每日论文速递：自然语言处理相关（10月22日更新版）

作者：Hsu
转载自：深度学习这件小事
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自然语言处理（10月22日更新版）

[1] A Systematic Review on the Detection of Fake News Articles作者 | Nathaniel Hoy, Theodora Koulouri链接 | https://arxiv.org/abs/2110.11240 备注 | 22 Pages, 16 Figures, Currently submitted to ACM TIST - Awaiting Peer-Review

[2] Topic-Guided Abstractive Multi-Document Summarization作者 | Peng Cui, Le Hu链接 | https://arxiv.org/abs/2110.11207 备注 | accepted at findings of EMNLP 2021

[3] Asynchronous Decentralized Distributed Training of Acoustic Models作者 | Xiaodong Cui, Wei Zhang, Abdullah Kayi, Mingrui Liu, Ulrich Finkler, Brian Kingsbury, George Saon, David Kung链接 | https://arxiv.org/abs/2110.11199 备注 | Accepted by IEEE/ACM Transactions on Audio, Speech and Language Processing

[4] A guided journey through non-interactive automatic story generation作者 | Luis Miguel Botelho链接 | https://arxiv.org/abs/2110.11167

[5] Modeling Performance in Open-Domain Dialogue with PARADISE作者 | Marilyn Walker, Colin Harmon, James Graupera, Davan Harrison, Steve Whittaker链接 | https://arxiv.org/abs/2110.11164 备注 | The 12th International Workshop on Spoken Dialog System Technology, November 2021

[6] Improving Non-autoregressive Generation with Mixup Training作者 | Ting Jiang, Shaohan Huang, Zihan Zhang, Deqing Wang, Fuzhen Zhuang, Furu Wei, Haizhen Huang, Liangjie Zhang, Qi Zhang链接 | https://arxiv.org/abs/2110.11115

[7] CNewSum: A Large-scale Chinese News Summarization Dataset with Human-annotated Adequacy and Deducibility Level作者 | Danqing Wang, Jiaze Chen, Xianze Wu, Hao Zhou, Lei Li链接 | https://arxiv.org/abs/2110.10874

[8] Principled Representation Learning for Entity Alignment作者 | Lingbing Guo, Zequn Sun, Mingyang Chen, Wei Hu, Qiang Zhang, Huajun Chen链接 | https://arxiv.org/abs/2110.10871

[9] Integrating Visuospatial, Linguistic and Commonsense Structure into Story Visualization作者 | Adyasha Maharana, Mohit Bansal链接 | https://arxiv.org/abs/2110.10834 备注 | EMNLP 2021 (16 pages)

[10] An Open Natural Language Processing Development Framework for EHR-based Clinical Research: A case demonstration using the National COVID Cohort Collaborative (N3C)作者 | Sijia Liu, Andrew Wen, Liwei Wang, Huan He, Sunyang Fu, Robert Miller, Andrew Williams, Daniel Harris, Ramakanth Kavuluru, Mei Liu, Noor Abu-el-rub, Rui Zhang, John D. Osborne, Masoud Rouhizadeh, Yongqun He, Emily Pfaff, Christopher G. Chute, Tim Duong, Melissa A. Haendel, Rafael Fuentes, Peter Szolovits, Hua Xu, Hongfang Liu (N3C Natural Language Processing (NLP) Subgroup)链接 | https://arxiv.org/abs/2110.10780

[11] Contrastive Document Representation Learning with Graph Attention Networks作者 | Peng Xu, Xinchi Chen, Xiaofei Ma, Zhiheng Huang, Bing Xiang链接 | https://arxiv.org/abs/2110.10778 备注 | Findings of EMNLP 2021

[12] SciXGen: A Scientific Paper Dataset for Context-Aware Text Generation作者 | Hong Chen, Hiroya Takamura, Hideki Nakayama链接 | https://arxiv.org/abs/2110.10774 备注 | this paper was accepted by EMNLP2021-findings

[13] Better than Average: Paired Evaluation of NLP Systems作者 | Maxime Peyrard, Wei Zhao, Steffen Eger, Robert West链接 | https://arxiv.org/abs/2110.10746 备注 | Published in ACL 2021 (long paper)

[14] A Self-Explainable Stylish Image Captioning Framework via Multi-References作者 | Chengxi Li, Brent Harrison链接 | https://arxiv.org/abs/2110.10704 备注 | arXiv admin note: substantial text overlap with arXiv:2103.11186

