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A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios

23 October 2020

Papers citing "A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios"

50 / 147 papers shown

Title
Unsupervised Domain Clusters in Pretrained Language Models Roee Aharoni Yoav Goldberg 97 251 0 05 Apr 2020
BAE: BERT-based Adversarial Examples for Text Classification Siddhant Garg Goutham Ramakrishnan AAML SILM 204 556 0 04 Apr 2020
NukeBERT: A Pre-trained language model for Low Resource Nuclear Domain Ayush Jain Meenachi Ganesamoorty Dr. B. Venkatraman 22 13 0 30 Mar 2020
XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization Junjie Hu Sebastian Ruder Aditya Siddhant Graham Neubig Orhan Firat Melvin Johnson ELM 206 976 0 24 Mar 2020
Distant Supervision and Noisy Label Learning for Low Resource Named Entity Recognition: A Study on Hausa and Yorùbá David Ifeoluwa Adelani Michael A. Hedderich D. Zhu Esther van den Berg Dietrich Klakow 57 12 0 18 Mar 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 368 1,489 0 18 Mar 2020
A Primer in BERTology: What we know about how BERT works Anna Rogers Olga Kovaleva Anna Rumshisky OffRL 94 1,503 0 27 Feb 2020
DivideMix: Learning with Noisy Labels as Semi-supervised Learning Junnan Li R. Socher Guosheng Lin NoLa 107 1,034 0 18 Feb 2020
Zero-Resource Cross-Domain Named Entity Recognition Zihan Liu Genta Indra Winata Pascale Fung 84 47 0 14 Feb 2020
Multilingual Alignment of Contextual Word Representations Steven Cao Nikita Kitaev Dan Klein 100 194 0 10 Feb 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 348 1,620 0 21 Jan 2020
Cross-Lingual Ability of Multilingual BERT: An Empirical Study Karthikeyan K Zihan Wang Stephen D. Mayhew Dan Roth LRM 77 339 0 17 Dec 2019
Image Classification with Deep Learning in the Presence of Noisy Labels: A Survey G. Algan ilkay Ulusoy NoLa VLM 85 333 0 11 Dec 2019
Massive vs. Curated Word Embeddings for Low-Resourced Languages. The Case of Yorùbá and Twi Jesujoba Oluwadara Alabi Kwabena Amponsah-Kaakyire David Ifeoluwa Adelani C. España-Bonet 74 53 0 05 Dec 2019
Deep Contextualized Self-training for Low Resource Dependency Parsing Guy Rotman Roi Reichart 88 50 0 11 Nov 2019
Not Enough Data? Deep Learning to the Rescue! Ateret Anaby-Tavor Boaz Carmeli Esther Goldbraich Amir Kantor George Kour Segev Shlomov N. Tepper Naama Zwerdling 84 371 0 08 Nov 2019
Unsupervised Cross-lingual Representation Learning at Scale Alexis Conneau Kartikay Khandelwal Naman Goyal Vishrav Chaudhary Guillaume Wenzek Francisco Guzmán Edouard Grave Myle Ott Luke Zettlemoyer Veselin Stoyanov 228 6,593 0 05 Nov 2019
Predicting Discourse Structure using Distant Supervision from Sentiment Patrick Huber Giuseppe Carenini 61 26 0 30 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 488 20,342 0 23 Oct 2019
Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy Labels Lukas Lange Michael A. Hedderich Dietrich Klakow NoLa 53 15 0 14 Oct 2019
On the Importance of Subword Information for Morphological Tasks in Truly Low-Resource Languages Yi Zhu Benjamin Heinzerling Ivan Vulić Michael Strube Roi Reichart Anna Korhonen 52 20 0 26 Sep 2019
Low-Resource Response Generation with Template Prior Ze Yang Wei Wu Jian Yang Can Xu Zhoujun Li 59 19 0 26 Sep 2019
Named Entity Recognition with Partially Annotated Training Data Stephen D. Mayhew Snigdha Chaturvedi Chen-Tse Tsai Dan Roth 44 48 0 20 Sep 2019
Argumentative Relation Classification as Plausibility Ranking Juri Opitz 66 15 0 19 Sep 2019
Zero-shot Reading Comprehension by Cross-lingual Transfer Learning with Multi-lingual Language Representation Model Tsung-Yuan Hsu Chi-Liang Liu Hung-yi Lee 63 60 0 15 Sep 2019
