Instruction Tuning as a Vehicle for Collaborative Poetry Writing

Tuhin Chakrabarty, Vishakh Padmakumar, He He

Natural Language Generation

Poster / Regular Long Paper

Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples

Linlin Liu, Xin Li, Ruidan He, Lidong Bing, Shafiq Joty, Luo Si

Multilinguality

Poster / Regular Long Paper

Revisiting Grammatical Error Correction Evaluation and Beyond

Peiyuan Gong, Xuebo Liu, Heyan Huang, Min Zhang

Natural Language Generation

Poster / Regular Long Paper

R2D2: Robust Data-to-Text with Replacement Detection

Linyong Nan, Lorenzo Jaime Flores, Yilun Zhao, Yixin Liu, Luke Benson, Weijin Zou, Dragomir Radev

Natural Language Generation

Poster / Regular Long Paper

IDK-MRC: Unanswerable Questions for Indonesian Machine Reading Comprehension

Rifki Afina Putri, Alice Oh

Resources and Evaluation

Poster / Regular Long Paper

Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation Extraction

Qin Dai, Benjamin Heinzerling, Kentaro Inui

Information Extraction

Poster / Regular Long Paper

PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance

Yang Deng, Wenqiang Lei, Wenxuan Zhang, Wai Lam, Tat-Seng Chua

Question Answering

Poster / Regular Long Paper

Better Few-Shot Relation Extraction with Label Prompt Dropout

Peiyuan Zhang, Wei Lu

Information Extraction

Poster / Regular Long Paper

The Devil in Linear Transformer

Zhen Qin, XiaoDong Han, Weixuan Sun, Dongxu Li, Lingpeng Kong, Nick Barnes, Yiran Zhong

Machine Learning for NLP

Poster / Regular Long Paper

Zero-Shot Learners for Natural Language Understanding via a Unified Multiple Choice Perspective

Ping Yang, Junjie Wang, Ruyi Gan, Xinyu Zhu, Lin Zhang, Ziwei Wu, Xinyu Gao, Jiaxing Zhang, Tetsuya Sakai

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

UniRel: Unified Representation and Interaction for Joint Relational Triple Extraction

Wei Tang, Benfeng Xu, Yuyue Zhao, Zhendong Mao, Yifeng Liu, Yong Liao, Haiyong Xie

Information Extraction

Poster / Regular Long Paper

FLUTE: Figurative Language Understanding through Textual Explanations

Tuhin Chakrabarty, Arkadiy Saakyan, Debanjan Ghosh, Smaranda Muresan

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

Precisely the Point: Adversarial Augmentations for Faithful and Informative Text Generation

Wenhao Wu, Wei Li, Jiachen Liu, Xinyan Xiao, Sujian Li, Yajuan Lyu

Natural Language Generation

Poster / Regular Long Paper

Let the CAT out of the bag: Contrastive Attributed explanations for Text

Saneem Ahmed Chemmengath, Amar Prakash Azad, Ronny Luss, Amit Dhurandhar

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

mPLUG: Effective and Efficient Vision-Language Learning by Cross-modal Skip-connections

Chenliang Li, Haiyang Xu, Junfeng Tian, Wei Wang, Ming Yan, Bin Bi, Jiabo Ye, He Chen, Guohai Xu, Zheng Cao, Ji Zhang, Songfang Huang, Fei Huang, Jingren Zhou, Luo Si

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

Q-TOD: A Query-driven Task-oriented Dialogue System

Xin Tian, Yingzhan Lin, Mengfei Song, Siqi Bao, Fan Wang, Huang He, Shuqi SUN, Hua Wu

Dialogue and Interactive Systems

Poster / Regular Long Paper

Dial2vec: Self-Guided Contrastive Learning of Unsupervised Dialogue Embeddings

Che Liu, Rui Wang, Junfeng Jiang, Yongbin Li, Fei Huang

Dialogue and Interactive Systems

Poster / Regular Long Paper

WR-One2Set: Towards Well-Calibrated Keyphrase Generation

Binbin Xie, Xiangpeng Wei, Baosong Yang, Huan Lin, Jun Xie, Xiaoli Wang, Min Zhang, Jinsong Su

Information Extraction

Poster / Regular Long Paper

UniNL: Aligning Representation Learning with Scoring Function for OOD Detection via Unified Neighborhood Learning

Yutao Mou, Pei Wang, Keqing He, Yanan Wu, Jingang Wang, Wei Wu, Weiran Xu

Dialogue and Interactive Systems

Poster / Regular Short Paper

One size does not fit all: Investigating strategies for differentially-private learning across NLP tasks

Manuel Senge, Timour Igamberdiev, Ivan Habernal

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Short Paper

Counterfactual Recipe Generation: Exploring Compositional Generalization in a Realistic Scenario

Xiao Liu, Yansong Feng, Jizhi Tang, Chengang Hu, Dongyan Zhao

Poster / Regular Long Paper

Does Corpus Quality Really Matter for Low-Resource Languages?

Mikel Artetxe, Itziar Aldabe, Rodrigo Agerri, Olatz Perez-de-Viñaspre, Aitor Soroa

Multilinguality

Poster / Regular Short Paper

Does Self-Rationalization Improve Robustness to Spurious Correlations?