[15] Evaluating the Evaluation Metrics for Style Transfer: A Case Study in Multilingual Formality Transfer作者 | Eleftheria Briakou, Sweta Agrawal, Joel Tetreault, Marine Carpuat链接 | https://arxiv.org/abs/2110.10668 备注 | EMNLP 2021

[16] SILG: The Multi-environment Symbolic Interactive Language Grounding Benchmark作者 | Victor Zhong, Austin W. Hanjie, Sida I. Wang, Karthik Narasimhan, Luke Zettlemoyer链接 | https://arxiv.org/abs/2110.10661 备注 | NeurIPS 2021. 14 pages, 8 figures

[17] Overview of the 2021 Key Point Analysis Shared Task作者 | Roni Friedman, Lena Dankin, Yufang Hou, Ranit Aharonov, Yoav Katz, Noam Slonim链接 | https://arxiv.org/abs/2110.10577

[18] SocialVisTUM: An Interactive Visualization Toolkit for Correlated Neural Topic Models on Social Media Opinion Mining作者 | Gerhard Hagerer, Martin Kirchhoff, Hannah Danner, Robert Pesch, Mainak Ghosh, Archishman Roy, Jiaxi Zhao, Georg Groh链接 | https://arxiv.org/abs/2110.10575 备注 | Demo paper accepted for publication on RANLP 2021; 8 pages, 5 figures, 1 table

[19] Continual Learning in Multilingual NMT via Language-Specific Embeddings作者 | Alexandre Berard链接 | https://arxiv.org/abs/2110.10478 备注 | Accepted as a research paper to WMT 2021

[20] Multilingual Unsupervised Neural Machine Translation with Denoising Adapters作者 | Ahmet Üstün, Alexandre Bérard, Laurent Besacier, Matthias Gallé链接 | https://arxiv.org/abs/2110.10472 备注 | Accepted as a long paper to EMNLP 2021

[21] Interpreting Deep Learning Models in Natural Language Processing: A Review作者 | Xiaofei Sun, Diyi Yang, Xiaoya Li, Tianwei Zhang, Yuxian Meng, Qiu Han, Guoyin Wang, Eduard Hovy, Jiwei Li链接 | https://arxiv.org/abs/2110.10470

[22] Knowledge Graph informed Fake News Classification via Heterogeneous Representation Ensembles作者 | Boshko Koloski, Timen Stepišnik-Perdih, Marko Robnik-Šikonja, Senja Pollak, Blaž Škrlj链接 | https://arxiv.org/abs/2110.10457

[23] Discontinuous Grammar as a Foreign Language作者 | Daniel Fernández-González, Carlos Gómez-Rodríguez链接 | https://arxiv.org/abs/2110.10431 备注 | 22 pages

[24] Distributionally Robust Classifiers in Sentiment Analysis作者 | Shilun Li, Renee Li, Carina Zhang链接 | https://arxiv.org/abs/2110.10372

[25] Hierarchical Aspect-guided Explanation Generation for Explainable Recommendation作者 | Yidan Hu, Yong Liu, Chunyan Miao, Gongqi Lin, Yuan Miao链接 | https://arxiv.org/abs/2110.10358

[26] News-based Business Sentiment and its Properties as an Economic Index作者 | Kazuhiro Seki, Yusuke Ikuta, Yoichi Matsubayashi链接 | https://arxiv.org/abs/2110.10340 备注 | 40 pages, to be published in Information Processing and Management

[27] SLAM: A Unified Encoder for Speech and Language Modeling via Speech-Text Joint Pre-Training作者 | Ankur Bapna, Yu-an Chung, Nan Wu, Anmol Gulati, Ye Jia, Jonathan H. Clark, Melvin Johnson, Jason Riesa, Alexis Conneau, Yu Zhang链接 | https://arxiv.org/abs/2110.10329

[28] R3Net:Relation-embedded Representation Reconstruction Network for Change Captioning作者 | Yunbin Tu, Liang Li, Chenggang Yan, Shengxiang Gao, Zhengtao Yu链接 | https://arxiv.org/abs/2110.10328 备注 | Accepted by EMNLP 2021

[29] LMSOC: An Approach for Socially Sensitive Pretraining作者 | Vivek Kulkarni, Shubhanshu Mishra, Aria Haghighi链接 | https://arxiv.org/abs/2110.10319 项目链接 | https://github.com/twitter-research/lmsoc备注 | Camera ready version. Accepted to EMNLP 2021 Findings.

