This week, the premier convention on Empirical Strategies in Pure Language Processing (EMNLP 2022) is being held in Abu Dhabi, United Arab Emirates. We’re proud to be a Diamond Sponsor of EMNLP 2022, with Google researchers contributing in any respect ranges. This 12 months we’re presenting over 50 papers and are actively concerned in 10 completely different workshops and tutorials.
If you happen to’re registered for EMNLP 2022, we hope you’ll go to the Google sales space to be taught extra in regards to the thrilling work throughout numerous matters, together with language interactions, causal inference, query answering and extra. Have a look under to be taught extra in regards to the Google analysis being introduced at EMNLP 2022 (Google affiliations in daring).
Committees
Organizing Committee consists of: Eunsol Choi, Imed Zitouni
Senior Program Committee consists of: Don Metzler, Eunsol Choi, Bernd Bohnet, Slav Petrov, Kenthon Lee
Papers
Remodeling Sequence Tagging Into A Seq2Seq Activity
Karthik Raman, Iftekhar Naim, Jiecao Chen, Kazuma Hashimoto, Kiran Yalasangi, Krishna Srinivasan
On the Limitations of Reference-Free Evaluations of Generated Textual content
Daniel Deutsch, Rotem Dror, Dan Roth
Chunk-Based mostly Nearest Neighbor Machine Translation
Pedro Henrique Martins, Zita Marinho, André F. T. Martins
Evaluating the Influence of Mannequin Scale for Compositional Generalization in Semantic Parsing
Linlu Qiu*, Peter Shaw, Panupong Pasupat, Tianze Shi, Jonathan Herzig, Emily Pitler, Fei Sha, Kristina Toutanova
MasakhaNER 2.0: Africa-centric Switch Studying for Named Entity Recognition
David Ifeoluwa Adelani, Graham Neubig, Sebastian Ruder, Shruti Rijhwani, Michael Beukman, Chester Palen-Michel, Constantine Lignos, Jesujoba O. Alabi, Shamsuddeen H. Muhammad, Peter Nabende, Cheikh M. Bamba Dione, Andiswa Bukula, Rooweither Mabuya, Bonaventure F. P. Dossou, Blessing Sibanda, Completely happy Buzaaba, Jonathan Mukiibi, Godson Kalipe, Derguene Mbaye, Amelia Taylor, Fatoumata Kabore, Chris Chinenye Emezue, Anuoluwapo Aremu, Perez Ogayo, Catherine Gitau, Edwin Munkoh-Buabeng, Victoire M. Koagne, Allahsera Auguste Tapo, Tebogo Macucwa, Vukosi Marivate, Elvis Mboning, Tajuddeen Gwadabe, Tosin Adewumi, Orevaoghene Ahia, Joyce Nakatumba-Nabende, Neo L. Mokono, Ignatius Ezeani, Chiamaka Chukwuneke, Mofetoluwa Adeyemi, Gilles Q. Hacheme, Idris Abdulmumin, Odunayo Ogundepo, Oreen Yousuf, Tatiana Moteu Ngoli, Dietrich Klakow
T-STAR: Truthful Model Switch Utilizing AMR Graph as Intermediate Illustration
Anubhav Jangra, Preksha Nema, Aravindan Raghuveer
Exploring Doc-Stage Literary Machine Translation with Parallel Paragraphs from World Literature
Katherine Thai, Marzena Karpinska, Kalpesh Krishna, Invoice Ray, Moira Inghilleri, John Wieting, Mohit Iyyer
ASQA: Factoid Questions Meet Lengthy-Type Solutions
Ivan Stelmakh*, Yi Luan, Bhuwan Dhingra, Ming-Wei Chang
Environment friendly Nearest Neighbor Seek for Cross-Encoder Fashions utilizing Matrix Factorization
Nishant Yadav, Nicholas Monath, Rico Angell, Manzil Zaheer, Andrew McCallum
CPL: Counterfactual Immediate Studying for Imaginative and prescient and Language Fashions
Xuehai He, Diji Yang, Weixi Feng, Tsu-Jui Fu, Arjun Akula, Varun Jampani, Pradyumna Narayana, Sugato Basu, William Yang Wang, Xin Eric Wang
Correcting Various Factual Errors in Abstractive Summarization through Submit-Modifying and Language Mannequin Infilling
Vidhisha Balachandran, Hannaneh Hajishirzi, William Cohen, Yulia Tsvetkov
Dungeons and Dragons as a Dialog Problem for Synthetic Intelligence
Chris Callison-Burch, Gaurav Singh Tomar, Lara J Martin, Daphne Ippolito, Suma Bailis, David Reitter
