Results
This page contains the papers which earned a Reproducibility Badge.
The badge icons correspond to the following:
Open Source Code Badge
Trained Model Badge
Reproducible Results Badge
See this page for more details about what each of the badges mean.
All of the results are below.
The papers which earned the Open Source Code Badge can be found here, the Trained Model Badge here, and Reproducible Results Badge here.
Main Conference
EVI: Multilingual Spoken Dialogue Tasks and Dataset for Knowledge-Based Enrolment, Verification, and Identification

Georgios P. Spithourakis, Ivan Vulić, Michał Lis, Inigo Casanueva, Paweł Budzianowski
Cross-Domain Classification of Moral Values

Enrico Liscio, Alin Eugen Dondera, Andrei Geadau, Catholijn M Jonker, Pradeep Kumar Murukannaiah
Efficient Hierarchical Domain Adaptation for Pretrained Language Models

Alexandra Chronopoulou, Matthew E Peters, Jesse Dodge
Re-Examining System-Level Correlations of Automatic Summarization Evaluation Metrics

Daniel Deutsch, Rotem Dror, Dan Roth
How Gender Debiasing Affects Internal Model Representations, and Why It Matters

Hadas Orgad, Seraphina Goldfarb-Tarrant, Yonatan Belinkov
EASE: Entity-Aware Contrastive Learning of Sentence Embedding

Sosuke Nishikawa, Ryokan Ri, Ikuya Yamada, Yoshimasa Tsuruoka, Isao Echizen
Fine-tuning Pre-trained Language Models for Few-shot Intent Detection: Supervised Pre-training and Isotropization

Haode Zhang, Haowen Liang, Yuwei Zhang, Li-Ming Zhan, Xiao-Ming Wu, Xiaolei Lu, Albert Y.S. Lam
CoMPM: Context Modeling with Speaker’s Pre-trained Memory Tracking for Emotion Recognition in Conversation

Joosung Lee, Wooin Lee
Generating Repetitions with Appropriate Repeated Words

Toshiki Kawamoto, Hidetaka Kamigaito, Kotaro Funakoshi, Manabu Okumura
Pathway2Text: Dataset and Method for Biomedical Pathway Description Generation

Junwei Yang, Zequn Liu, Ming Zhang, Sheng Wang
Towards a Progression-Aware Autonomous Dialogue Agent

Abraham Sanders, Tomek Strzalkowski, Mei Si, Albert Chang
Yes, No or IDK: The Challenge of Unanswerable Yes/No Questions

Elior Sulem, Jamaal Hay, Dan Roth
Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks

Akari Asai, Matt Gardner, Hanna Hajishirzi
Multi-Vector Models with Textual Guidance for Fine-Grained Scientific Document Similarity

Sheshera Mysore, Arman Cohan, Tom Hope
Literature-Augmented Clinical Outcome Prediction

Aakanksha Naik, Sravanthi Parasa, Sergey Feldman, Lucy Lu Wang, Tom Hope
DREAM: Improving Situational QA by First Elaborating the Situation

Yuling Gu, Bhavana Dalvi, Peter Clark
A Dataset for N-ary Relation Extraction of Drug Combinations

Aryeh Tiktinsky, Vijay Viswanathan, Danna Niezni, Dana Meron Azagury, Yosi Shamay, Hillel Taub-Tabib, Tom Hope, Yoav Goldberg
Reframing Human-AI Collaboration for Generating Free-Text Explanations

Sarah Wiegreffe, Jack Hessel, Swabha Swayamdipta, Mark Riedl, Yejin Choi
Extreme Zero-Shot Learning for Extreme Text Classification

Yuanhao Xiong, Wei-Cheng Chang, Cho-Jui Hsieh, Hsiang-Fu Yu, Inderjit S Dhillon
Crake: Causal-Enhanced Table-Filler for Question Answering over Large Scale Knowledge Base

Minhao Zhang, Ruoyu Zhang, Yanzeng Li, Lei Zou
Do Prompt-Based Models Really Understand the Meaning of Their Prompts?

