EMNLP - arXivDaily 期刊&会议

2109.05105 2021-09-14 cs.CL

Towards Zero-shot Commonsense Reasoning with Self-supervised Refinement of Language Models

Tassilo Klein, Moin Nabi

Comments To appear at EMNLP 2021

2109.05093 2021-09-14 cs.CL cs.PL

PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models

Torsten Scholak, Nathan Schucher, Dzmitry Bahdanau

Comments Accepted to EMNLP 2021. 7 pages

2109.05074 2021-09-14 cs.CL cs.AI cs.LG cs.SI

FBERT: A Neural Transformer for Identifying Offensive Content

Diptanu Sarkar, Marcos Zampieri, Tharindu Ranasinghe, Alexander Ororbia

Comments Accepted to EMNLP Findings

2109.05042 2021-09-14 cs.CL

Reference-Centric Models for Grounded Collaborative Dialogue

Daniel Fried, Justin T. Chiu, Dan Klein

Comments EMNLP 2021

2109.04408 2021-09-14 cs.CL cs.AI cs.LG

Learning with Different Amounts of Annotation: From Zero to Many Labels

Shujian Zhang, Chengyue Gong, Eunsol Choi

Comments EMNLP 2021; Our code is publicly available at https://github.com/szhang42/Uneven_training_data

2109.04080 2021-09-14 cs.CL

Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining

Yicheng Zou, Bolin Zhu, Xingwu Hu, Tao Gui, Qi Zhang

Comments Accepted by EMNLP 2021, 12 pages

2109.02865 2021-09-14 cs.CV

Journalistic Guidelines Aware News Image Captioning

Xuewen Yang, Svebor Karaman, Joel Tetreault, Alex Jaimes

Journal ref EMNLP 2021

2109.00544 2021-09-14 cs.CL cs.AI cs.LG

Towards Improving Adversarial Training of NLP Models

Jin Yong Yoo, Yanjun Qi

Comments EMNLP Findings 2021

2108.12202 2021-09-14 cs.CL

A Partition Filter Network for Joint Entity and Relation Extraction

Zhiheng Yan, Chong Zhang, Jinlan Fu, Qi Zhang, Zhongyu Wei

Comments EMNLP 2021 main conference

2108.12084 2021-09-14 cs.CL cs.AI cs.LG

Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies

Sunipa Dev, Masoud Monajatipoor, Anaelia Ovalle, Arjun Subramonian, Jeff M Phillips, Kai-Wei Chang

Journal ref EMNLP 2021

2104.08727 2021-09-14 cs.CL cs.AI

GooAQ: Open Question Answering with Diverse Answer Types

Daniel Khashabi, Amos Ng, Tushar Khot, Ashish Sabharwal, Hannaneh Hajishirzi, Chris Callison-Burch

Comments EMNLP-Findings 2021

2104.08350 2021-09-14 cs.CL

ESTER: A Machine Reading Comprehension Dataset for Event Semantic Relation Reasoning

Rujun Han, I-Hung Hsu, Jiao Sun, Julia Baylon, Qiang Ning, Dan Roth, Nanyun Peng

Comments This paper has been accepted my EMNLP'21 main conference

2104.07571 2021-09-14 cs.CL

Toward Deconfounding the Influence of Entity Demographics for Question Answering Accuracy

Maharshi Gor, Kellie Webster, Jordan Boyd-Graber

Comments Accepted at EMNLP 2021

2104.01477 2021-09-14 cs.CL

Exploring the Role of BERT Token Representations to Explain Sentence Probing Results

Hosein Mohebbi, Ali Modarressi, Mohammad Taher Pilehvar

Comments Accepted to EMNLP 2021 (main conference)

2102.11972 2021-09-14 cs.LG cs.CL

Do Transformer Modifications Transfer Across Implementations and Applications?