Exploring Twin Encoder Architectures for Query Answering
Zhe Dong, Jianmo Ni, Daniel M. Bikel, Enrique Alfonseca, Yuan Wang, Chen Qu, Imed Zitouni
RED-ACE: Strong Error Detection for ASR Utilizing Confidence Embeddings
Zorik Gekhman, Dina Zverinski, Jonathan Mallinson, Genady Beryozkin
Enhancing Passage Retrieval with Zero-Shot Query Technology
Devendra Sachan, Mike Lewis, Mandar Joshi, Armen Aghajanyan, Wen-tau Yih, Joelle Pineau, Luke Zettlemoyer
MuRAG: Multimodal Retrieval-Augmented Generator for Open Query Answering Over Photographs and Textual content
Wenhu Chen, Hexiang Hu, Xi Chen, Pat Verga, William Cohen
Decoding a Neural Retriever’s Latent House for Question Suggestion
Leonard Adolphs, Michelle Chen Huebscher, Christian Buck, Sertan Girgin, Olivier Bachem, Massimiliano Ciaramita, Thomas Hofmann
Hyper-X: A Unified Hypernetwork for Multi-Activity Multilingual Switch
Ahmet Üstün, Arianna Bisazza, Gosse Bouma, Gertjan van Noord, Sebastian Ruder
Supply a Completely different Perspective: Modeling the Perception Alignment of Arguments in Multi-party Debates
Suzanna Sia, Kokil Jaidka, Hansin Ahuja, Niyati Chhaya, Kevin Duh
Meta-Studying Quick Weight Language Mannequin
Kevin Clark, Kelvin Guu, Ming-Wei Chang, Panupong Pasupat, Geoffrey Hinton, Mohammad Norouzi
Giant Twin Encoders Are Generalizable Retrievers
Jianmo Ni, Chen Qu, Jing Lu, Zhuyun Dai, Gustavo Hernández Ábrego, Vincent Y. Zhao, Yi Luan, Keith B. Corridor, Ming-Wei Chang, Yinfei Yang
CONQRR: Conversational Question Rewriting for Retrieval with Reinforcement Studying
Zeqiu Wu*, Yi Luan, Hannah Rashkin, David Reitter, Hannaneh Hajishirzi, Mari Ostendorf, Gaurav Singh Tomar
Overcoming Catastrophic Forgetting in Zero-Shot Cross-Lingual Technology
Tu Vu*, Aditya Barua, Brian Lester, Daniel Cer, Mohit Iyyer, Noah Fixed
RankGen: Enhancing Textual content Technology with Giant Rating Fashions
Kalpesh Krishna, Yapei Chang, John Wieting, Mohit Iyyer
UnifiedSKG: Unifying and Multi-tasking Structured Information Grounding with Textual content-to-Textual content Language Fashions
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 and Tao Yu
M2D2: A Massively Multi-domain Language Modeling Dataset
Machel Reid, Victor Zhong, Suchin Gururangan, Luke Zettlemoyer
Tomayto, Tomahto. Past Token-Stage Reply Equivalence for Query Answering Analysis
Jannis Bulian, Christian Buck, Wojciech Gajewski, Benjamin Boerschinger, Tal Schuster
COCOA: An Encoder-Decoder Mannequin for Controllable Code-Switched Technology
Sneha Mondal, Ritika Goyal, Shreya Pathak, Preethi Jyothi, Aravindan Raghuveer
Crossmodal-3600: A Massively Multilingual Multimodal Analysis Dataset (see weblog put up)
Ashish V. Thapliyal, Jordi Pont-Tuset, Xi Chen, Radu Soricut
“Will You Discover These Shortcuts?” A Protocol for Evaluating the Faithfulness of Enter Salience Strategies for Textual content Classification (see weblog put up)
Jasmijn Bastings, Sebastian Ebert, Polina Zablotskaia, Anders Sandholm, Katja Filippova
Intriguing Properties of Compression on Multilingual Fashions
Kelechi Ogueji*, Orevaoghene Ahia, Gbemileke A. Onilude, Sebastian Gehrmann, Sara Hooker, Julia Kreutzer
FETA: A Benchmark for Few-Pattern Activity Switch in Open-Area Dialogue
Alon Albalak, Yi-Lin Tuan, Pegah Jandaghi, Connor Pryor, Luke Yoffe, Deepak Ramachandran, Lise Getoor, Jay Pujara, William Yang Wang
SHARE: a System for Hierarchical Assistive Recipe Modifying
Shuyang Li, Yufei Li, Jianmo Ni, Julian McAuley
Context Issues for Picture Descriptions for Accessibility: Challenges for Referenceless Analysis Metrics
Elisa Kreiss, Cynthia Bennett, Shayan Hooshmand, Eric Zelikman, Meredith Ringel Morris, Christopher Potts