Alexis Ross, Matthew Peters, Ana Marasovic

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

A Unified Neural Network Model for Readability Assessment with Feature Projection and Length-Balanced Loss

Wenbiao Li, Wang Ziyang, Yunfang Wu

Information Retrieval and Text Mining

Poster / Regular Long Paper

GREENER: Graph Neural Networks for News Media Profiling

Panayot Panayotov, Utsav Shukla, Husrev Taha Sencar, Mohamed Nabeel, Preslav Nakov

NLP Applications

Poster / Regular Long Paper

UniRPG: Unified Discrete Reasoning over Table and Text as Program Generation

Yongwei Zhou, Junwei Bao, Chaoqun Duan, Youzheng Wu, Xiaodong He, Tiejun Zhao

Question Answering

Poster / Regular Long Paper

Don't Prompt, Search! Mining-based Zero-Shot Learning with Language Models

Mozes van de Kar, Mengzhou Xia, Danqi Chen, Mikel Artetxe

Language Modeling and Analysis of Language Models

Poster / Regular Short Paper

Debiasing Masks: A New Framework for Shortcut Mitigation in NLU

Johannes Mario Meissner, Saku Sugawara, Akiko Aizawa

Machine Learning for NLP

Poster / Regular Short Paper

Extending Phrase Grounding with Pronouns in Visual Dialogues

Panzhong Lu, Xin Zhang, Meishan Zhang, Min Zhang

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

EUR-Lex-Sum: A Multi- and Cross-lingual Dataset for Long-form Summarization in the Legal Domain

Dennis Aumiller, Ashish Chouhan, Michael Gertz

Resources and Evaluation

Poster / Regular Long Paper

Query-based Instance Discrimination Network for Relational Triple Extraction

Zeqi Tan, Yongliang Shen, Xuming Hu, Wenqi Zhang, Xiaoxia Cheng, Weiming Lu, Yueting Zhuang

Information Extraction

Poster / Regular Long Paper

Empowering the Fact-checkers! Automatic Identification of Claim Spans on Twitter

Megha Sundriyal, Atharva Kulkarni, Vaibhav Pulastya, Md. Shad Akhtar, Tanmoy Chakraborty

Computational Social Science and Cultural Analytics

Poster / Regular Long Paper

ClidSum: A Benchmark Dataset for Cross-Lingual Dialogue Summarization

Jiaan Wang, Fandong Meng, Ziyao Lu, Duo Zheng, Zhixu Li, Jianfeng Qu, Jie Zhou

Poster / Regular Long Paper

Spectral Probing

Max Müller-Eberstein, Rob van der Goot, Barbara Plank

Language Modeling and Analysis of Language Models

Poster / Regular Short Paper

QASem Parsing: Text-to-text Modeling of QA-based Semantics

Ayal Klein, Eran Hirsch, Ron Eliav, Valentina Pyatkin, Avi Caciularu, Ido Dagan

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

Modal-specific Pseudo Query Generation for Video Corpus Moment Retrieval

MinJoon Jung, SeongHo Choi, JooChan Kim, Jin-Hwa Kim, Byoung-Tak Zhang

Unsupervised and Weakly-Supervised Methods in NLP

Poster / Regular Long Paper

DuQM: A Chinese Dataset of Linguistically Perturbed Natural Questions for Evaluating the Robustness of Question Matching Models

Hongyu Zhu, Yan Chen, Jing Yan, Jing Liu, Yu Hong, Ying Chen, Hua Wu, Haifeng Wang

Question Answering

Poster / Regular Long Paper

DivEMT: Neural Machine Translation Post-Editing Effort Across Typologically Diverse Languages

Gabriele Sarti, Arianna Bisazza, Ana Guerberof, Antonio Toral

Resources and Evaluation

Poster / Regular Long Paper

Bridging Fairness and Environmental Sustainability in Natural Language Processing

Marius Hessenthaler, Emma Strubell, Dirk Hovy, Anne Lauscher

Poster / Regular Long Paper

Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation

Mengting Hu, Yike Wu, Hang Gao, Yinhao Bai, Shiwan Zhao

Sentiment Analysis, Stylistic Analysis, and Argument Mining

Poster / Regular Long Paper

SocioProbe: What, When, and Where Language Models Learn about Sociodemographics

Anne Lauscher, Federico Bianchi, Samuel R. Bowman, Dirk Hovy

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

When does Parameter-Efficient Transfer Learning Work for Machine Translation?

Ahmet Üstün, Asa Cooper Stickland

Machine Translation

Poster / Regular Long Paper

Hyper-X: A Unified Hypernetwork for Multi-Task Multilingual Transfer

Ahmet Üstün, Arianna Bisazza, Gosse Bouma, Gertjan van Noord, Sebastian Ruder

Multilinguality

Poster / Regular Long Paper

Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems

Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang

Poster / Regular Long Paper

Towards Pragmatic Production Strategies for Natural Language Generation Tasks

Mario Giulianelli

Poster / Regular Short Paper

LiteVL: Efficient Video-Language Learning with Enhanced Spatial-Temporal Modeling

Dongsheng Chen, Chaofan Tao, Lu Hou, Lifeng Shang, Xin Jiang, Qun Liu

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

Communication breakdown: On the low mutual intelligibility between human and neural captioning

Roberto Dessì, Eleonora Gualdoni, Francesca Franzon, Gemma Boleda, Marco Baroni

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Short Paper

Bilingual Synchronization: Restoring Translational Relationships with Editing Operations

Jitao Xu, Josep Crego, François Yvon

Machine Translation

Poster / Regular Long Paper

Human-Machine Collaboration Approaches to Build a Dialogue Dataset for Hate Speech Countering

Helena Bonaldi, Sara Dellantonio, Serra Sinem Tekiroğlu, Marco Guerini

Resources and Evaluation

Poster / Regular Long Paper

Entity-Focused Dense Passage Retrieval for Outside-Knowledge Visual Question Answering

Jialin Wu, Raymond Mooney

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

"It's Not Just Hate": A Multi-Dimensional Perspective on Detecting Harmful Speech Online

Federico Bianchi, Stefanie HIlls, Patricia Rossini, Dirk Hovy, Rebekah Tromble, Nava Tintarev

NLP Applications

Poster / Regular Short Paper

TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Base

Yiheng Shu, Zhiwei Yu, Yuhan Li, Börje Karlsson, Tingting Ma, Yuzhong Qu, Chin-Yew Lin