Albert Webson, Ellie Pavlick
Combating the curse of multilinguality in cross-lingual WSD via the application of sparsified contextualized word representations

Gábor Berend
AMRize, then Parse! Enhancing AMR Parsing with PseudoAMR Data

Liang Chen, Peiyi Wang, Runxin Xu, Tianyu Liu, Zhifang Sui, Baobao Chang
Visual Commonsense in Pretrained Unimodal and Multimodal Models

Chenyu Zhang, Benjamin Van Durme, Elias Stengel-Eskin, Zhuowan Li
Commonsense and Named Entity Aware Knowledge Grounded Dialogue Generation

Deeksha varshney, Akshara Prabhakar, Asif Ekbal
LongChecker: Improving scientific claim verification by modeling full-abstract context

David Wadden, Kyle Lo, Lucy Lu Wang, Arman Cohan, Iz Beltagy, Hannaneh Hajishirzi
StATIK: Structure and Text for Inductive Knowledge Graph Completion

Elan Sopher Markowitz, Keshav Balasubramanian, Mehrnoosh Mirtaheri, Murali Annavaram, Aram Galstyan, Greg Ver Steeg
GenIE: Generative Information Extraction

Martin Josifoski, Nicola De Cao, Maxime Peyrard, Fabio Petroni, Robert West
COGMEN: COntextualized GNN based Multimodal Emotion recognitioN

Abhinav Joshi, Ashwani Bhat, Ayush Jain, Atin Vikram Singh, Ashutosh Modi
MetaICL: Learning to Learn In Context

Sewon Min, Mike Lewis, Luke Zettlemoyer, Hannaneh Hajishirzi
Towards Efficient NLP: A Standard Evaluation and A Strong Baseline

Xiangyang Liu, Tianxiang Sun, JunLiang He, Jiawen Wu, Lingling Wu, Xinyu Zhang, Hao Jiang, Zhao Cao, Xuanjing Huang, Xipeng Qiu
Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction

Jiaxin Yu, Deqing Yang, Shuyu Tian
Interpretable Proof Generation via Iterative Backward Reasoning

Hanhao Qu, Yu Cao, Jun Gao, Liang Ding, Ruifeng Xu
Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEs

Ghazi Felhi, Joseph Le Roux, Djamé Seddah
LongT5: Efficient Text-To-Text Transformer for Long Sequences

Mandy Guo, Joshua Ainslie, David Uthus, Santiago Ontanon, Jianmo Ni, Yun-Hsuan Sung, Yinfei Yang
Improving Constituent Representation with Hypertree Neural Networks

Hao Zhou, Gongshen Liu, Kewei Tu
Temporal Attention for Language Models

Guy D. Rosin, Kira Radinsky
Weakly Supervised Text Classification using Supervision Signals from a Language Model

Ziqian Zeng, Weimin Ni, Tianqing Fang, Xiang Li, Xinran Zhao, Yangqiu Song
Masked Summarization to Generate Factually Inconsistent Summaries for Improved Factual Consistency Checking

Hwanhee Lee, Kang Min Yoo, Joonsuk Park, Hwaran Lee, Kyomin Jung
Sparse Distillation: Speeding Up Text Classification by Using Bigger Student Models

Qinyuan Ye, Madian Khabsa, Mike Lewis, Sinong Wang, Xiang Ren, Aaron Jaech
What kinds of errors do reference resolution models make and what can we learn from them?

Jorge Sánchez, Mauricio Mazuecos, Hernán Maina, Luciana Benotti
Linguistic Frameworks Go Toe-to-Toe at Neuro-Symbolic Language Modeling

Jakob Prange, Nathan Schneider, Lingpeng Kong
From Cognitive to Computational Modeling: Text-based Risky Decision-Making Guided by Fuzzy Trace Theory

Jaron Mar, Jiamou Liu
Post-Training Dialogue Summarization using Pseudo-Paraphrasing

Qi Jia, Yizhu Liu, Haifeng Tang, Kenny Q. Zhu
Collective Self-Labeling for Passage Retrieval

Jihyuk Kim, Minsoo Kim, seung-won hwang
Non-Autoregressive Machine Translation: It’s Not as Fast as it Seems

Jindřich Helcl, Barry Haddow, Alexandra Birch
Dual-Channel Evidence Fusion for Fact Verification over Texts and Tables

Nan Hu, Zirui Wu, Yuxuan Lai, Xiao Liu, Yansong Feng
Controllable Sentence Simplification via Operation Classification