Simply Effective-Tune Twice: Selective Differential Privateness for Giant Language Fashions
Weiyan Shi, Ryan Patrick Shea, Si Chen, Chiyuan Zhang, Ruoxi Jia, Zhou Yu
Findings of EMNLP
Leveraging Knowledge Recasting to Improve Tabular Reasoning
Aashna Jena, Manish Shrivastava, Vivek Gupta, Julian Martin Eisenschlos
QUILL: Question Intent with Giant Language Fashions Utilizing Retrieval Augmentation and Multi-stage Distillation
Krishna Srinivasan, Karthik Raman, Anupam Samanta, Lingrui Liao, Luca Bertelli, Michael Bendersky
Adapting Multilingual Fashions for Code-Blended Translation
Aditya Vavre, Abhirut Gupta, Sunita Sarawagi
Desk-To-Textual content Technology and Pre-training with TABT5
Ewa Andrejczuk, Julian Martin Eisenschlos, Francesco Piccinno, Syrine Krichene, Yasemin Altun
Stretching Sentence-Pair NLI Fashions to Motive Over Lengthy Paperwork and Clusters
Tal Schuster, Sihao Chen, Senaka Buthpitiya, Alex Fabrikant, Donald Metzler
Information-Grounded Dialog State Monitoring
Dian Yu*, Mingqiu Wang, Yuan Cao, Izhak Shafran, Laurent El Shafey, Hagen Soltau
Sparse Mixers: Combining MoE and Mixing to Construct a Extra Environment friendly BERT
James Lee-Thorp, Joshua Ainslie
EdiT5: Semi-Autoregressive Textual content Modifying with T5 Heat-Begin
Jonathan Mallinson, Jakub Adamek, Eric Malmi, Aliaksei Severyn
Autoregressive Structured Prediction with Language Fashions
Tianyu Liu, Yuchen Eleanor Jiang, Nicholas Monath, Ryan Cotterell and Mrinmaya Sachan
Trustworthy to the Doc or to the World? Mitigating Hallucinations through Entity-Linked Information in Abstractive Summarization
Yue Dong*, John Wieting, Pat Verga
Investigating Ensemble Strategies for Mannequin Robustness Enchancment of Textual content Classifiers
Jieyu Zhao*, Xuezhi Wang, Yao Qin, Jilin Chen, Kai-Wei Chang
Subject Taxonomy Enlargement through Hierarchy-Conscious Subject Phrase Technology
Dongha Lee, Jiaming Shen, Seonghyeon Lee, Susik Yoon, Hwanjo Yu, Jiawei Han
Benchmarking Language Fashions for Code Syntax Understanding
Da Shen, Xinyun Chen, Chenguang Wang, Koushik Sen, Daybreak Tune
Giant-Scale Differentially Non-public BERT
Rohan Anil, Badih Ghazi, Vineet Gupta, Ravi Kumar, Pasin Manurangsi
In the direction of Tracing Information in Language Fashions Again to the Coaching Knowledge
Ekin Akyurek, Tolga Bolukbasi, Frederick Liu, Binbin Xiong, Ian Tenney, Jacob Andreas, Kelvin Guu
Predicting Lengthy-Time period Citations from Quick-Time period Linguistic Affect
Sandeep Soni, David Bamman, Jacob Eisenstein
Workshops
Widening NLP
Organizers embrace: Shaily Bhatt, Sunipa Dev, Isidora Tourni
The First Workshop on Ever Evolving NLP (EvoNLP)
Organizers embrace: Bhuwan Dhingra
Invited Audio system embrace: Eunsol Choi, Jacob Einstein
Massively Multilingual NLU 2022
Invited Audio system embrace: Sebastian Ruder
Second Workshop on NLP for Optimistic Influence
Invited Audio system embrace: Milind Tambe
BlackboxNLP – Workshop on Analyzing and Deciphering Neural Networks for NLP
Organizers embrace: Jasmijn Bastings
MRL: The 2nd Workshop on Multi-lingual Illustration Studying
Organizers embrace: Orhan Firat, Sebastian Ruder
Novel Concepts in Studying-to-Be taught By Interplay (NILLI)
Program Committee consists of: Yu-Siang Wang
Tutorials
Emergent Language-Based mostly Coordination In Deep Multi-Agent Techniques
Marco Baroni, Roberto Dessi, Angeliki Lazaridou
Tutorial on Causal Inference for Pure Language Processing
Zhijing Jin, Amir Feder, Kun Zhang
Modular and Parameter-Environment friendly Effective-Tuning for NLP Fashions
Sebastian Ruder, Jonas Pfeiffer, Ivan Vulic
* Work performed whereas at Google