Question Answering

Poster / Regular Long Paper

FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information

Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang

NLP Applications

Poster / Regular Long Paper

Hierarchical Phrase-Based Sequence-to-Sequence Learning

Bailin Wang, Ivan Titov, Jacob Andreas, Yoon Kim

Machine Learning for NLP

Poster / Regular Long Paper

Character-centric Story Visualization via Visual Planning and Token Alignment

Hong Chen, Rujun Han, Te-Lin Wu, Hideki Nakayama, Nanyun Peng

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

ASQA: Factoid Questions Meet Long-Form Answers

Ivan Stelmakh, Yi Luan, Bhuwan Dhingra, Ming-Wei Chang

Question Answering

Poster / Regular Long Paper

Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks

Fatemehsadat Mireshghallah, Kartik Goyal, Archit Uniyal, Taylor Berg-Kirkpatrick, Reza Shokri

Ethic Concerns:Ethics

Poster / Regular Long Paper

SMaLL-100: Introducing Shallow Multilingual Machine Translation Model for Low-Resource Languages

Alireza Mohammadshahi, Vassilina Nikoulina, Alexandre Berard, Caroline Brun, James Henderson, Laurent Besacier

Machine Translation

Poster / Regular Short Paper

IELM: An Open Information Extraction Benchmark for Pre-Trained Language Models

Chenguang Wang, Xiao Liu, Dawn Song

Information Extraction

Poster / Regular Long Paper

ConNER: Consistency Training for Cross-lingual Named Entity Recognition

Ran Zhou, Xin Li, Lidong Bing, Erik Cambria, Luo Si, Chunyan Miao

Multilinguality

Poster / Regular Long Paper

Revisiting DocRED - Addressing the False Negative Problem in Relation Extraction

Qingyu Tan, Lu Xu, Lidong Bing, Hwee Tou Ng, Sharifah Mahani Aljunied

Resources and Evaluation

Poster / Regular Long Paper

Towards Summary Candidates Fusion

Mathieu Ravaut, Shafiq Joty, Nancy Chen

Poster / Regular Long Paper

TranSHER: Translating Knowledge Graph Embedding with Hyper-Ellipsoidal Restriction

Yizhi Li, Wei Fan, Chao Liu, Chenghua Lin, Jiang Qian

Commonsense Reasoning

Poster / Regular Long Paper

Bloom Library: Multimodal Datasets in 300+ Languages for a Variety of Downstream Tasks

Colin Leong, Joshua Nemecek, Jacob Mansdorfer, Anna Filighera, Abraham Owodunni, Daniel Whitenack

Resources and Evaluation

Poster / Regular Long Paper

Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing

Nan Xu, Fei Wang, Bangzheng Li, Mingtao Dong, Muhao Chen

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

EDIN: An End-to-end Benchmark and Pipeline for Unknown Entity Discovery and Indexing

Nora Kassner, Fabio Petroni, Mikhail Plekhanov, Sebastian Riedel, Nicola Cancedda

Information Extraction

Poster / Regular Long Paper

Measuring the Mixing of Contextual Information in the Transformer

Javier Ferrando, Gerard I. Gállego, Marta R. Costa-juss

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

Dealing with Abbreviations in the Slovenian Biographical Lexicon

Angel Daza, Antske Fokkens, Tomaž Erjavec

Computational Social Science and Cultural Analytics

Poster / Regular Short Paper

Towards Opening the Black Box of Neural Machine Translation: Source and Target Interpretations of the Transformer

Javier Ferrando, Gerard I. Gállego, Belen Alastruey, Carlos Escolano, Marta R. Costa-juss

Machine Translation

Poster / Regular Long Paper

Decoding a Neural Retriever's Latent Space for Query Suggestion

Leonard Adolphs, Michelle Chen Huebscher, Christian Buck, Sertan Girgin, Olivier Bachem, Massimiliano Ciaramita, Thomas Hofmann

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

PromptBERT: Improving BERT Sentence Embeddings with Prompts

Ting Jiang, Jian Jiao, Shaohan Huang, Zihan Zhang, deqing wang, Fuzhen Zhuang, Furu Wei, Haizhen Huang, Denvy Deng, Qi Zhang

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

Extending Logic Explained Networks to Text Classification

Rishabh Jain, Gabriele Ciravegna, Pietro Barbiero, Francesco Giannini, Davide Buffelli, Pietro Lio

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Short Paper

Uni-Parser: Unified Semantic Parser for Question Answering on Knowledge Base and Database

Ye Liu, Semih Yavuz, Rui Meng, Dragomir Radev, caiming xiong, Yingbo Zhou

Question Answering

Poster / Regular Long Paper

RAPO: An Adaptive Ranking Paradigm for Bilingual Lexicon Induction

Zhoujin Tian, Chaozhuo Li, Shuo Ren, Zhiqiang Zuo, Zengxuan Wen, Xinyue Hu, Xiao Han, Haizhen Huang, Denvy Deng, Qi Zhang, Xing Xie

Machine Translation

Poster / Regular Long Paper

Distilled Dual-Encoder Model for Vision-Language Understanding

Zekun Wang, Wenhui Wang, Haichao Zhu, ming liu, Bing Qin, Furu Wei

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

Hierarchical Multi-Label Classification of Scientific Documents

Mobashir Sadat, Cornelia Caragea

Resources and Evaluation

Poster / Regular Long Paper

Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering

Jiacheng Liu, Skyler R. Hallinan, Ximing Lu, Pengfei He, Sean Welleck, Hannaneh Hajishirzi, Yejin Choi