Liam Cripwell, Joël Legrand, Claire Gardent
GlobEnc: Quantifying Global Token Attribution by Incorporating the Whole Encoder Layer in Transformers

Ali Modarressi, Mohsen Fayyaz, Yadollah Yaghoobzadeh, Mohammad Taher Pilehvar
CL-ReLKT: Cross-lingual Language Knowledge Transfer for Multilingual Retrieval Question Answering

Peerat Limkonchotiwat, Wuttikorn Ponwitayarat, Can Udomcharoenchaikit, Ekapol Chuangsuwanich, Sarana Nutanong
KALA: Knowledge-Augmented Language Model Adaptation

Minki Kang, Jinheon Baek, Sung Ju Hwang
Few-Shot Document-Level Relation Extraction

Nicholas Popovic, Michael Färber
PPL-MCTS: Constrained Textual Generation Through Discriminator-Guided MCTS Decoding

Antoine Chaffin, Vincent Claveau, Ewa Kijak
Modeling Exemplification in Long-form Question Answering via Retrieval

Shufan Wang, Fangyuan Xu, Laure Thompson, Eunsol Choi, Mohit Iyyer
QuALITY: Question Answering with Long Input Texts, Yes!

Richard Yuanzhe Pang, Alicia Vail Parrish, Nitish Joshi, Nikita Nangia, Jason Phang, Angelica Chen, Vishakh Padmakumar, Johnny L Ma, Jana Thompson, He He, Samuel R. Bowman
Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning

Oscar Sainz, Itziar Gonzalez-Dios, Oier Lopez de Lacalle, Bonan Min, Eneko Agirre
RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning

Yaqing Wang, Xin Tian, Haoyi Xiong, Yueyang Li, Zeyu Chen, Sheng Guo, Dejing Dou
Symbolic Knowledge Distillation: from General Language Models to Commonsense Models

Peter West, Chandra Bhagavatula, Jack Hessel, Jena D. Hwang, Liwei Jiang, Ronan Le Bras, Ximing Lu, Sean Welleck, Yejin Choi
Probing the Role of Positional Information in Vision-Language Models

Philipp J. Rösch, Jindřich Libovický
White-box Testing of NLP models with Mask Neuron Coverage

Arshdeep Sekhon, Yangfeng Ji, Matthew Dwyer, Yanjun Qi
METGEN: A Module-based Entailment Tree Generation Framework for Answer Explanation

Ruixin Hong, Hongming Zhang, Xintong Yu, Changshui Zhang
Exploring Neural Models for Query-Focused Summarization

Jesse Vig, Alexander Fabbri, Wojciech Maciej Kryscinski, Chien-Sheng Wu, Wenhao Liu
Improving Code-Switching Dependency Parsing with Semi-Supervised Auxiliary Tasks

Şaziye Betül Özateş, Arzucan Özgür, Tunga Gungor, Özlem Çetinoğlu
Efficient Constituency Tree based Encoding for Natural Language to Bash Translation

Shikhar Bharadwaj, Shirish Shevade
A Computational Acquisition Model for Multimodal Word Categorization

Uri Berger, Gabriel Stanovsky, Omri Abend, Lea Frermann
Grapheme-to-Phoneme Conversion for Thai using Neural Regression Models

Tomohiro Yamasaki
MCSE: Multimodal Contrastive Learning of Sentence Embeddings

Miaoran Zhang, Marius Mosbach, David Ifeoluwa Adelani, Michael A. Hedderich, Dietrich Klakow
A Study of the Attention Abnormality in Trojaned BERTs

Weimin Lyu, Songzhu Zheng, Tengfei Ma, Chao Chen
SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction

Yuxin Xiao, Zecheng Zhang, Yuning Mao, Carl Yang, Jiawei Han
Document-Level Relation Extraction with Sentences Importance Estimation and Focusing

Wang Xu, Kehai Chen, Lili Mou, Tiejun Zhao
Improve Discourse Dependency Parsing with Contextualized Representations

Yifei Zhou, Yansong Feng
ExSum: From Local Explanations to Model Understanding

Yilun Zhou, Marco Tulio Ribeiro, Julie Shah
TVShowGuess: Character Comprehension in Stories as Speaker Guessing

