Conference on Empirical Methods in Natural Language Processing (EMNLP 2021)

Main Conference

What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers (long paper)
Boseop Kim, HyoungSeok Kim, Sang-Woo Lee, Gichang Lee, Donghyun Kwak, Jeon Dong Hyeon, Sunghyun Park, Sungju Kim, Seonhoon Kim, Dongpil Seo, Heungsub Lee, Minyoung Jeong, Sungjae Lee, Minsub Kim, Suk Hyun Ko, Seokhun Kim, Taeyong Park, Jinuk Kim, Soyoung Kang, Na-Hyeon Ryu, Kang Min Yoo, Minsuk Chang, Soobin Suh, Sookyo In, Jinseong Park, Kyungduk Kim, Hiun Kim, Jisu Jeong, Yong Goo Yeo, Donghoon Ham, Dongju Park, Min Young Lee, Jaewook Kang, Inho Kang, Jung-Woo Ha, Woomyoung Park and Nako Sung
[PDF] [arXiv]

Efficient Inference for Multilingual Neural Machine Translation (long paper)
Alexandre Berard, Dain Lee, Stephane Clinchant, Kweonwoo Jung and Vassilina Nikoulina
[PDF][arXiv]

Multilingual Unsupervised Neural Machine Translation with Denoising Adapters (long paper)
Ahmet Üstün, Alexandre Berard, Laurent Besacier and Matthias Gallé
[PDF][arXiv]

Cost-effective End-to-end Information Extraction for Semi-structured Document Images
Wonseok Hwang, Hyunji Lee, Jinyeong Yim, Geewook Kim and Minjoon Seo
[PDF] [arXiv]

Can Language Models be Biomedical Knowledge Bases?
Mujeen Sung, Jinhyuk Lee, Sean Yi, Minji Jeon, Sungdong Kim and Jaewoo Kang
[PDF] [arXiv]

​Semantic Context Path Labeling for Semantic Exploration of User Reviews (demo)
Salah Aït-Mokhtar, Caroline Brun, Yves Hoppenot and Agnes Sandor

Findings papers:

GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation
Kang Min Yoo, Dongju Park, Jaewook Kang, Sang-Woo Lee and Woomyoung Park
[PDF]

Reasoning Visual Dialog with Sparse Graph Learning and Knowledge Transfer
Gi-Cheon Kang, Junseok Park, Hwaran Lee, Byoung-Tak Zhang and Jin-Hwa Kim
[PDF] [arXiv]

Devil’s Advocate: Novel Boosting Ensemble Method from Psychological Findings for Text Classification
Hwiyeol Jo, Jaeseo Lim and Byoung-Tak Zhang
[PDF]

​Modeling Mathematical Notation Semantics in Academic Papers
Hwiyeol Jo, Dongyeop Kang, Andrew Head and Marti A. Hearst
[PDF]

An Uncertainty-Aware Encoder for Aspect Detection
Thi-Nhung Nguyen, Kiem-Hieu Nguyen, Young-In Song and Tuan-Dung Cao
[PDF]

CODI (2^nd Workshop on Computational Approaches to Discourse, co-located with EMNLP)

CoNLL (The SIGNLL Conference on Computational Natural Language Learning, co-located with EMNLP)

WMT (6^th Conference on Machine Translation, co-located with EMNLP)

Multilingual Domain Adaptation for NMT: Decoupling Language and Domain Information with Adapters
Asa Cooper Stickland, Alexandre Berard and Vassilina Nikoulina
[arXiv]

​Continual Learning in Multilingual NMT via Language-Specific Embeddings
Alexandre Berard
[arXiv]

​Findings of the WMT Shared Task on Machine Translation Using Terminologies
Md Mahfuz Ibn Alam, Ivana Kvapilíková, Antonios Anastasopoulos, Laurent Besacier, Georgiana Dinu, Marcello Federico, Matthias Gallé, Kweonwoo Jung, Philipp Koehn and Vassilina Nikoulina
[PDF]