Commonsense Reasoning

Poster / Regular Long Paper

Towards Inter-character Relationship-driven Story Generation

Anvesh Rao Vijjini, Faeze Brahman, Snigdha Chaturvedi

Natural Language Generation

Poster / Regular Long Paper

Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking

Tim Baumgärtner, Leonardo F. R. Ribeiro, Nils Reimers, Iryna Gurevych

Information Retrieval and Text Mining

Poster / Regular Long Paper

ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples

Yilun Zhao, Linyong Nan, Zhenting Qi, Rui Zhang, Dragomir Radev

Question Answering

Poster / Regular Long Paper

Few-shot Learning with Multilingual Generative Language Models

Xi Victoria Lin, Todor Mihaylov, Mikel Artetxe, Tianlu Wang, Shuohui Chen, Daniel Simig, Myle Ott, Naman Goyal, Shruti Bhosale, Jingfei Du, Ramakanth Pasunuru, Sam Shleifer, Punit Singh Koura, Vishrav Chaudhary, Brian O'Horo, Jeff Wang, Luke Zettlemoyer, Zornitsa Kozareva, Mona Diab, Veselin Stoyanov, Xian Li

Multilinguality

Poster / Regular Long Paper

Are representations built from the ground up? An empirical examination of local composition in language models

Emmy Liu, Graham Neubig

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

Detecting Label Errors by Using Pre-Trained Language Models

Derek Chong, Jenny Hong, Christopher D. Manning

Resources and Evaluation

Poster / Regular Long Paper

English Contrastive Learning Can Learn Universal Cross-lingual Sentence Embeddings

Yaushian Wang, Ashley Wu, Graham Neubig

Multilinguality

Poster / Regular Long Paper

Active Example Selection for In-Context Learning

Yiming Zhang, Shi Feng, Chenhao Tan

Language Modeling and Analysis of Language Models

Poster / Regular Long Paper

Improving Factual Consistency in Summarization with Compression-Based Post-Editing

Alex Fabbri, Prafulla Kumar Choubey, Jesse Vig, Chien-Sheng Wu, caiming xiong

Poster / Regular Short Paper

Evaluating the Impact of Model Scale for Compositional Generalization in Semantic Parsing

Linlu Qiu, Peter Shaw, Panupong Pasupat, Tianze Shi, Jonathan Herzig, Emily Pitler, Fei Sha, Kristina Toutanova

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

Understanding ME? Multimodal Evaluation for Fine-grained Visual Commonsense

Zhecan Wang, Haoxuan You, Yicheng He, Wenhao Li, Kai-Wei Chang, Shih-Fu Chang

Commonsense Reasoning

Poster / Regular Long Paper

Overcoming Catastrophic Forgetting in Zero-Shot Cross-Lingual Generation

Tu Vu, Aditya Barua, Brian Lester, Daniel Cer, Mohit Iyyer, Noah Constant

Efficient Methods for NLP

Poster / Regular Long Paper

Improving Large-scale Paraphrase Acquisition and Generation

Yao Dou, Chao Jiang, Wei Xu

Resources and Evaluation

Poster / Regular Long Paper

Don't Copy the Teacher: Data and Model Challenges in Embodied Dialogue

So Yeon Min, Hao Zhu, Ruslan Salakhutdinov, Yonatan Bisk

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Short Paper

Dungeons and Dragons as a Dialog Challenge for Artificial Intelligence

Chris Callison-Burch, Gaurav Singh Tomar, Lara Martin, Daphne Ippolito, Suma Bailis, David Reitter

Dialogue and Interactive Systems

Poster / Regular Long Paper

Weakly-Supervised Temporal Article Grounding

Long Chen, Yulei Niu, Brian Chen, Xudong Lin, Guangxing Han, Christopher Thomas, Hammad Ayyubi, Heng Ji, Shih-Fu Chang

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

Exploring Dual Encoder Architectures for Question Answering

Zhe Dong, Jianmo Ni, Dan Bikel, Enrique Alfonseca, Yuan Wang, Chen Qu, Imed Zitouni

Information Retrieval and Text Mining

Poster / Regular Short Paper

Why Do You Feel This Way? Summarizing Triggers of Emotions in Social Media Posts

Hongli Zhan, Tiberiu Sosea, Cornelia Caragea, Junyi Jessy Li

Poster / Regular Long Paper

Towards Teachable Reasoning Systems: Using a Dynamic Memory of User Feedback for Continual System Improvement

Bhavana Dalvi Mishra, Oyvind Tafjord, Peter Clark

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

Knowledge Transfer from Answer Ranking to Answer Generation

Matteo Gabburo, Rik Koncel-Kedziorski, Siddhant Garg, Luca Soldaini, Alessandro Moschitti

Question Answering

Poster / Regular Long Paper

Perturbation Augmentation for Fairer NLP

Rebecca Qian, Candace Ross, Jude Fernandes, Eric Michael Smith, Douwe Kiela, Adina Williams

Poster / Regular Long Paper

Automatic Document Selection for Efficient Encoder Pretraining

Yukun Feng, Patrick Xia, Benjamin Van Durme, João Sedoc

Efficient Methods for NLP

Poster / Regular Short Paper

🌾 DEMETR: Diagnosing Evaluation Metrics for Translation

Marzena Karpinska, Nishant Raj, Katherine Thai, Yixiao Song, Ankita Gupta, Mohit Iyyer

Resources and Evaluation

Poster / Regular Long Paper

Empowering Language Models with Knowledge Graph Reasoning for Question Answering

Ziniu Hu, Yichong Xu, Wenhao Yu, Shuohang Wang, Ziyi Yang, Chenguang Zhu, Kai-Wei Chang, Yizhou Sun

Question Answering

Poster / Regular Long Paper

Evaluating and Improving Factuality in Multimodal Abstractive Summarization

David Wan, Mohit Bansal

Poster / Regular Long Paper

Referee: Reference-Free Sentence Summarization with Sharper Controllability through Symbolic Knowledge Distillation