Yisi Sang, Xiangyang Mou, Mo Yu, Shunyu Yao, Jing Li, Jeffrey Stanton
Explore More Guidance: A Task-aware Instruction Network for Sign Language Translation Enhanced with Data Augmentation

Yong Cao, Wei Li, Xianzhi Li, Min Chen, Guangyong Chen, Long Hu, Zhengdao Li, Kai Hwang
A Word is Worth A Thousand Dollars: Adversarial Attack on Tweets Fools Stock Prediction

Yong Xie, Dakuo Wang, Pin-Yu Chen, Jinjun Xiong, Sijia Liu, Oluwasanmi O Koyejo
Balancing Multi-Domain Corpora Learning for Open-Domain Response Generation

Yujie Xing, Jinglun Cai, Nils Barlaug, Peng Liu, Jon Atle Gulla
XLTime: A Cross-Lingual Knowledge Transfer Framework for Temporal Expression Extraction

Yuwei Cao, William Groves, Tanay Kumar Saha, Joel R. Tetreault, Alex Jaimes, Hao Peng, Philip S. Yu
TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning

Yixuan Su, Fangyu Liu, Zaiqiao Meng, Tian Lan, Lei Shu, Ehsan Shareghi, Nigel Collier
Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction

Xiang Chen, Ningyu Zhang, Lei Li, Yunzhi Yao, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen
A Self-supervised Joint Training Framework for Document Reranking 
Xiaozhi Zhu, Tianyong Hao, Sijie Cheng, Fu Lee Wang, Hai Liu
CoSe-Co: Text Conditioned Generative CommonSense Contextualizer 
Rachit Bansal, Milan Aggarwal, Sumit Bhatia, Jivat Neet Kaur, Balaji Krishnamurthy
Learning Cross-Lingual IR from an English Retriever 
Yulong Li, Martin Franz, Md Arafat Sultan, Bhavani Iyer, Young-Suk Lee, Avirup Sil
DACSA: A large-scale Dataset for Automatic summarization of Catalan and Spanish newspaper Articles 
Encarna Segarra, Vicent Ahuir, Lluís-F. Hurtado, José Ángel González
Long-term Control for Dialogue Generation: Methods and Evaluation 
Ramya Ramakrishnan, Hashan Buddhika Narangodage, Mauro Schilman, Kilian Q Weinberger, Ryan McDonald
On Transferability of Prompt Tuning for Natural Language Processing 
Yusheng Su, Xiaozhi Wang, Yujia Qin, Chi-Min Chan, Yankai Lin, Huadong Wang, Kaiyue Wen, Zhiyuan Liu, Peng Li, Juanzi Li, Lei Hou, Maosong Sun, Jie Zhou
An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling 
Peiyi Wang, Runxin Xu, Tianyu Liu, Qingyu Zhou, Yunbo Cao, Baobao Chang, Zhifang Sui
FactGraph: Evaluating Factuality in Summarization with Semantic Graph Representations 
Leonardo F. R. Ribeiro, Mengwen Liu, Iryna Gurevych, Markus Dreyer, Mohit Bansal
A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative Sampling 
Forrest Sheng Bao, Ge Luo, Hebi Li, Cen Chen, Yinfei Yang, Youbiao He, Minghui Qiu
Twitter-COMMs: Detecting Climate, COVID, and Military Multimodal Misinformation 
Giscard Biamby, Grace Luo, Trevor Darrell, Anna Rohrbach
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding 
Le Zhang, Zichao Yang, Diyi Yang
Multi-Relational Graph Transformer for Automatic Short Answer Grading 
Rajat Agarwal, Varun Khurana, Karish Grover, Mukesh Mohania, Vikram Goyal
DISARM: Detecting the Victims Targeted by Harmful Memes 
Shivam Sharma, Md Shad Akhtar, Preslav Nakov, Tanmoy Chakraborty
Weakly Supervised Text-to-SQL Parsing through Question Decomposition 
Tomer Wolfson, Daniel Deutch, Jonathan Berant
GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based Collaborative Filtering 
Yoonseok Yang, Kyu Seok Kim, Minsam Kim, Juneyoung Park
Detect Rumors in Microblog Posts for Low-Resource Domains via Adversarial Contrastive Learning 
Hongzhan Lin, Jing Ma, Liangliang Chen, Zhiwei Yang, Mingfei Cheng, Guang Chen
A Timestep aware Sentence Embedding and Acme Coverage for Brief but Informative Title Generation 
Quanbin Wang, XieXiong Lin, Feng Wang
Few-Shot Self-Rationalization with Natural Language Prompts 
Ana Marasovic, Iz Beltagy, Doug Downey, Matthew E Peters
On the Use of External Data for Spoken Named Entity Recognition 
Ankita Pasad, Felix Wu, Suwon Shon, Karen Livescu, Kyu Han
Batch-Softmax Contrastive Loss for Pairwise Sentence Scoring Tasks 
Anton Chernyavskiy, Dmitry Ilvovsky, Pavel Kalinin, Preslav Nakov