Leveraging 2-hop Distant Supervision from Table Entity Pairs for Relation Extraction Xiang Deng Huan Sun 54 16 0 13 Sep 2019
Uncover the Ground-Truth Relations in Distant Supervision: A Neural Expectation-Maximization Framework Jiasi Chen Richong Zhang Yongyi Mao Hongyu Guo Jie Xu NoLa BDL 60 10 0 12 Sep 2019
A systematic comparison of methods for low-resource dependency parsing on genuinely low-resource languages Clara Vania Yova Kementchedjhieva Anders Søgaard Adam Lopez 31 52 0 06 Sep 2019
Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank Zhang Meishan Zhang Yue Fu Guo-hong 72 37 0 05 Sep 2019
Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-Training Giannis Karamanolakis Daniel J. Hsu Luis Gravano 56 39 0 01 Sep 2019
Learning with Noisy Labels for Sentence-level Sentiment Classification Hao Wang Bing-Quan Liu Chaozhuo Li Yan Yang Tianrui Li NoLa 51 26 0 31 Aug 2019
Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks Zi-Yi Dou Keyi Yu Antonios Anastasopoulos 68 127 0 27 Aug 2019
Low-Resource Name Tagging Learned with Weakly Labeled Data Yixin Cao Zikun Hu Tat-Seng Chua Zhiyuan Liu Heng Ji NoLa 63 77 0 26 Aug 2019
Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation Shuming Ma Pengcheng Yang Tianyu Liu Peng Li Jie Zhou Xu Sun SyDa 55 48 0 08 Aug 2019
Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment Di Jin Zhijing Jin Qiufeng Wang Peter Szolovits SILM AAML 191 1,088 0 27 Jul 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 686 24,557 0 26 Jul 2019
Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction Christoph Alt Marc Hübner Leonhard Hennig 64 120 0 19 Jun 2019
Low-resource Deep Entity Resolution with Transfer and Active Learning Jungo Kasai Kun Qian Sairam Gurajada Yunyao Li Lucian Popa 80 139 0 17 Jun 2019
Improving Low-Resource Cross-lingual Document Retrieval by Reranking with Deep Bilingual Representations Rui Zhang Caitlin Westerfield Sungrok Shim G. Bingham Alexander R. Fabbri Neha Verma William Hu Dragomir R. Radev 53 19 0 08 Jun 2019
How multilingual is Multilingual BERT? Telmo Pires Eva Schlinger Dan Garrette LRM VLM 161 1,414 0 04 Jun 2019
Distantly Supervised Named Entity Recognition using Positive-Unlabeled Learning Minlong Peng Xiaoyu Xing Qi Zhang Jinlan Fu Xuanjing Huang 88 103 0 04 Jun 2019
Choosing Transfer Languages for Cross-Lingual Learning Yu-Hsiang Lin Chian-Yu Chen Jean Lee Zirui Li Yuyan Zhang ... Zhisong Zhang Xuezhe Ma Antonios Anastasopoulos Patrick Littell Graham Neubig 91 234 0 29 May 2019
Distant Learning for Entity Linking with Automatic Noise Detection Phong Le Ivan Titov NoLa 74 39 0 17 May 2019
Learning to Denoise Distantly-Labeled Data for Entity Typing Yasumasa Onoe Greg Durrett 78 57 0 04 May 2019
Unsupervised Data Augmentation for Consistency Training Qizhe Xie Zihang Dai Eduard H. Hovy Minh-Thang Luong Quoc V. Le 137 2,323 0 29 Apr 2019
Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction Qinyuan Ye Liyuan Liu Maosen Zhang Xiang Ren 43 18 0 19 Apr 2019
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT Shijie Wu Mark Dredze VLM SSeg 104 679 0 19 Apr 2019
DocBERT: BERT for Document Classification Ashutosh Adhikari Achyudh Ram Raphael Tang Jimmy J. Lin LLMAG VLM 80 299 0 17 Apr 2019
ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission Kexin Huang Jaan Altosaar Rajesh Ranganath OOD 127 909 0 10 Apr 2019
Publicly Available Clinical BERT Embeddings Emily Alsentzer John R. Murphy Willie Boag W. Weng Di Jin Tristan Naumann Matthew B. A. McDermott AI4MH 192 1,988 0 06 Apr 2019