Melanie Sclar, Peter West, Sachin Kumar, Yulia Tsvetkov, Yejin Choi

Poster / Regular Long Paper

MABEL: Attenuating Gender Bias using Textual Entailment Data

Jacqueline He, Mengzhou Xia, Christiane Fellbaum, Danqi Chen

Poster / Regular Long Paper

Breakpoint Transformers for Modeling and Tracking Intermediate Beliefs

Kyle Richardson, Ronen Tamari, Oren Sultan, Dafna Shahaf, Reut Tsarfaty, Ashish Sabharwal

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

Late Fusion with Triplet Margin Objective for Multimodal Ideology Prediction and Analysis

Changyuan Qiu, Winston Wu, Xinliang Frederick Zhang, Lu Wang

Ethic Concerns:Sentiment Analysis, Stylistic Analysis, and Argument Mining

Poster / Regular Long Paper

Leveraging QA Datasets to Improve Generative Data Augmentation

Dheeraj Mekala, Tu Vu, Timo Schick, Jingbo Shang

Efficient Methods for NLP

Poster / Regular Long Paper

CTL++: Evaluating Generalization on Never-Seen Compositional Patterns of Known Functions, and Compatibility of Neural Representations

Róbert Csordás, Kazuki Irie, Juergen Schmidhuber

Machine Learning for NLP

Poster / Regular Short Paper

Adaptive Label Smoothing with Self-Knowledge in Natural Language Generation

Dongkyu Lee, Ka Chun Cheung, Nevin L. Zhang

Machine Learning for NLP

Poster / Regular Long Paper

Hard Gate Knowledge Distillation - Leverage Calibration for Robust and Reliable Language Model

Dongkyu Lee, Zhiliang Tian, Yingxiu Zhao, Ka Chun Cheung, Nevin L. Zhang

Natural Language Generation

Poster / Regular Long Paper

Are All Spurious Features in Natural Language Alike? An Analysis through a Causal Lens

Nitish Joshi, Xiang Pan, He He

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

Coordinated Topic Modeling

Pritom Saha Akash, Jie Huang, Kevin Chang

Information Retrieval and Text Mining

Poster / Regular Long Paper

Large Dual Encoders Are Generalizable Retrievers

Jianmo Ni, Chen Qu, Jing Lu, Zhuyun Dai, Gustavo Hernandez Abrego, Ji Ma, Vincent Zhao, Yi Luan, Keith Hall, Ming-Wei Chang, Yinfei Yang

Information Retrieval and Text Mining

Poster / Regular Long Paper

CRIPP-VQA: Counterfactual Reasoning about Implicit Physical Properties via Video Question Answering

Maitreya Patel, Tejas Gokhale, Chitta Baral, Yezhou Yang

Resources and Evaluation

Poster / Regular Long Paper

Exploring Document-Level Literary Machine Translation with Parallel Paragraphs from World Literature

Katherine Thai, Marzena Karpinska, Kalpesh Krishna, Bill Ray, Moira Inghilleri, John Wieting, Mohit Iyyer

Resources and Evaluation

Poster / Regular Long Paper

Label-aware Multi-level Contrastive Learning for Cross-lingual Spoken Language Understanding

Shining Liang, Linjun Shou, Jian Pei, Ming Gong, Wanli Zuo, Xianglin Zuo, Daxin Jiang

Multilinguality

Poster / Regular Long Paper

Polyglot Prompt: Multilingual Multitask Prompt Training

Jinlan Fu, See-Kiong Ng, Pengfei Liu

Multilinguality

Poster / Regular Long Paper

Generative Entity-to-Entity Stance Detection with Knowledge Graph Augmentation

Xinliang Frederick Zhang, Nick Beauchamp, Lu Wang

Sentiment Analysis, Stylistic Analysis, and Argument Mining

Poster / Regular Long Paper

Symptom Identification for Interpretable Detection of Multiple Mental Disorders on Social Media

Zhiling Zhang, Siyuan Chen, Mengyue Wu, Kenny Zhu

Sentiment Analysis, Stylistic Analysis, and Argument Mining

Poster / Regular Long Paper

Specializing Multi-domain NMT via Penalizing Low Mutual Information

Jiyoung Lee, Hantae Kim, Hyunchang Cho, Edward Choi, Cheonbok Park

Machine Translation

Poster / Regular Short Paper

Towards Efficient Dialogue Pre-training with Transferable and Interpretable Latent Structure

Xueliang Zhao, Lemao Liu, Tingchen Fu, Shuming Shi, Dongyan Zhao, Rui Yan

Dialogue and Interactive Systems

Poster / Regular Long Paper

An Empirical Revisiting of Linguistic Knowledge Fusion in Language Understanding Tasks

Changlong Yu, Tianyi Xiao, Lingpeng Kong, Yangqiu Song, Wilfred Ng

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Short Paper

Unsupervised Non-transferable Text Classification

Guangtao Zeng, Wei Lu

NLP Applications

Poster / Regular Long Paper

Adaptive Contrastive Learning on Multimodal Transformer for Review Helpfulness Prediction

Thong Nguyen, Xiaobao Wu, Anh Tuan Luu, Zhen Hai, Lidong Bing

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

Low-resource Neural Machine Translation with Cross-modal Alignment

Zhe Yang, Qingkai Fang, Yang Feng

Machine Translation

Poster / Regular Long Paper

Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question Answering

Deepanway Ghosal, Navonil Majumder, Rada Mihalcea, Soujanya Poria

Commonsense Reasoning

Poster / Regular Short Paper

HEGEL: Hypergraph Transformer for Long Document Summarization

Haopeng Zhang, Xiao Liu, Jiawei Zhang

Poster / Regular Long Paper

Human Guided Exploitation of Interpretable Attention Patterns in Summarization and Topic Segmentation