The Devil is in the Details: On the Pitfalls of Vocabulary Selection in Neural Machine Translation 
Tobias Domhan, Eva Hasler, Ke Tran, Sony Trenous, Bill Byrne, Felix Hieber
Less is More: Learning to Refine Dialogue History for Personalized Dialogue Generation 
Hanxun Zhong, Zhicheng Dou, Yutao Zhu, Hongjin Qian, Ji-Rong Wen
Denoising Neural Network for News Recommendation with Positive and Negative Implicit Feedback 
Yunfan Hu, Zhaopeng Qiu, Xian Wu
Nearest Neighbor Knowledge Distillation for Neural Machine Translation 
Zhixian Yang, Renliang Sun, Xiaojun Wan
Por Qué Não Utiliser Alla Språk? Mixed Training with Gradient Optimization in Few-Shot Cross-Lingual Transfer 
Haoran Xu, Kenton Murray
On Measuring Social Biases in Prompt-Based Learning 
Afra Feyza Akyürek, Sejin Paik, Muhammed Yusuf Kocyigit, Seda Akbiyik, Şerife Leman Runyun, Derry Wijaya
Improving Compositional Generalization with Latent Structure and Data Augmentation 
Linlu Qiu, Peter Shaw, Panupong Pasupat, Paweł Krzysztof Nowak, Tal Linzen, Fei Sha, Kristina Toutanova
Abstraction not Memory: BERT and the English Article System 
Harish Tayyar Madabushi, Dagmar Divjak, Petar Milin
Zero-shot Cross-lingual Conversational Semantic Role Labeling 
Han Wu, Haochen Tan, Kun Xu, Shuqi LIU, Lianwei Wu, Linqi Song
Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification 
Han Wang, Canwen Xu, Julian McAuley
Query2Particles: Knowledge Graph Reasoning with Particle Embeddings 
Jiaxin Bai, Zihao Wang, Hongming Zhang, Yangqiu Song
Analyzing Encoded Concepts in Transformer Language Models 
Hassan Sajjad, Nadir Durrani, Fahim Dalvi, Firoj Alam, Abdul Rafae Khan, Jia Xu
FreeTransfer-X: Safe and Annotation-Free Cross-Lingual Transfer for Different Networks 
Yinpeng Guo, Liangyou Li, Xin Jiang, Qun Liu
Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics 
Zihan Zhang, Meng Fang, Ling Chen, Mohammad Reza Namazi Rad
On the Robustness of Reading Comprehension Models to Entity Renaming 
Jun Yan, Yang Xiao, Sagnik Mukherjee, Bill Yuchen Lin, Robin Jia, Xiang Ren
Measuring Fairness with Biased Rulers: A Comparative Study on Bias Metrics for Pre-trained Language Models 
Pieter Delobelle, Ewoenam Kwaku Tokpo, Toon Calders, Bettina Berendt
On Synthetic Data for Back Translation 
Jiahao Xu, Yubin Ruan, Wei Bi, Guoping Huang, Shuming Shi, Lihui Chen, Lemao Liu
Bidimensional Leaderboards: Generate and Evaluate Language Hand in Hand 
Jungo Kasai, Keisuke Sakaguchi, Ronan Le Bras, Lavinia Dunagan, Jacob Daniel Morrison, Alexander Fabbri, Yejin Choi, Noah Smith
Transparent Human Evaluation for Image Captioning 
Jungo Kasai, Keisuke Sakaguchi, Lavinia Dunagan, Jacob Daniel Morrison, Ronan Le Bras, Yejin Choi, Noah Smith
Multi-stage Distillation Framework for Cross-Lingual Semantic Similarity Matching 
Kunbo Ding, Weijie Liu, Yuejian Fang, Zhe Zhao, Qi Ju, Xuefeng Yang, Rong Tian, Zhu Tao, Haoyan Liu, Han Guo, Xingyu Bai, Weiquan Mao, Yudong Li, Weigang Guo, Taiqiang Wu, Ningyuan Sun
DEMix Layers: Disentangling Domains for Modular Language Modeling 
Suchin Gururangan, Mike Lewis, Ari Holtzman, Noah Smith, Luke Zettlemoyer
Zero-Shot Event Detection Based on Ordered Contrastive Learning and Prompt-Based Prediction 
Senhui Zhang, Tao Ji, Wendi Ji, Xiaoling Wang
DialSummEval: Revisiting Summarization Evaluation for Dialogues 
Mingqi Gao, Xiaojun Wan
DUCK: Rumour Detection on Social Media by Modelling User and Comment Propagation Networks 
LIN TIAN, Xiuzhen Zhang, Jey Han Lau
Exploring the Universal Vulnerability of Prompt-based Learning Paradigm 
Lei Xu, Yangyi Chen, Ganqu Cui, Hongcheng Gao, Zhiyuan Liu
ValCAT: Generating Variable-Length Contextualized Adversarial Transformations using Encoder-Decoder 
Chuyun Deng, Mingxuan Liu, Yue Qin, Jia Zhang, Hai-Xin Duan, Donghong Sun
Learning to Win Lottery Tickets in BERT Transfer via Task-agnostic Mask Training 
Yuanxin Liu, Fandong Meng, Zheng Lin, Peng Fu, Yanan Cao, Weiping Wang, Jie Zhou
Unified Semantic Typing with Meaningful Label Inference 
James Y. Huang, Bangzheng Li, Jiashu Xu, Muhao Chen
