EMNLP

Training Flexible Depth Model by Multi-Task Learning for Neural Machine Translation

Qiang Wang, Tong Xiao, Jingbo Zhu

Comments Accepted at Findings of EMNLP 2020

Unsupervised Natural Language Inference via Decoupled Multimodal Contrastive Learning

Wanyun Cui, Guangyu Zheng, Wei Wang

Comments Published at EMNLP 2020

Inferring symmetry in natural language

Chelsea Tanchip, Lei Yu, Aotao Xu, Yang Xu

Comments 10 pages, 4 figures, Findings of EMNLP

MAST: Multimodal Abstractive Summarization with Trimodal Hierarchical Attention

Aman Khullar, Udit Arora

Comments To appear in the first EMNLP Workshop on NLP Beyond Text, 2020. Aman Khullar and Udit Arora have equal contribution

What is More Likely to Happen Next? Video-and-Language Future Event Prediction

Jie Lei, Licheng Yu, Tamara L. Berg, Mohit Bansal

Comments EMNLP 2020 (17 pages)

Room-Across-Room: Multilingual Vision-and-Language Navigation with Dense Spatiotemporal Grounding

Alexander Ku, Peter Anderson, Roma Patel, Eugene Ie, Jason Baldridge

Comments EMNLP 2020

Investigating representations of verb bias in neural language models

Robert D. Hawkins, Takateru Yamakoshi, Thomas L. Griffiths, Adele E. Goldberg

Comments Accepted to EMNLP

Discern: Discourse-Aware Entailment Reasoning Network for Conversational Machine Reading

Yifan Gao, Chien-Sheng Wu, Jingjing Li, Shafiq Joty, Steven C. H. Hoi, Caiming Xiong, Irwin King, Michael R. Lyu

Comments EMNLP 2020 main conference, 11 pages, 3 Figures

MUTANT: A Training Paradigm for Out-of-Distribution Generalization in Visual Question Answering

Tejas Gokhale, Pratyay Banerjee, Chitta Baral, Yezhou Yang

Comments Accepted to EMNLP 2020, Long Papers

An Imitation Game for Learning Semantic Parsers from User Interaction

Ziyu Yao, Yiqi Tang, Wen-tau Yih, Huan Sun, Yu Su

Comments Accepted to EMNLP 2020. 21 pages, 6 figures

Beyond Instructional Videos: Probing for More Diverse Visual-Textual Grounding on YouTube

Jack Hessel, Zhenhai Zhu, Bo Pang, Radu Soricut

Comments 11 pages including supplementary materials

Journal ref Published in EMNLP 2020

TinyBERT: Distilling BERT for Natural Language Understanding

Xiaoqi Jiao, Yichun Yin, Lifeng Shang, Xin Jiang, Xiao Chen, Linlin Li, Fang Wang, Qun Liu

Comments Findings of EMNLP 2020; results have been updated; code and model: https://github.com/huawei-noah/Pretrained-Language-Model/tree/master/TinyBERT

Compressive Summarization with Plausibility and Salience Modeling

Shrey Desai, Jiacheng Xu, Greg Durrett

Comments Accepted to EMNLP 2020

Understanding Neural Abstractive Summarization Models via Uncertainty

Jiacheng Xu, Shrey Desai, Greg Durrett

Comments To appear in EMNLP 2020; code available at https://github.com/jiacheng-xu/text-sum-uncertainty

Pronoun-Targeted Fine-tuning for NMT with Hybrid Losses

Prathyusha Jwalapuram, Shafiq Joty, Youlin Shen

Comments EMNLP 2020

Grammatical Error Correction in Low Error Density Domains: A New Benchmark and Analyses

Simon Flachs, Ophélie Lacroix, Helen Yannakoudakis, Marek Rei, Anders Søgaard

Comments Accepted at EMNLP 2020

Improving Constituency Parsing with Span Attention

Yuanhe Tian, Yan Song, Fei Xia, Tong Zhang

Comments Natural Language Processing. 13 pages, 6 figures. Findings of EMNLP-2020

Natural Language Rationales with Full-Stack Visual Reasoning: From Pixels to Semantic Frames to Commonsense Graphs

Ana Marasović, Chandra Bhagavatula, Jae Sung Park, Ronan Le Bras, Noah A. Smith, Yejin Choi

Comments Accepted to Findings of EMNLP

Learning Improvised Chatbots from Adversarial Modifications of Natural Language Feedback

Makesh Narsimhan Sreedhar, Kun Ni, Siva Reddy

Comments Accepted for publication at Findings of EMNLP 2020

Structured Self-Attention Weights Encode Semantics in Sentiment Analysis

Zhengxuan Wu, Thanh-Son Nguyen, Desmond C. Ong

Comments 10 pages

Journal ref BlackBoxNLP Workshop at EMNLP 2020

Dual Inference for Improving Language Understanding and Generation

Shang-Yu Su, Yung-Sung Chuang, Yun-Nung Chen

Comments Published in Findings of EMNLP 2020. The first two authors contributed to this paper equally

Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics

Swabha Swayamdipta, Roy Schwartz, Nicholas Lourie, Yizhong Wang, Hannaneh Hajishirzi, Noah A. Smith, Yejin Choi

Comments Proceedings of EMNLP 2020

Automatically Identifying Gender Issues in Machine Translation using Perturbations

Hila Gonen, Kellie Webster

Comments Findings of EMNLP 2020

Calibration of Pre-trained Transformers

Shrey Desai, Greg Durrett

Comments Accepted to EMNLP 2020

Text Classification Using Label Names Only: A Language Model Self-Training Approach

Yu Meng, Yunyi Zhang, Jiaxin Huang, Chenyan Xiong, Heng Ji, Chao Zhang, Jiawei Han

Comments EMNLP 2020. (Code: https://github.com/yumeng5/LOTClass)

The EOS Decision and Length Extrapolation

Benjamin Newman, John Hewitt, Percy Liang, Christopher D. Manning

Comments 16 page, 7 Figures, 9 Tables, Blackbox NLP Workshop at EMNLP 2020

Re-evaluating Evaluation in Text Summarization

Manik Bhandari, Pranav Gour, Atabak Ashfaq, Pengfei Liu, Graham Neubig

Comments Accepted at EMNLP 2020

NwQM: A neural quality assessment framework for Wikipedia

Bhanu Prakash Reddy, Sasi Bhusan, Soumya Sarkar, Animesh Mukherjee

Comments EMNLP 2020: Long paper

Unsupervised Relation Extraction from Language Models using Constrained Cloze Completion

Ankur Goswami, Akshata Bhat, Hadar Ohana, Theodoros Rekatsinas

Comments 14 pages, 5 figures, Accepted to Findings of EMNLP 2020

Vokenization: Improving Language Understanding with Contextualized, Visual-Grounded Supervision

Hao Tan, Mohit Bansal

Comments EMNLP 2020 (15 pages)