Raymond Li, Wen Xiao, Linzi Xing, Lanjun Wang, Gabriel Murray, Giuseppe Carenini

Interpretability, Interactivity and Analysis of Models for NLP

Poster / Regular Long Paper

Continual Training of Language Models for Few-Shot Learning

Zixuan Ke, Haowei Lin, Yijia Shao, Hu Xu, Lei Shu, Bing Liu

Machine Learning for NLP

Poster / Regular Short Paper

Dictionary-Assisted Supervised Contrastive Learning

Patrick Y. Wu, Richard Bonneau, Joshua Tucker, Jonathan Nagler

Computational Social Science and Cultural Analytics

Poster / Regular Short Paper

Fine-Tuning Pre-trained Transformers into Decaying Fast Weights

Huanru Henry Mao

Language Modeling and Analysis of Language Models

Poster / Regular Short Paper

Saving Dense Retriever from Shortcut Dependency in Conversational Search

Sungdong Kim, Gangwoo Kim

Information Retrieval and Text Mining

Poster / Regular Short Paper

DiscoSense: Commonsense Reasoning with Discourse Connectives

Prajjwal Bhargava, Vincent Ng

Resources and Evaluation

Poster / Regular Long Paper

MOCHA: A Multi-Task Training Approach for Coherent Text Generation from Cognitive Perspective

Zhe Hu, Hou Pong Chan, Lifu Huang

Natural Language Generation

Poster / Regular Short Paper

Discourse Context Predictability Effects in Hindi Word Order

Sidharth Ranjan, Marten van Schijndel, Sumeet Agarwal, Rajakrishnan Rajkumar

Linguistic Theories, Cognitive Modeling and Psycholinguistics

Poster / Regular Long Paper

"Covid vaccine is against Covid but Oxford vaccine is made at Oxford!" Semantic Interpretation of Proper Noun Compounds

Keshav Kolluru, Gabriel Stanovsky, Mausam

Information Extraction

Poster / Regular Long Paper

Reflect, Not Reflex: Inference-Based Common Ground Improves Dialogue Response Quality

Pei Zhou, Hyundong J. Cho, Pegah Jandaghi, Dong-Ho Lee, Bill Yuchen Lin, Jay Pujara, Xiang Ren

Dialogue and Interactive Systems

Poster / Regular Long Paper

FlowEval: A Consensus-Based Dialogue Evaluation Framework Using Segment Act Flows

Jianqiao Zhao, Yanyang Li, Wanyu Du, Yangfeng Ji, Dong Yu, Michael Lyu, Liwei Wang

Dialogue and Interactive Systems

Poster / Regular Long Paper

FaD-VLP: Fashion Vision-and-Language Pre-training towards Unified Retrieval and Captioning

Suvir Mirchandani, Licheng Yu, Mengjiao Wang, Animesh Sinha, Wenwen Jiang, Tao Xiang, Ning Zhang

Speech, Vision, Robotics, Multimodal Grounding

Poster / Regular Long Paper

MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality Sequences

Wei Han, Hui Chen, Min-Yen Kan, Soujanya Poria

Machine Learning for NLP

Poster / Regular Long Paper

Eliciting Knowledge from Large Pre-Trained Models for Unsupervised Knowledge-Grounded Conversation

Yanyang Li, Jianqiao Zhao, Michael Lyu, Liwei Wang

Dialogue and Interactive Systems

Poster / Regular Long Paper

Making Science Simple: Corpora for the Lay Summarisation of Scientific Literature

Tomas Goldsack, Zhihao Zhang, Chenghua Lin, Carolina Scarton

Resources and Evaluation

Poster / Regular Long Paper

Looking at the Overlooked: An Analysis on the Word-Overlap Bias in Natural Language Inference

Sara Rajaee, Yadollah Yaghoobzadeh, Mohammad Taher Pilehvar

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

CODER: An efficient framework for improving retrieval through COntextual Document Embedding Reranking

George Zerveas, Navid Rekabsaz, Daniel Cohen, Carsten Eickhoff

Information Retrieval and Text Mining

Poster / Regular Long Paper

The "Problem” of Human Label Variation: On Ground Truth in Data, Modeling and Evaluation

Poster / Regular Short Paper

Towards relation extraction from speech

Tongtong Wu, Guitao Wang, Jinming Zhao, Zhaoran Liu, Guilin Qi, Yuan-Fang Li, Gholamreza Haffari

Information Extraction

Poster / Regular Long Paper

EdgeFormer: A Parameter-Efficient Transformer for On-Device Seq2seq Generation

Tao Ge, Si-Qing Chen, Furu Wei

Efficient Methods for NLP

Poster / Regular Long Paper

KOLD: Korean Offensive Language Dataset

Younghoon Jeong, Juhyun Oh, Jongwon Lee, Jaimeen Ahn, Jihyung Moon, Sungjoon Park, Alice Oh

Resources and Evaluation

Poster / Regular Long Paper

Evade the Trap of Mediocrity: Promoting Diversity and Novelty in Text Generation via Concentrating Attention

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

Natural Language Generation

Poster / Regular Long Paper

The better your Syntax, the better your Semantics? Probing Pretrained Language Models for the English Comparative Correlative

Leonie Weissweiler, Valentin Hofmann, Abdullatif Köksal, Hinrich Schütze

Linguistic Theories, Cognitive Modeling and Psycholinguistics

Poster / Regular Long Paper

Cross-domain Generalization for AMR Parsing

Xuefeng Bai, Sen Yang, Leyang Cui, Linfeng Song, Yue Zhang

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / Regular Long Paper

FETA: A Benchmark for Few-Sample Task Transfer in Open-Domain Dialogue

Alon Albalak, Yi-Lin Tuan, Pegah Jandaghi, Connor Pryor, Luke Yoffe, Deepak Ramachandran, Lise Getoor, Jay Pujara, William Yang Wang

Dialogue and Interactive Systems

Poster / ARR - Long Paper

Do Children Texts Hold The Key To Commonsense Knowledge?