Low-resource Entity Set Expansion: A Comprehensive Study on User-generated Text 
Yutong Shao, Nikita Bhutani, Sajjadur Rahman, Estevam Hruschka
LiST: Lite Prompted Self-training Makes Efficient Few-shot Learners 
Yaqing Wang, Subhabrata Mukherjee, Xiaodong Liu, Jing Gao, Ahmed Hassan Awadallah, Jianfeng Gao
Testing the Ability of Language Models to Interpret Figurative Language 
Emmy Liu, Chenxuan Cui, Kenneth Zheng, Graham Neubig
Robust Conversational Agents against Imperceptible Toxicity Triggers 
Ninareh Mehrabi, Ahmad Beirami, Fred Morstatter, Aram Galstyan
Clues Before Answers: Generation-Enhanced Multiple-Choice QA 
Zixian Huang, Ao Wu, Jiaying Zhou, Yu Gu, Yue Zhao, Gong Cheng
Unsupervised Paraphrasability Prediction for Compound Nominalizations 
John Sie Yuen Lee, Ho Hung Lim, Carol Webster
Two Contrasting Data Annotation Paradigms for Subjective NLP Tasks 
Paul Rottger, Bertie Vidgen, Dirk Hovy, Janet B. Pierrehumbert
OTExtSum: Extractive Text Summarisation with Optimal Transport 
Peggy Tang, Kun Hu, Rui Yan, Lei Zhang, Junbin Gao, Zhiyong Wang
A Double-Graph Based Framework for Frame Semantic Parsing 
Ce Zheng, Xudong Chen, Runxin Xu, Baobao Chang
NLU++: A Multi-Label, Slot-Rich, Generalisable Dataset for Natural Language Understanding in Task-Oriented Dialogue 
Inigo Casanueva, Ivan Vulić, Georgios P. Spithourakis, Paweł Budzianowski
Does Summary Evaluation Survive Translation to Other Languages? 
Spencer Braun, Oleg Vasilyev, Neslihan Iskender, John Bohannon
Residue-Based Natural Language Adversarial Attack Detection 
Vyas Raina, Mark Gales
Reducing Disambiguation Biases in NMT by Leveraging Explicit Word Sense Information 
Niccolò Campolungo, Tommaso Pasini, Denis Emelin, Roberto Navigli
Towards Robust and Semantically Organised Latent Representations for Unsupervised Text Transfer 
Sharan Narasimhan, Suvodip Dey, Maunendra Sankar Desarkar
Learning Discriminative Representations for Open Relation Extraction with Instance Ranking and Label Calibration 
Shusen Wang, Bin Duan, Yanan Wu, Yajing Xu
RCL: Relation Contrastive Learning for Zero-Shot Relation Extraction 
Shusen Wang, Bosen Zhang, Yajing Xu, Yanan Wu, Bo Xiao
A Balanced Data Approach for Evaluating Cross-Lingual Transfer: Mapping the Linguistic Blood Bank 
Dan Malkin, Gabriel Stanovsky
RAAT: Relation-Augmented Attention Transformer for Relation Modeling in Document-Level Event Extraction 
Yuan Liang, Zhuoxuan Jiang, di yin, Bo Ren
What do Toothbrushes do in the Kitchen? How Transformers Think our World is Structured 
Alexander Henlein, Alexander Mehler
Explaining Why: How Instructions and User Interfaces Impact Annotator Rationales When Labeling Text Data 
Jamar L. Sullivan, Will Brackenbury, Andrew McNutt, Kevin Bryson, Kwam Byll, Yuxin Chen, Michael Littman, Chenhao Tan, Blase Ur
Multi2WOZ: A Robust Multilingual Dataset and Conversational Pretraining for Task-Oriented Dialog 
Chia-Chien Hung, Anne Lauscher, Ivan Vulić, Simone Paolo Ponzetto, Goran Glavaš
Diagnosing Vision-and-Language Navigation: What Really Matters 
Wanrong Zhu, Yuankai Qi, Pradyumna Narayana, Kazoo Sone, Sugato Basu, Xin Eric Wang, Qi Wu, Miguel Eckstein, William Yang Wang
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering 
Yueqing Sun, Qi Shi, Le Qi, Yu Zhang
Learn To Remember: Transformer with Recurrent Memory for Document-level Machine Translation 
Yukun Feng, Feng Li, Ziang Song, Boyuan Zheng, Philipp Koehn
QLEVR: A Diagnostic Dataset for Quantificational Language and Elementary Visual Reasoning 
Zechen Li, Anders Søgaard
Semantically Informed Slang Interpretation 
Zhewei Sun, Richard Zemel, Yang Xu
Towards Job-Transition-Tag Graph for a Better Job Title Representation Learning 
Jun ZHU, CELINE HUDELOT
Early Rumor Detection Using Neural Hawkes Process with a New Benchmark Dataset 
Fengzhu ZENG, Wei Gao
Unsupervised Domain Adaptation for Question Generation with DomainData Selection and Self-training 
Peide Zhu, Claudia Hauff
Demos
Towards Open-Domain Topic Classification