Sharan Narang, Hyung Won Chung, Yi Tay, William Fedus, Thibault Fevry, Michael Matena, Karishma Malkan, Noah Fiedel, Noam Shazeer, Zhenzhong Lan, Yanqi Zhou, Wei Li, Nan Ding, Jake Marcus, Adam Roberts, Colin Raffel

Comments To appear at EMNLP 2021 as a conference paper

2010.12885 2021-09-14 cs.CL

Unsupervised Paraphrasing with Pretrained Language Models

Tong Niu, Semih Yavuz, Yingbo Zhou, Nitish Shirish Keskar, Huan Wang, Caiming Xiong

Comments Accepted at EMNLP 2021 main conference

2007.00049 2021-09-14 cs.CL cs.AI cs.LG

OSCaR: Orthogonal Subspace Correction and Rectification of Biases in Word Embeddings

Sunipa Dev, Tao Li, Jeff M Phillips, Vivek Srikumar

Journal ref EMNLP 2021

2109.05006 2021-09-13 cs.CL

BiSECT: Learning to Split and Rephrase Sentences with Bitexts

Joongwon Kim, Mounica Maddela, Reno Kriz, Wei Xu, Chris Callison-Burch

Comments 9 pages, 9 figures. Long paper to appear in Empirical Methods in Natural Language Processing 2021 (EMNLP 2021)

2109.05003 2021-09-13 cs.CL cs.LG

Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training

Yu Meng, Yunyi Zhang, Jiaxin Huang, Xuan Wang, Yu Zhang, Heng Ji, Jiawei Han

Comments EMNLP 2021. (Code: https://github.com/yumeng5/RoSTER)

2109.04994 2021-09-13 cs.CL cs.AI cs.LG

Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization

Junpeng Liu, Yanyan Zou, Hainan Zhang, Hongshen Chen, Zhuoye Ding, Caixia Yuan, Xiaojie Wang

Comments EMNLP 2021

2109.04957 2021-09-13 cs.CL

Controlled Neural Sentence-Level Reframing of News Articles

Wei-Fan Chen, Khalid Al-Khatib, Benno Stein, Henning Wachsmuth

Journal ref EMNLP 2021 Findings

2109.04953 2021-09-13 cs.CL cs.LG

Does Pretraining for Summarization Require Knowledge Transfer?

Kundan Krishna, Jeffrey Bigham, Zachary C. Lipton

Comments Camera-ready for Findings of EMNLP 2021

2109.04922 2021-09-13 cs.CL

Beyond the Tip of the Iceberg: Assessing Coherence of Text Classifiers

Shane Storks, Joyce Chai

Comments Accepted to Findings of EMNLP 2021

2109.04921 2021-09-13 cs.CL cs.AI

Examining Cross-lingual Contextual Embeddings with Orthogonal Structural Probes

Tomasz Limisiewicz, David Mareček

Comments EMNLP 2021 Main Conference

2109.04912 2021-09-13 cs.CL cs.AI cs.LG

ReasonBERT: Pre-trained to Reason with Distant Supervision

Xiang Deng, Yu Su, Alyssa Lees, You Wu, Cong Yu, Huan Sun

Comments Accepted to EMNLP'2021. Our code and pre-trained models are available at https://github.com/sunlab-osu/ReasonBERT

2109.04901 2021-09-13 cs.CL

Document-level Entity-based Extraction as Template Generation

Kung-Hsiang Huang, Sam Tang, Nanyun Peng

Comments 13 pages. EMNLP 2021

2109.04877 2021-09-13 cs.CL cs.AI

Efficient Test Time Adapter Ensembling for Low-resource Language Varieties

Xinyi Wang, Yulia Tsvetkov, Sebastian Ruder, Graham Neubig

Comments EMNLP 2021 Findings

2109.04867 2021-09-13 cs.CL

Studying word order through iterative shuffling

Nikolay Malkin, Sameera Lanka, Pranav Goel, Nebojsa Jojic

Comments EMNLP 2021

2109.04853 2021-09-13 cs.CL

CoPHE: A Count-Preserving Hierarchical Evaluation Metric in Large-Scale Multi-Label Text Classification

Matúš Falis, Hang Dong, Alexandra Birch, Beatrice Alex

Comments 5 pages, 2 figures, EMNLP 2021

2109.04838 2021-09-13 cs.LG cs.CL

Block Pruning For Faster Transformers

François Lagunas, Ella Charlaix, Victor Sanh, Alexander M. Rush

Comments EMNLP 2021. Code, hyper-parameters, evaluation results and checkpoints available at https://github.com/huggingface/nn_pruning