Julien Romero, Simon Razniewski

Unsupervised and Weakly-Supervised Methods in NLP

Poster / ARR - Short Paper

On the Limitations of Reference-Free Evaluations of Generated Text

Daniel Deutsch, Rotem Dror, Dan Roth

Resources and Evaluation

Poster / ARR - Long Paper

Sampling-Based Approximations to Minimum Bayes Risk Decoding for Neural Machine Translation

Bryan Eikema, Wilker Aziz

Machine Translation

Poster / ARR - Long Paper

IndicXNLI: Evaluating Multilingual Inference for Indian Languages

Divyanshu Aggarwal, Vivek Gupta, Anoop Kunchukuttan

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / ARR - Short Paper

Model Cascading: Towards Jointly Improving Efficiency and Accuracy of NLP Systems

Neeraj Varshney, Chitta Baral

Efficient Methods for NLP

Poster / ARR - Long Paper

XPrompt: Exploring the Extreme of Prompt Tuning

Fang Ma, Chen Zhang, Lei Ren, Jingang Wang, Qifan Wang, Wei Wu, Xiaojun Quan, Dawei Song

Language Modeling and Analysis of Language Models

Poster / ARR - Long Paper

Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?

Sewon Min, Xinxi Lyu, Ari Holtzman, Mikel Artetxe, Mike Lewis, Hannaneh Hajishirzi, Luke Zettlemoyer

Language Modeling and Analysis of Language Models

Poster / ARR - Long Paper

The Curious Case of Control

Elias Stengel-Eskin, Benjamin Van Durme

Linguistic Theories, Cognitive Modeling and Psycholinguistics

Poster / ARR - Long Paper

SHARE: a System for Hierarchical Assistive Recipe Editing

Shuyang Li, Yufei Li, Jianmo Ni, Julian McAuley

NLP Applications

Poster / ARR - Long Paper

Pre-training Language Models with Deterministic Factual Knowledge

Shaobo Li, Xiaoguang Li, Lifeng Shang, Chengjie Sun, Bingquan Liu, zhenzhou Ji, Xin Jiang, Qun Liu

Question Answering

Poster / ARR - Long Paper

Finding Skill Neurons in Pre-trained Transformer-based Language Models

Xiaozhi Wang, Kaiyue Wen, Zhengyan Zhang, Lei Hou, Zhiyuan Liu, Juanzi Li

Language Modeling and Analysis of Language Models

Poster / ARR - Long Paper

PreQuEL: Quality Estimation of Machine Translation Outputs in Advance

Shachar Don-Yehiya, Leshem Choshen, Omri Abend

Machine Translation

Poster / ARR - Long Paper

Can Transformers Reason in Fragments of Natural Language?

Viktor Schlegel, Kamen V. Pavlov, Ian Pratt-Hartmann

Interpretability, Interactivity and Analysis of Models for NLP

Poster / ARR - Long Paper

Textless Speech Emotion Conversion using Discrete & Decomposed Representations

Felix Kreuk, Adam Polyak, Jade Copet, Eugene Kharitonov, Tu Anh Nguyen, Morgan Rivière, Wei-Ning Hsu, Abdelrahman Mohamed, Emmanuel Dupoux, Yossi Adi

Speech, Vision, Robotics, Multimodal Grounding

Poster / ARR - Long Paper

Textual Backdoor Attacks Can Be More Harmful via Two Simple Tricks

Yangyi Chen, Fanchao Qi, Hongcheng Gao, Zhiyuan Liu, Maosong Sun

Interpretability, Interactivity and Analysis of Models for NLP

Poster / ARR - Short Paper

Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP

Yangyi Chen, Hongcheng Gao, Ganqu CUI, Fanchao Qi, Longtao Huang, Zhiyuan Liu, Maosong Sun

Interpretability, Interactivity and Analysis of Models for NLP

Poster / ARR - Long Paper

Instance Regularization for Discriminative Language Model Pre-training

Zhuosheng Zhang, Hai Zhao, Ming Zhou

Language Modeling and Analysis of Language Models

Poster / ARR - Long Paper

ScienceWorld: Is your Agent Smarter than a 5th Grader?

Ruoyao Wang, Peter Jansen, Marc-Alexandre Côté, Prithviraj Ammanabrolu

NLP Applications

Poster / ARR - Long Paper

Balancing out Bias: Achieving Fairness Through Balanced Training

Xudong Han, Timothy Baldwin, Trevor Cohn

Poster / ARR - Long Paper

Prompting ELECTRA: Few-Shot Learning with Discriminative Pre-Trained Models

Mengzhou Xia, Mikel Artetxe, Jingfei Du, Danqi Chen, Veselin Stoyanov

Language Modeling and Analysis of Language Models

Poster / ARR - Short Paper

Robustifying Sentiment Classification by Maximally Exploiting Few Counterfactuals

Maarten De Raedt, Fréderic Godin, Chris Develder, Thomas Demeester

Unsupervised and Weakly-Supervised Methods in NLP

Poster / ARR - Short Paper

The Architectural Bottleneck Principle

Tiago Pimentel, Josef Valvoda, Niklas Stoehr, Ryan Cotterell

Interpretability, Interactivity and Analysis of Models for NLP

Poster / ARR - Short Paper

When More Data Hurts: A Troubling Quirk in Developing Broad-Coverage Natural Language Understanding Systems

Elias Stengel-Eskin, Emmanouil Antonios Platanios, Adam Pauls, Sam Thomson, Hao Fang, Benjamin Van Durme, Jason Eisner, Yu Su

Dialogue and Interactive Systems

Poster / ARR - Long Paper

Zero-shot Cross-lingual Transfer of Prompt-based Tuning with a Unified Multilingual Prompt