Hantian Ding, Jinrui Yang, Yuqian Deng, Hongming Zhang, Dan Roth
PaddleSpeech: An Easy-to-Use All-in-One Speech Toolkit

Hui Zhang, Tian Yuan, Junkun Chen, Xintong Li, Renjie Zheng, Yuxin Huang, Xiaojie Chen, Enlei Gong, Zeyu Chen, Xiaoguang Hu, Dianhai Yu, Yanjun Ma, Liang Huang
ZS4IE: A toolkit for Zero-Shot Information Extraction with simple Verbalizations 
Oscar Sainz, Haoling Qiu, Oier Lopez de Lacalle, Eneko Agirre, Bonan Min
SETSUM: Summarization and Visualization of Student Evaluations of Teaching 
Yinuo Hu, Shiyue Zhang, Viji Sathy, Abigail Panter, Mohit Bansal
Web-based Annotation Interface for Derivational Morphology 
Lukáš Kyjánek
SentSpace: Large-scale Benchmarking and Evaluation of Text using Lexical, Syntactic, and Semantic Features 
Greta Tuckute, Aalok Sathe, Mingye Wang, Harley Yoder, Cory Shain, Evelina Fedorenko
Tutorials
Tutorial: Self-supervised Representation Learning for Speech Processing

Hung-yi Lee, Abdelrahman Mohamed, Shinji Watanabe, Tara Sainath, Karen Livescu, Shang-Wen Li, Shu-wen Yang, Katrin Kirchhoff