EMNLP

ConNER: Consistency Training for Cross-lingual Named Entity Recognition

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

Comments Accepted by EMNLP 2022

Data-Efficient Autoregressive Document Retrieval for Fact Verification

James Thorne

Comments To appear at SustaiNLP@EMNLP 2022. Code is available: https://github.com/j6mes/sustainlp2022-deardr

Execution-based Evaluation for Data Science Code Generation Models

Junjie Huang, Chenglong Wang, Jipeng Zhang, Cong Yan, Haotian Cui, Jeevana Priya Inala, Colin Clement, Nan Duan, Jianfeng Gao

Comments Accepted by the 4th Workshop on Data Science with Human-in-the-loop (DaSH) at EMNLP 2022

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

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

Comments Accepted at EMNLP-2022. 19 pages, 17 figures, 4 tables

Autoregressive Structured Prediction with Language Models

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

Comments EMNLP 2022 (findings)

Unsupervised Learning of Hierarchical Conversation Structure

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

Comments In Findings of the Conference on Empirical Methods in Natural Language Processing (EMNLP 2022 Findings)

Language Contamination Helps Explain the Cross-lingual Capabilities of English Pretrained Models

Terra Blevins, Luke Zettlemoyer

Comments EMNLP 2022; corrected typos in appendix tables

On Measuring the Intrinsic Few-Shot Hardness of Datasets

Xinran Zhao, Shikhar Murty, Christopher D. Manning

Comments EMNLP 2022 camera ready version

UniRel: Unified Representation and Interaction for Joint Relational Triple Extraction

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

Comments Accepted at EMNLP 2022. Camera-ready version

Consecutive Question Generation via Dynamic Multitask Learning

Yunji Li, Sujian Li, Xing Shi

Comments Findings of EMNLP 2022

Hierarchical Phrase-based Sequence-to-Sequence Learning

Bailin Wang, Ivan Titov, Jacob Andreas, Yoon Kim

Comments EMNLP 2022

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

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

Journal ref Findings of EMNLP 2022 short

MasakhaNER 2.0: Africa-centric Transfer Learning 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, 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

Comments Accepted to EMNLP 2022 (updated Github link)

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

Comments Published on EMNLP 2022

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

Ayush Maheshwari, Nikhil Singh, Amrith Krishna, Ganesh Ramakrishnan

Comments Findings of EMNLP, 2022. Code and Data: https://github.com/ayushbits/pe-ocr-sanskrit

Breakpoint Transformers for Modeling and Tracking Intermediate Beliefs

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

Comments EMNLP 2022

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

Joseph J. Peper, Lu Wang

Comments Findings of EMNLP 2022

RankGen: Improving Text Generation with Large Ranking Models

Kalpesh Krishna, Yapei Chang, John Wieting, Mohit Iyyer

Comments EMNLP 2022 (34 pages), model checkpoints available at https://github.com/martiansideofthemoon/rankgen. Added comparisons to newer decoding methods (contrastive search, contrastive decoding, eta sampling)

Dialogue Meaning Representation for Task-Oriented Dialogue Systems

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

Comments EMNLP 2022 Findings camera ready

Exploring Dual Encoder Architectures for Question Answering

Zhe Dong, Jianmo Ni, Daniel M. Bikel, Enrique Alfonseca, Yuan Wang, Chen Qu, Imed Zitouni

Comments Published in EMNLP 2022

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

Comments EMNLP 2022, 13 pages

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

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

Comments EMNLP Findings camera-ready

Invariant Language Modeling

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

Comments Published at EMNLP 2022

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

Comments detecting previously fact-checked claims, fact-checking, disinformation, fake news, social media, political debates

Journal ref EMNLP-2022

Data Augmentation with Hierarchical SQL-to-Question Generation for Cross-domain Text-to-SQL Parsing

Kun Wu, Lijie Wang, Zhenghua Li, Ao Zhang, Xinyan Xiao, Hua Wu, Min Zhang, Haifeng Wang

Journal ref EMNLP 2021

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

Swarnadeep Saha, Peter Hase, Nazneen Rajani, Mohit Bansal

Comments EMNLP 2022 (11 pages)

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

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

Comments Accepted by EMNLP'2022

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

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

Comments Accepted at EMNLP 2022. Camera-ready version

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

Comments Accepted at EMNLP 2022. Camera-ready version

Learning to Model Multimodal Semantic Alignment for Story Visualization

Bowen Li, Thomas Lukasiewicz

Comments EMNLP 2022