[30] Improved Multilingual Language Model Pretraining for Social Media Text via Translation Pair Prediction作者 | Shubhanshu Mishra, Aria Haghighi链接 | https://arxiv.org/abs/2110.10318 项目链接 | https://github.com/twitter-research/multilingual-alignment-tpp备注 | Camera ready version. Accepted to WNUT 2021.

[31] Learning Domain Specific Language Models for Automatic Speech Recognition through Machine Translation作者 | Saurav Jha链接 | https://arxiv.org/abs/2110.10261 备注 | Master's thesis work from July 2021, 22 pages including references

[32] Neural Medication Extraction: A Comparison of Recent Models in Supervised and Semi-supervised Learning Settings作者 | Ali Can Kocabiyikoglu, François Portet, Raheel Qader, Jean-Marc Babouchkine链接 | https://arxiv.org/abs/2110.10213 备注 | IEEE International Conference on Healthcare Informatics (ICHI 2021)

[33] GenNI: Human-AI Collaboration for Data-Backed Text Generation作者 | Hendrik Strobelt, Jambay Kinley, Robert Krueger, Johanna Beyer, Hanspeter Pfister, Alexander M. Rush链接 | https://arxiv.org/abs/2110.10185 备注 | IEEE VIS 2021

[34] Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and Documents作者 | Yusen Zhang, Ansong Ni, Ziming Mao, Chen Henry Wu, Chenguang Zhu, Budhaditya Deb, Ahmed H. Awadallah, Dragomir Radev, Rui Zhang链接 | https://arxiv.org/abs/2110.10150

[35] A Python Package to Detect Anti-Vaccine Users on Twitter作者 | Matheus Schmitz, Goran Murić, Keith Burghardt链接 | https://arxiv.org/abs/2110.11333

[36] Fast Model Editing at Scale作者 | Eric Mitchell, Charles Lin, Antoine Bosselut, Chelsea Finn, Christopher D. Manning链接 | https://arxiv.org/abs/2110.11309 项目链接 | https://sites.google.com/view/mend-editing

[37] DAIR: Data Augmented Invariant Regularization作者 | Tianjian Huang, Shaunak Halbe, Chinnadhurai Sankar, Pooyan Amini, Satwik Kottur, Alborz Geramifard, Meisam Razaviyayn, Ahmad Beirami链接 | https://arxiv.org/abs/2110.11205 备注 | 15 pages

[38] LOA: Logical Optimal Actions for Text-based Interaction Games作者 | Daiki Kimura, Subhajit Chaudhury, Masaki Ono, Michiaki Tatsubori, Don Joven Agravante, Asim Munawar, Akifumi Wachi, Ryosuke Kohita, Alexander Gray链接 | https://arxiv.org/abs/2110.10973 备注 | ACL-IJCNLP 2021 (demo paper)

[39] Neuro-Symbolic Reinforcement Learning with First-Order Logic作者 | Daiki Kimura, Masaki Ono, Subhajit Chaudhury, Ryosuke Kohita, Akifumi Wachi, Don Joven Agravante, Michiaki Tatsubori, Asim Munawar, Alexander Gray链接 | https://arxiv.org/abs/2110.10963 备注 | EMNLP 2021 (main conference)

[40] Single-Modal Entropy based Active Learning for Visual Question Answering作者 | Dong-Jin Kim, Jae Won Cho, Jinsoo Choi, Yunjae Jung, In So Kweon链接 | https://arxiv.org/abs/2110.10906 备注 | Accepted to BMVC 2021

[41] The R package sentometrics to compute, aggregate and predict with textual sentiment作者 | David Ardia, Keven Bluteau, Samuel Borms, Kris Boudt链接 | https://arxiv.org/abs/2110.10817

[42] Knowledge distillation from language model to acoustic model: a hierarchical multi-task learning approach作者 | Mun-Hak Lee, Joon-Hyuk Chang链接 | https://arxiv.org/abs/2110.10429 备注 | 4page + 1page for citation + 2 pages for appendix

[43] StructFormer: Learning Spatial Structure for Language-Guided Semantic Rearrangement of Novel Objects作者 | Weiyu Liu, Chris Paxton, Tucker Hermans, Dieter Fox链接 | https://arxiv.org/abs/2110.10189

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