Lianzhe Huang, Shuming Ma, Dongdong Zhang, Furu Wei, Houfeng Wang

Multilinguality

Poster / ARR - Long Paper

COLD: A Benchmark for Chinese Offensive Language Detection

Jiawen Deng, Jingyan ZHOU, Hao Sun, Chujie Zheng, Fei Mi, Helen Meng, Minlie Huang

Poster / ARR - Long Paper

Fixing Model Bugs with Natural Language Patches

Shikhar Murty, Christopher D. Manning, Scott Lundberg, Marco Tulio Ribeiro

Machine Learning for NLP

Poster / ARR - Long Paper

ZeroGen: Efficient Zero-shot Learning via Dataset Generation

Jiacheng Ye, Jiahui Gao, Qintong Li, Hang XU, Jiangtao Feng, Zhiyong Wu, Tao Yu, Lingpeng Kong

Language Modeling and Analysis of Language Models

Poster / ARR - Long Paper

Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings

Malte Ostendorff, Nils Rethmeier, Isabelle Augenstein, Bela Gipp, Georg Rehm

NLP Applications

Poster / ARR - Long Paper

SPE: Symmetrical Prompt Enhancement for Fact Probing

Yiyuan Li, Tong Che, Yezhen Wang, Zhengbao Jiang, Caiming Xiong, Snigdha Chaturvedi

Interpretability, Interactivity and Analysis of Models for NLP

Poster / ARR - Short Paper

Efficient Large Scale Language Modeling with Mixtures of Experts

Mikel Artetxe, Shruti Bhosale, Naman Goyal, Todor Mihaylov, Myle Ott, Sam Shleifer, Xi Victoria Lin, Jingfei Du, Srinivasan Iyer, Ramakanth Pasunuru, Giridharan Anantharaman, Xian Li, Shuohui Chen, Halil Akin, Mandeep Baines, Louis Raphaël Théo Martin, Xing Zhou, Punit Singh Koura, Brian O'Horo, Jeffrey Wang, Luke Zettlemoyer, Mona Diab, Zornitsa Kozareva, Veselin Stoyanov

Language Modeling and Analysis of Language Models

Poster / ARR - Long Paper

MedJEx: A Medical Jargon Extraction Model with Wiki's Hyperlink Span and Contextualized Masked Language Model Score

Sunjae Kwon, Zonghai Yao, Harmon S. Jordan, David A. Levy, Brian Corner, hong yu

NLP Applications

Poster / ARR - Long Paper

Discourse Comprehension: A Question Answering Framework to Represent Sentence Connections

Wei-Jen Ko, Cutter J. Dalton, Mark Joseph Simmons, Eliza Fisher, Greg Durrett, Junyi Jessy Li

Discourse and Pragmatics

Poster / ARR - Long Paper

Pre-training Transformer Models with Sentence-Level Objectives for Answer Sentence Selection

Luca Di Liello, Siddhant Garg, Luca Soldaini, Alessandro Moschitti

Question Answering

Poster / ARR - Short Paper

OpenCQA: Open-ended Question Answering with Charts

Shankar Kantharaj, Xuan Long Do, Rixie Tiffany Leong, Jia Qing Tan, Enamul Hoque, Shafiq Joty

Question Answering

Poster / ARR - Long Paper

Transforming Sequence Tagging Into A Seq2Seq Task

Karthik Raman, Iftekhar Naim, Jiecao Chen, Kazuma Hashimoto, Kiran Yalasangi, Krishna Srinivasan

Multilinguality

Poster / ARR - Long Paper

Model Criticism for Long-Form Text Generation

Yuntian Deng, Volodymyr Kuleshov, Alexander Rush

Language Modeling and Analysis of Language Models

Poster / ARR - Long Paper

A Federated Approach to Predicting Emojis in Hindi Tweets

Deep Rajesh Gandhi, Jash Jayesh Mehta, Nirali Parekh, Karan Waghela, Lynette D'Mello, Zeerak Talat

NLP Applications

Poster / ARR - Short Paper

TASA: Deceiving Question Answering Models by Twin Answer Sentences Attack

Yu Cao, Dianqi Li, Meng Fang, Tianyi Zhou, Jun Gao, Yibing Zhan, Dacheng Tao

Interpretability, Interactivity and Analysis of Models for NLP

Poster / ARR - Long Paper

SCROLLS: Standardized CompaRison Over Long Language Sequences

Uri Shaham, Elad Segal, Maor Ivgi, Avia Efrat, Ori Yoran, Adi Haviv, Ankit Gupta, Wenhan Xiong, Mor Geva, Jonathan Berant, Omer Levy

Resources and Evaluation

Poster / ARR - Long Paper

PAR: Political Actor Representation Learning with Social Context and Expert Knowledge

Shangbin Feng, Zhaoxuan Tan, Zilong Chen, Ningnan Wang, Peisheng Yu, Qinghua Zheng, Xiaojun Chang, Minnan Luo

NLP Applications

Poster / ARR - Long Paper

PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings

Qiyu Wu, Chongyang Tao, Tao Shen, Can Xu, Xiubo Geng, Daxin Jiang

Semantics: Lexical, Sentence level, Textual Inference and Other areas

Poster / ARR - Long Paper

Digging Errors in NMT: Evaluating and Understanding Model Errors from Partial Hypothesis Space

Jianhao Yan, Chenming Wu, Fandong Meng, Jie Zhou

Machine Translation

Poster / ARR - Long Paper

DialogConv: A Lightweight Fully Convolutional Network for Multi-view Response Selection

Yongkang Liu, Shi Feng, Wei Gao, Daling Wang, Yifei Zhang

Dialogue and Interactive Systems

Poster / ARR - Long Paper

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Total Publications

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